warning: commands will be executed using /bin/sh job 2910 at Thu Mar 6 15:27:00 2014 FileBase /isis1/Yuta/YutaData/YutaMouse20-140304/YutaMouse20-140304/YutaMouse20-140304 ElecNo 6 MinClusters 20 MaxClusters 25 MaxPossibleClusters 200 nStarts 1 RandomSeed 1 Debug 0 Verbose 1 UseFeatures 11111111111111111111111111111100000 DistDump 0 DistThresh 6.907755 FullStepEvery 20 ChangedThresh 0.050000 Log 1 Screen 1 MaxIter 500 StartCluFile SplitEvery 40 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 PriorPoint 1 SaveSorted 0 UseMaskedEStep 0 UseMaskedMStep 0 UseClusterPenalty 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 UseDistributional 0 UseDistributionalEStep 1 UseFloatMasks 0 help 0 Loaded 1336431 data points of dimension 30. meanDims = 30 Starting from 20 clusters... Entering ConstructFrom: --- Running on subset of 445477 points --- Entering CEM Assigned 20 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23808 members Mstep: Class 2 contains 23368 members Mstep: Class 3 contains 23378 members Mstep: Class 4 contains 23511 members Mstep: Class 5 contains 23370 members Mstep: Class 6 contains 23608 members Mstep: Class 7 contains 23109 members Mstep: Class 8 contains 23318 members Mstep: Class 9 contains 23458 members Mstep: Class 10 contains 23372 members Mstep: Class 11 contains 23568 members Mstep: Class 12 contains 23300 members Mstep: Class 13 contains 23459 members Mstep: Class 14 contains 23437 members Mstep: Class 15 contains 23564 members Mstep: Class 16 contains 23477 members Mstep: Class 17 contains 23533 members Mstep: Class 18 contains 23477 members Mstep: Class 19 contains 23362 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 49.139099 but Gain 3225.710938 Score: -52834128.000000 Penalty: 58062.804688 Iteration 0F: 19 clusters Score -5.283413e+07 nChanged 420381 Entering Unmasked Mstep Mstep: Class 0 contains 2095 members Mstep: Class 1 contains 16493 members Mstep: Class 2 contains 215098 members Mstep: Class 3 contains 12257 members Mstep: Class 4 contains 16764 members Mstep: Class 5 contains 13377 members Mstep: Class 6 contains 3492 members Mstep: Class 7 contains 5817 members Mstep: Class 8 contains 28950 members Mstep: Class 9 contains 1609 members Mstep: Class 10 contains 24666 members Mstep: Class 11 contains 6189 members Mstep: Class 12 contains 12382 members Mstep: Class 13 contains 5008 members Mstep: Class 15 contains 13882 members Mstep: Class 16 contains 1832 members Mstep: Class 17 contains 3866 members Mstep: Class 18 contains 35189 members Mstep: Class 19 contains 26511 members Entering Unmasked Estep ConsiderDeletion Score: -54837988.000000 Penalty: 58062.804688 Iteration 1F: 19 clusters Score -5.483799e+07 nChanged 148633 Entering Unmasked Mstep Mstep: Class 0 contains 1819 members Mstep: Class 1 contains 17516 members Mstep: Class 2 contains 280458 members Mstep: Class 3 contains 3201 members Mstep: Class 4 contains 11055 members Mstep: Class 5 contains 7982 members Mstep: Class 6 contains 1521 members Mstep: Class 7 contains 1784 members Mstep: Class 8 contains 18855 members Mstep: Class 9 contains 2454 members Mstep: Class 10 contains 21291 members Mstep: Class 11 contains 4987 members Mstep: Class 12 contains 5543 members Mstep: Class 13 contains 3782 members Mstep: Class 15 contains 8915 members Mstep: Class 16 contains 4427 members Mstep: Class 17 contains 5020 members Mstep: Class 18 contains 21183 members Mstep: Class 19 contains 23684 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 2301.646973 but Gain 3225.710938 Score: -55181940.000000 Penalty: 54837.093750 Iteration 2F: 18 clusters Score -5.518194e+07 nChanged 85323 Entering Unmasked Mstep Mstep: Class 0 contains 1222 members Mstep: Class 1 contains 20697 members Mstep: Class 2 contains 291579 members Mstep: Class 3 contains 1352 members Mstep: Class 4 contains 10606 members Mstep: Class 5 contains 5314 members Mstep: Class 6 contains 820 members Mstep: Class 7 contains 685 members Mstep: Class 8 contains 13128 members Mstep: Class 9 contains 6026 members Mstep: Class 10 contains 24791 members Mstep: Class 11 contains 4701 members Mstep: Class 13 contains 3667 members Mstep: Class 15 contains 7829 members Mstep: Class 16 contains 6709 members Mstep: Class 17 contains 4870 members Mstep: Class 18 contains 14773 members Mstep: Class 19 contains 26708 members Entering Unmasked Estep ConsiderDeletion Score: -55395252.000000 Penalty: 54837.093750 Iteration 3F: 18 clusters Score -5.539525e+07 nChanged 46684 Entering Unmasked Mstep Mstep: Class 0 contains 869 members Mstep: Class 1 contains 21252 members Mstep: Class 2 contains 288536 members Mstep: Class 3 contains 1060 members Mstep: Class 4 contains 12580 members Mstep: Class 5 contains 3502 members Mstep: Class 6 contains 789 members Mstep: Class 7 contains 570 members Mstep: Class 8 contains 8905 members Mstep: Class 9 contains 7874 members Mstep: Class 10 contains 27917 members Mstep: Class 11 contains 4563 members Mstep: Class 13 contains 2668 members Mstep: Class 15 contains 7669 members Mstep: Class 16 contains 7145 members Mstep: Class 17 contains 4168 members Mstep: Class 18 contains 13471 members Mstep: Class 19 contains 31939 members Entering Unmasked Estep ConsiderDeletion Score: -55508504.000000 Penalty: 54837.093750 Iteration 4F: 18 clusters Score -5.55085e+07 nChanged 29520 Entering Unmasked Mstep Mstep: Class 0 contains 120 members Mstep: Class 1 contains 20768 members Mstep: Class 2 contains 283846 members Mstep: Class 3 contains 1031 members Mstep: Class 4 contains 14280 members Mstep: Class 5 contains 2685 members Mstep: Class 6 contains 1437 members Mstep: Class 7 contains 611 members Mstep: Class 8 contains 6048 members Mstep: Class 9 contains 9065 members Mstep: Class 10 contains 28324 members Mstep: Class 11 contains 5034 members Mstep: Class 13 contains 2110 members Mstep: Class 15 contains 8099 members Mstep: Class 16 contains 7396 members Mstep: Class 17 contains 3740 members Mstep: Class 18 contains 13232 members Mstep: Class 19 contains 37651 members Entering Unmasked Estep ConsiderDeletion Score: -55586448.000000 Penalty: 54837.093750 Iteration 5F: 18 clusters Score -5.558645e+07 nChanged 20008 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20294 members Mstep: Class 2 contains 278791 members Mstep: Class 3 contains 1099 members Mstep: Class 4 contains 15436 members Mstep: Class 5 contains 2312 members Mstep: Class 6 contains 1458 members Mstep: Class 7 contains 615 members Mstep: Class 8 contains 4297 members Mstep: Class 9 contains 9899 members Mstep: Class 10 contains 28339 members Mstep: Class 11 contains 6018 members Mstep: Class 13 contains 1569 members Mstep: Class 15 contains 8684 members Mstep: Class 16 contains 7624 members Mstep: Class 17 contains 3641 members Mstep: Class 18 contains 13053 members Mstep: Class 19 contains 42333 members Entering Unmasked Estep ConsiderDeletion Score: -55603092.000000 Penalty: 54837.093750 Iteration 6Q: 18 clusters Score -5.560309e+07 nChanged 14083 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 19897 members Mstep: Class 2 contains 273769 members Mstep: Class 3 contains 1133 members Mstep: Class 4 contains 16234 members Mstep: Class 5 contains 2163 members Mstep: Class 6 contains 1436 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 3297 members Mstep: Class 9 contains 10547 members Mstep: Class 10 contains 28261 members Mstep: Class 11 contains 7256 members Mstep: Class 13 contains 1357 members Mstep: Class 15 contains 9050 members Mstep: Class 16 contains 7827 members Mstep: Class 17 contains 3782 members Mstep: Class 18 contains 12841 members Mstep: Class 19 contains 45994 members Entering Unmasked Estep ConsiderDeletion Score: -55611860.000000 Penalty: 54837.093750 Iteration 7Q: 18 clusters Score -5.561186e+07 nChanged 10426 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19478 members Mstep: Class 2 contains 268985 members Mstep: Class 3 contains 1154 members Mstep: Class 4 contains 16845 members Mstep: Class 5 contains 2087 members Mstep: Class 6 contains 1433 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 2762 members Mstep: Class 9 contains 11103 members Mstep: Class 10 contains 28142 members Mstep: Class 11 contains 8454 members Mstep: Class 13 contains 1365 members Mstep: Class 15 contains 9310 members Mstep: Class 16 contains 8040 members Mstep: Class 17 contains 4046 members Mstep: Class 18 contains 12559 members Mstep: Class 19 contains 49082 members Entering Unmasked Estep ConsiderDeletion Score: -55616744.000000 Penalty: 54837.093750 Iteration 8Q: 18 clusters Score -5.561674e+07 nChanged 8283 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19051 members Mstep: Class 2 contains 264425 members Mstep: Class 3 contains 1159 members Mstep: Class 4 contains 17299 members Mstep: Class 5 contains 2050 members Mstep: Class 6 contains 1432 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 2553 members Mstep: Class 9 contains 11546 members Mstep: Class 10 contains 28057 members Mstep: Class 11 contains 9586 members Mstep: Class 13 contains 1428 members Mstep: Class 15 contains 9451 members Mstep: Class 16 contains 8211 members Mstep: Class 17 contains 4344 members Mstep: Class 18 contains 12296 members Mstep: Class 19 contains 51957 members Entering Unmasked Estep ConsiderDeletion Score: -55620236.000000 Penalty: 54837.093750 Iteration 9Q: 18 clusters Score -5.562024e+07 nChanged 7340 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 18625 members Mstep: Class 2 contains 259954 members Mstep: Class 3 contains 1161 members Mstep: Class 4 contains 17690 members Mstep: Class 5 contains 2031 members Mstep: Class 6 contains 1431 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 2471 members Mstep: Class 9 contains 11955 members Mstep: Class 10 contains 27977 members Mstep: Class 11 contains 10646 members Mstep: Class 13 contains 1494 members Mstep: Class 15 contains 9531 members Mstep: Class 16 contains 8351 members Mstep: Class 17 contains 4665 members Mstep: Class 18 contains 12051 members Mstep: Class 19 contains 54812 members Entering Unmasked Estep ConsiderDeletion Score: -55622176.000000 Penalty: 54837.093750 Iteration 10Q: 18 clusters Score -5.562218e+07 nChanged 6883 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 18176 members Mstep: Class 2 contains 255451 members Mstep: Class 3 contains 1164 members Mstep: Class 4 contains 18050 members Mstep: Class 5 contains 2013 members Mstep: Class 6 contains 1431 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 2491 members Mstep: Class 9 contains 12290 members Mstep: Class 10 contains 27895 members Mstep: Class 11 contains 11707 members Mstep: Class 13 contains 1543 members Mstep: Class 15 contains 9569 members Mstep: Class 16 contains 8460 members Mstep: Class 17 contains 4989 members Mstep: Class 18 contains 11827 members Mstep: Class 19 contains 57789 members Entering Unmasked Estep ConsiderDeletion Score: -55624220.000000 Penalty: 54837.093750 Iteration 11Q: 18 clusters Score -5.562422e+07 nChanged 6808 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 17726 members Mstep: Class 2 contains 250712 members Mstep: Class 3 contains 1167 members Mstep: Class 4 contains 18349 members Mstep: Class 5 contains 2002 members Mstep: Class 6 contains 1431 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 2545 members Mstep: Class 9 contains 12591 members Mstep: Class 10 contains 27814 members Mstep: Class 11 contains 12764 members Mstep: Class 13 contains 1593 members Mstep: Class 15 contains 9590 members Mstep: Class 16 contains 8537 members Mstep: Class 17 contains 5302 members Mstep: Class 18 contains 11676 members Mstep: Class 19 contains 61046 members Entering Unmasked Estep ConsiderDeletion Score: -55626376.000000 Penalty: 54837.093750 Iteration 12Q: 18 clusters Score -5.562638e+07 nChanged 6962 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 17302 members Mstep: Class 2 contains 245781 members Mstep: Class 3 contains 1169 members Mstep: Class 4 contains 18637 members Mstep: Class 5 contains 1984 members Mstep: Class 6 contains 1431 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 2642 members Mstep: Class 9 contains 12897 members Mstep: Class 10 contains 27737 members Mstep: Class 11 contains 13781 members Mstep: Class 13 contains 1628 members Mstep: Class 15 contains 9568 members Mstep: Class 16 contains 8600 members Mstep: Class 17 contains 5598 members Mstep: Class 18 contains 11541 members Mstep: Class 19 contains 64549 members Entering Unmasked Estep ConsiderDeletion Score: -55629012.000000 Penalty: 54837.093750 Iteration 13Q: 18 clusters Score -5.562901e+07 nChanged 7228 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 16849 members Mstep: Class 2 contains 240630 members Mstep: Class 3 contains 1170 members Mstep: Class 4 contains 18927 members Mstep: Class 5 contains 1974 members Mstep: Class 6 contains 1431 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 2743 members Mstep: Class 9 contains 13183 members Mstep: Class 10 contains 27650 members Mstep: Class 11 contains 14800 members Mstep: Class 13 contains 1667 members Mstep: Class 15 contains 9551 members Mstep: Class 16 contains 8638 members Mstep: Class 17 contains 5914 members Mstep: Class 18 contains 11411 members Mstep: Class 19 contains 68307 members Entering Unmasked Estep ConsiderDeletion Score: -55631648.000000 Penalty: 54837.093750 Iteration 14Q: 18 clusters Score -5.563165e+07 nChanged 7484 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 16329 members Mstep: Class 2 contains 235317 members Mstep: Class 3 contains 1171 members Mstep: Class 4 contains 19204 members Mstep: Class 5 contains 1974 members Mstep: Class 6 contains 1431 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 2847 members Mstep: Class 9 contains 13484 members Mstep: Class 10 contains 27557 members Mstep: Class 11 contains 15788 members Mstep: Class 13 contains 1692 members Mstep: Class 15 contains 9541 members Mstep: Class 16 contains 8663 members Mstep: Class 17 contains 6227 members Mstep: Class 18 contains 11297 members Mstep: Class 19 contains 72323 members Entering Unmasked Estep ConsiderDeletion Score: -55635416.000000 Penalty: 54837.093750 Iteration 15Q: 18 clusters Score -5.563542e+07 nChanged 7642 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 15782 members Mstep: Class 2 contains 229900 members Mstep: Class 3 contains 1170 members Mstep: Class 4 contains 19497 members Mstep: Class 5 contains 1968 members Mstep: Class 6 contains 1431 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 2974 members Mstep: Class 9 contains 13776 members Mstep: Class 10 contains 27473 members Mstep: Class 11 contains 16697 members Mstep: Class 13 contains 1719 members Mstep: Class 15 contains 9533 members Mstep: Class 16 contains 8682 members Mstep: Class 17 contains 6527 members Mstep: Class 18 contains 11244 members Mstep: Class 19 contains 76472 members Entering Unmasked Estep ConsiderDeletion Score: -55639924.000000 Penalty: 54837.093750 Iteration 16Q: 18 clusters Score -5.563992e+07 nChanged 7923 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 15188 members Mstep: Class 2 contains 224495 members Mstep: Class 3 contains 1170 members Mstep: Class 4 contains 19741 members Mstep: Class 5 contains 1966 members Mstep: Class 6 contains 1431 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 3111 members Mstep: Class 9 contains 13982 members Mstep: Class 10 contains 27373 members Mstep: Class 11 contains 17512 members Mstep: Class 13 contains 1736 members Mstep: Class 15 contains 9518 members Mstep: Class 16 contains 8682 members Mstep: Class 17 contains 6812 members Mstep: Class 18 contains 11335 members Mstep: Class 19 contains 80793 members Entering Unmasked Estep ConsiderDeletion Score: -55644060.000000 Penalty: 54837.093750 Iteration 17Q: 18 clusters Score -5.564406e+07 nChanged 7823 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 14558 members Mstep: Class 2 contains 219161 members Mstep: Class 3 contains 1173 members Mstep: Class 4 contains 19970 members Mstep: Class 5 contains 1975 members Mstep: Class 6 contains 1431 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 3258 members Mstep: Class 9 contains 14132 members Mstep: Class 10 contains 27281 members Mstep: Class 11 contains 18220 members Mstep: Class 13 contains 1743 members Mstep: Class 15 contains 9495 members Mstep: Class 16 contains 8661 members Mstep: Class 17 contains 7074 members Mstep: Class 18 contains 11433 members Mstep: Class 19 contains 85280 members Entering Unmasked Estep ConsiderDeletion Score: -55647548.000000 Penalty: 54837.093750 Iteration 18Q: 18 clusters Score -5.564755e+07 nChanged 7549 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 13870 members Mstep: Class 2 contains 213921 members Mstep: Class 3 contains 1176 members Mstep: Class 4 contains 20176 members Mstep: Class 5 contains 1984 members Mstep: Class 6 contains 1431 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 3377 members Mstep: Class 9 contains 14240 members Mstep: Class 10 contains 27193 members Mstep: Class 11 contains 18834 members Mstep: Class 13 contains 1748 members Mstep: Class 15 contains 9463 members Mstep: Class 16 contains 8616 members Mstep: Class 17 contains 7290 members Mstep: Class 18 contains 11580 members Mstep: Class 19 contains 89946 members Entering Unmasked Estep ConsiderDeletion Score: -55650672.000000 Penalty: 54837.093750 Iteration 19Q: 18 clusters Score -5.565067e+07 nChanged 7630 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 13132 members Mstep: Class 2 contains 208479 members Mstep: Class 3 contains 1175 members Mstep: Class 4 contains 20403 members Mstep: Class 5 contains 1990 members Mstep: Class 6 contains 1431 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 3460 members Mstep: Class 9 contains 14323 members Mstep: Class 10 contains 27117 members Mstep: Class 11 contains 19367 members Mstep: Class 13 contains 1746 members Mstep: Class 15 contains 9445 members Mstep: Class 16 contains 8586 members Mstep: Class 17 contains 7476 members Mstep: Class 18 contains 11702 members Mstep: Class 19 contains 95013 members Entering Unmasked Estep ConsiderDeletion Score: -55653740.000000 Penalty: 54837.093750 Iteration 20F: 18 clusters Score -5.565374e+07 nChanged 7694 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 12347 members Mstep: Class 2 contains 202933 members Mstep: Class 3 contains 1176 members Mstep: Class 4 contains 20627 members Mstep: Class 5 contains 2006 members Mstep: Class 6 contains 1429 members Mstep: Class 7 contains 619 members Mstep: Class 8 contains 3513 members Mstep: Class 9 contains 14390 members Mstep: Class 10 contains 27021 members Mstep: Class 11 contains 19982 members Mstep: Class 13 contains 1753 members Mstep: Class 15 contains 9431 members Mstep: Class 16 contains 8536 members Mstep: Class 17 contains 7621 members Mstep: Class 18 contains 11872 members Mstep: Class 19 contains 100207 members Entering Unmasked Estep ConsiderDeletion Score: -55656744.000000 Penalty: 54837.093750 Iteration 21Q: 18 clusters Score -5.565674e+07 nChanged 7527 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 11537 members Mstep: Class 2 contains 197467 members Mstep: Class 3 contains 1178 members Mstep: Class 4 contains 20820 members Mstep: Class 5 contains 2019 members Mstep: Class 6 contains 1428 members Mstep: Class 7 contains 620 members Mstep: Class 8 contains 3537 members Mstep: Class 9 contains 14461 members Mstep: Class 10 contains 26934 members Mstep: Class 11 contains 20488 members Mstep: Class 13 contains 1753 members Mstep: Class 15 contains 9435 members Mstep: Class 16 contains 8489 members Mstep: Class 17 contains 7749 members Mstep: Class 18 contains 12029 members Mstep: Class 19 contains 105519 members Entering Unmasked Estep ConsiderDeletion Score: -55660508.000000 Penalty: 54837.093750 Iteration 22Q: 18 clusters Score -5.566051e+07 nChanged 7494 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 10770 members Mstep: Class 2 contains 192037 members Mstep: Class 3 contains 1182 members Mstep: Class 4 contains 21006 members Mstep: Class 5 contains 2027 members Mstep: Class 6 contains 1428 members Mstep: Class 7 contains 620 members Mstep: Class 8 contains 3548 members Mstep: Class 9 contains 14504 members Mstep: Class 10 contains 26845 members Mstep: Class 11 contains 20952 members Mstep: Class 13 contains 1754 members Mstep: Class 15 contains 9439 members Mstep: Class 16 contains 8447 members Mstep: Class 17 contains 7823 members Mstep: Class 18 contains 12192 members Mstep: Class 19 contains 110890 members Entering Unmasked Estep ConsiderDeletion Score: -55663672.000000 Penalty: 54837.093750 Iteration 23Q: 18 clusters Score -5.566367e+07 nChanged 7410 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 10050 members Mstep: Class 2 contains 186662 members Mstep: Class 3 contains 1184 members Mstep: Class 4 contains 21195 members Mstep: Class 5 contains 2042 members Mstep: Class 6 contains 1428 members Mstep: Class 7 contains 620 members Mstep: Class 8 contains 3552 members Mstep: Class 9 contains 14539 members Mstep: Class 10 contains 26773 members Mstep: Class 11 contains 21340 members Mstep: Class 13 contains 1754 members Mstep: Class 15 contains 9450 members Mstep: Class 16 contains 8399 members Mstep: Class 17 contains 7843 members Mstep: Class 18 contains 12320 members Mstep: Class 19 contains 116313 members Entering Unmasked Estep ConsiderDeletion Score: -55667348.000000 Penalty: 54837.093750 Iteration 24Q: 18 clusters Score -5.566735e+07 nChanged 7093 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 9511 members Mstep: Class 2 contains 181531 members Mstep: Class 3 contains 1184 members Mstep: Class 4 contains 21420 members Mstep: Class 5 contains 2058 members Mstep: Class 6 contains 1428 members Mstep: Class 7 contains 620 members Mstep: Class 8 contains 3580 members Mstep: Class 9 contains 14566 members Mstep: Class 10 contains 26717 members Mstep: Class 11 contains 21673 members Mstep: Class 13 contains 1747 members Mstep: Class 15 contains 9451 members Mstep: Class 16 contains 8359 members Mstep: Class 17 contains 7812 members Mstep: Class 18 contains 12449 members Mstep: Class 19 contains 121358 members Entering Unmasked Estep ConsiderDeletion Score: -55670564.000000 Penalty: 54837.093750 Iteration 25Q: 18 clusters Score -5.567056e+07 nChanged 6562 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 9145 members Mstep: Class 2 contains 176866 members Mstep: Class 3 contains 1186 members Mstep: Class 4 contains 21622 members Mstep: Class 5 contains 2083 members Mstep: Class 6 contains 1428 members Mstep: Class 7 contains 621 members Mstep: Class 8 contains 3604 members Mstep: Class 9 contains 14594 members Mstep: Class 10 contains 26640 members Mstep: Class 11 contains 21950 members Mstep: Class 13 contains 1743 members Mstep: Class 15 contains 9439 members Mstep: Class 16 contains 8314 members Mstep: Class 17 contains 7770 members Mstep: Class 18 contains 12575 members Mstep: Class 19 contains 125884 members Entering Unmasked Estep ConsiderDeletion Score: -55673972.000000 Penalty: 54837.093750 Iteration 26Q: 18 clusters Score -5.567397e+07 nChanged 5947 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 8957 members Mstep: Class 2 contains 172580 members Mstep: Class 3 contains 1188 members Mstep: Class 4 contains 21836 members Mstep: Class 5 contains 2102 members Mstep: Class 6 contains 1428 members Mstep: Class 7 contains 621 members Mstep: Class 8 contains 3633 members Mstep: Class 9 contains 14628 members Mstep: Class 10 contains 26592 members Mstep: Class 11 contains 22151 members Mstep: Class 13 contains 1739 members Mstep: Class 15 contains 9437 members Mstep: Class 16 contains 8274 members Mstep: Class 17 contains 7671 members Mstep: Class 18 contains 12703 members Mstep: Class 19 contains 129924 members Entering Unmasked Estep ConsiderDeletion Score: -55676660.000000 Penalty: 54837.093750 Iteration 27Q: 18 clusters Score -5.567666e+07 nChanged 5526 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 8917 members Mstep: Class 2 contains 168641 members Mstep: Class 3 contains 1190 members Mstep: Class 4 contains 22071 members Mstep: Class 5 contains 2122 members Mstep: Class 6 contains 1428 members Mstep: Class 7 contains 621 members Mstep: Class 8 contains 3657 members Mstep: Class 9 contains 14662 members Mstep: Class 10 contains 26542 members Mstep: Class 11 contains 22315 members Mstep: Class 13 contains 1737 members Mstep: Class 15 contains 9430 members Mstep: Class 16 contains 8239 members Mstep: Class 17 contains 7577 members Mstep: Class 18 contains 12819 members Mstep: Class 19 contains 133496 members Entering Unmasked Estep ConsiderDeletion Score: -55678748.000000 Penalty: 54837.093750 Iteration 28Q: 18 clusters Score -5.567875e+07 nChanged 5239 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 8962 members Mstep: Class 2 contains 164958 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 22325 members Mstep: Class 5 contains 2140 members Mstep: Class 6 contains 1428 members Mstep: Class 7 contains 621 members Mstep: Class 8 contains 3693 members Mstep: Class 9 contains 14677 members Mstep: Class 10 contains 26482 members Mstep: Class 11 contains 22463 members Mstep: Class 13 contains 1731 members Mstep: Class 15 contains 9411 members Mstep: Class 16 contains 8226 members Mstep: Class 17 contains 7500 members Mstep: Class 18 contains 12918 members Mstep: Class 19 contains 136740 members Entering Unmasked Estep ConsiderDeletion Score: -55680488.000000 Penalty: 54837.093750 Iteration 29Q: 18 clusters Score -5.568049e+07 nChanged 4878 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 9085 members Mstep: Class 2 contains 161571 members Mstep: Class 3 contains 1190 members Mstep: Class 4 contains 22585 members Mstep: Class 5 contains 2155 members Mstep: Class 6 contains 1428 members Mstep: Class 7 contains 621 members Mstep: Class 8 contains 3736 members Mstep: Class 9 contains 14680 members Mstep: Class 10 contains 26422 members Mstep: Class 11 contains 22594 members Mstep: Class 13 contains 1730 members Mstep: Class 15 contains 9403 members Mstep: Class 16 contains 8214 members Mstep: Class 17 contains 7421 members Mstep: Class 18 contains 13030 members Mstep: Class 19 contains 139599 members Entering Unmasked Estep ConsiderDeletion Score: -55681812.000000 Penalty: 54837.093750 Iteration 30Q: 18 clusters Score -5.568181e+07 nChanged 4444 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 9258 members Mstep: Class 2 contains 158547 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 22830 members Mstep: Class 5 contains 2170 members Mstep: Class 6 contains 1428 members Mstep: Class 7 contains 621 members Mstep: Class 8 contains 3774 members Mstep: Class 9 contains 14680 members Mstep: Class 10 contains 26385 members Mstep: Class 11 contains 22697 members Mstep: Class 13 contains 1734 members Mstep: Class 15 contains 9400 members Mstep: Class 16 contains 8209 members Mstep: Class 17 contains 7326 members Mstep: Class 18 contains 13108 members Mstep: Class 19 contains 142108 members Entering Unmasked Estep ConsiderDeletion Score: -55682612.000000 Penalty: 54837.093750 Iteration 31Q: 18 clusters Score -5.568261e+07 nChanged 4195 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 9481 members Mstep: Class 2 contains 155679 members Mstep: Class 3 contains 1191 members Mstep: Class 4 contains 23042 members Mstep: Class 5 contains 2175 members Mstep: Class 6 contains 1428 members Mstep: Class 7 contains 622 members Mstep: Class 8 contains 3808 members Mstep: Class 9 contains 14686 members Mstep: Class 10 contains 26357 members Mstep: Class 11 contains 22801 members Mstep: Class 13 contains 1731 members Mstep: Class 15 contains 9387 members Mstep: Class 16 contains 8208 members Mstep: Class 17 contains 7241 members Mstep: Class 18 contains 13185 members Mstep: Class 19 contains 144442 members Entering Unmasked Estep ConsiderDeletion Score: -55683936.000000 Penalty: 54837.093750 Iteration 32Q: 18 clusters Score -5.568394e+07 nChanged 3911 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 9739 members Mstep: Class 2 contains 152874 members Mstep: Class 3 contains 1191 members Mstep: Class 4 contains 23248 members Mstep: Class 5 contains 2178 members Mstep: Class 6 contains 1428 members Mstep: Class 7 contains 622 members Mstep: Class 8 contains 3837 members Mstep: Class 9 contains 14691 members Mstep: Class 10 contains 26351 members Mstep: Class 11 contains 22885 members Mstep: Class 13 contains 1728 members Mstep: Class 15 contains 9395 members Mstep: Class 16 contains 8217 members Mstep: Class 17 contains 7136 members Mstep: Class 18 contains 13253 members Mstep: Class 19 contains 146691 members Entering Unmasked Estep ConsiderDeletion Score: -55684628.000000 Penalty: 54837.093750 Iteration 33Q: 18 clusters Score -5.568463e+07 nChanged 3719 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 9996 members Mstep: Class 2 contains 150184 members Mstep: Class 3 contains 1190 members Mstep: Class 4 contains 23446 members Mstep: Class 5 contains 2178 members Mstep: Class 6 contains 1428 members Mstep: Class 7 contains 622 members Mstep: Class 8 contains 3853 members Mstep: Class 9 contains 14691 members Mstep: Class 10 contains 26341 members Mstep: Class 11 contains 22980 members Mstep: Class 13 contains 1728 members Mstep: Class 15 contains 9397 members Mstep: Class 16 contains 8227 members Mstep: Class 17 contains 7067 members Mstep: Class 18 contains 13325 members Mstep: Class 19 contains 148811 members Entering Unmasked Estep ConsiderDeletion Score: -55685364.000000 Penalty: 54837.093750 Iteration 34Q: 18 clusters Score -5.568536e+07 nChanged 3620 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 10271 members Mstep: Class 2 contains 147511 members Mstep: Class 3 contains 1190 members Mstep: Class 4 contains 23624 members Mstep: Class 5 contains 2172 members Mstep: Class 6 contains 1428 members Mstep: Class 7 contains 622 members Mstep: Class 8 contains 3874 members Mstep: Class 9 contains 14697 members Mstep: Class 10 contains 26332 members Mstep: Class 11 contains 23027 members Mstep: Class 13 contains 1734 members Mstep: Class 15 contains 9403 members Mstep: Class 16 contains 8233 members Mstep: Class 17 contains 7007 members Mstep: Class 18 contains 13385 members Mstep: Class 19 contains 150954 members Entering Unmasked Estep ConsiderDeletion Score: -55686044.000000 Penalty: 54837.093750 Iteration 35Q: 18 clusters Score -5.568604e+07 nChanged 3521 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 10574 members Mstep: Class 2 contains 144961 members Mstep: Class 3 contains 1191 members Mstep: Class 4 contains 23809 members Mstep: Class 5 contains 2175 members Mstep: Class 6 contains 1428 members Mstep: Class 7 contains 622 members Mstep: Class 8 contains 3885 members Mstep: Class 9 contains 14699 members Mstep: Class 10 contains 26327 members Mstep: Class 11 contains 23046 members Mstep: Class 13 contains 1738 members Mstep: Class 15 contains 9404 members Mstep: Class 16 contains 8241 members Mstep: Class 17 contains 6945 members Mstep: Class 18 contains 13424 members Mstep: Class 19 contains 152995 members Entering Unmasked Estep ConsiderDeletion Score: -55686692.000000 Penalty: 54837.093750 Iteration 36Q: 18 clusters Score -5.568669e+07 nChanged 3346 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 10869 members Mstep: Class 2 contains 142566 members Mstep: Class 3 contains 1191 members Mstep: Class 4 contains 23962 members Mstep: Class 5 contains 2178 members Mstep: Class 6 contains 1428 members Mstep: Class 7 contains 622 members Mstep: Class 8 contains 3886 members Mstep: Class 9 contains 14713 members Mstep: Class 10 contains 26313 members Mstep: Class 11 contains 23024 members Mstep: Class 13 contains 1737 members Mstep: Class 15 contains 9386 members Mstep: Class 16 contains 8241 members Mstep: Class 17 contains 6901 members Mstep: Class 18 contains 13463 members Mstep: Class 19 contains 154984 members Entering Unmasked Estep ConsiderDeletion Score: -55687188.000000 Penalty: 54837.093750 Iteration 37Q: 18 clusters Score -5.568719e+07 nChanged 3071 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 11160 members Mstep: Class 2 contains 140402 members Mstep: Class 3 contains 1189 members Mstep: Class 4 contains 24093 members Mstep: Class 5 contains 2177 members Mstep: Class 6 contains 1428 members Mstep: Class 7 contains 622 members Mstep: Class 8 contains 3887 members Mstep: Class 9 contains 14723 members Mstep: Class 10 contains 26298 members Mstep: Class 11 contains 22991 members Mstep: Class 13 contains 1735 members Mstep: Class 15 contains 9377 members Mstep: Class 16 contains 8243 members Mstep: Class 17 contains 6830 members Mstep: Class 18 contains 13483 members Mstep: Class 19 contains 156826 members Entering Unmasked Estep ConsiderDeletion Score: -55687708.000000 Penalty: 54837.093750 Iteration 38Q: 18 clusters Score -5.568771e+07 nChanged 2740 Entering ConstructFrom: Score: -55687708.000000 Penalty: 54837.093750 Entering ConstructFrom: Trying to split cluster 1 (11428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11428 members Entering Unmasked Estep Score: -1437030.250000 Penalty: 2317.267822 Iteration 0F: 2 clusters Score -1437030 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 5829 members Entering Unmasked Estep Score: -1428393.500000 Penalty: 4634.535645 Iteration 0F: 3 clusters Score -1428394 nChanged 4835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 6136 members Entering Unmasked Estep Score: -1431055.000000 Penalty: 4634.535645 Iteration 1F: 3 clusters Score -1431055 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5147 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -1431338.250000 Penalty: 4634.535645 Iteration 2F: 3 clusters Score -1431338 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4990 members Mstep: Class 2 contains 6438 members Entering Unmasked Estep Score: -1431540.750000 Penalty: 4634.535645 Iteration 3Q: 3 clusters Score -1431541 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 6643 members Entering Unmasked Estep Score: -1431692.250000 Penalty: 4634.535645 Iteration 4Q: 3 clusters Score -1431692 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4560 members Mstep: Class 2 contains 6868 members Entering Unmasked Estep Score: -1431841.250000 Penalty: 4634.535645 Iteration 5Q: 3 clusters Score -1431841 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4292 members Mstep: Class 2 contains 7136 members Entering Unmasked Estep Score: -1431991.500000 Penalty: 4634.535645 Iteration 6Q: 3 clusters Score -1431992 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3991 members Mstep: Class 2 contains 7437 members Entering Unmasked Estep Score: -1432151.625000 Penalty: 4634.535645 Iteration 7Q: 3 clusters Score -1432152 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 7805 members Entering Unmasked Estep Score: -1432367.375000 Penalty: 4634.535645 Iteration 8Q: 3 clusters Score -1432367 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 8211 members Entering Unmasked Estep Score: -1432609.000000 Penalty: 4634.535645 Iteration 9Q: 3 clusters Score -1432609 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2774 members Mstep: Class 2 contains 8654 members Entering Unmasked Estep Score: -1432893.625000 Penalty: 4634.535645 Iteration 10Q: 3 clusters Score -1432894 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 9147 members Entering Unmasked Estep Score: -1433258.625000 Penalty: 4634.535645 Iteration 11Q: 3 clusters Score -1433259 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 9638 members Entering Unmasked Estep Score: -1433640.000000 Penalty: 4634.535645 Iteration 12Q: 3 clusters Score -1433640 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 10051 members Entering Unmasked Estep Score: -1433966.125000 Penalty: 4634.535645 Iteration 13Q: 3 clusters Score -1433966 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 10399 members Entering Unmasked Estep Score: -1434273.375000 Penalty: 4634.535645 Iteration 14Q: 3 clusters Score -1434273 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 10636 members Entering Unmasked Estep Score: -1434493.750000 Penalty: 4634.535645 Iteration 15Q: 3 clusters Score -1434494 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 10790 members Entering Unmasked Estep Score: -1434647.375000 Penalty: 4634.535645 Iteration 16Q: 3 clusters Score -1434647 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 10888 members Entering Unmasked Estep Score: -1434737.000000 Penalty: 4634.535645 Iteration 17Q: 3 clusters Score -1434737 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 10950 members Entering Unmasked Estep Score: -1434812.500000 Penalty: 4634.535645 Iteration 18Q: 3 clusters Score -1434812 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 10996 members Entering Unmasked Estep Score: -1434864.250000 Penalty: 4634.535645 Iteration 19Q: 3 clusters Score -1434864 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 11017 members Entering Unmasked Estep Score: -1434896.375000 Penalty: 4634.535645 Iteration 20F: 3 clusters Score -1434896 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 11038 members Entering Unmasked Estep Score: -1434916.875000 Penalty: 4634.535645 Iteration 21Q: 3 clusters Score -1434917 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 11050 members Entering Unmasked Estep Score: -1434938.000000 Penalty: 4634.535645 Iteration 22Q: 3 clusters Score -1434938 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 11059 members Entering Unmasked Estep Score: -1434948.625000 Penalty: 4634.535645 Iteration 23Q: 3 clusters Score -1434949 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 11064 members Entering Unmasked Estep Score: -1434958.250000 Penalty: 4634.535645 Iteration 24Q: 3 clusters Score -1434958 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 11070 members Entering Unmasked Estep Score: -1434962.125000 Penalty: 4634.535645 Iteration 25Q: 3 clusters Score -1434962 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 11074 members Entering Unmasked Estep Score: -1434971.375000 Penalty: 4634.535645 Iteration 26Q: 3 clusters Score -1434971 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 11082 members Entering Unmasked Estep Score: -1434975.250000 Penalty: 4634.535645 Iteration 27Q: 3 clusters Score -1434975 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 11087 members Entering Unmasked Estep Score: -1434982.125000 Penalty: 4634.535645 Iteration 28Q: 3 clusters Score -1434982 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 11089 members Entering Unmasked Estep Score: -1434983.250000 Penalty: 4634.535645 Iteration 29Q: 3 clusters Score -1434983 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 11092 members Entering Unmasked Estep Score: -1434987.625000 Penalty: 4634.535645 Iteration 30Q: 3 clusters Score -1434988 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 11094 members Entering Unmasked Estep Score: -1434990.500000 Penalty: 4634.535645 Iteration 31Q: 3 clusters Score -1434990 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 11095 members Entering Unmasked Estep Score: -1434991.375000 Penalty: 4634.535645 Iteration 32Q: 3 clusters Score -1434991 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 11097 members Entering Unmasked Estep Score: -1434993.625000 Penalty: 4634.535645 Iteration 33Q: 3 clusters Score -1434994 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 11097 members Entering Unmasked Estep Score: -1434993.625000 Penalty: 4634.535645 Iteration 34F: 3 clusters Score -1434994 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (138514 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 138514 members Entering Unmasked Estep Score: -17662804.000000 Penalty: 2936.004395 Iteration 0F: 2 clusters Score -1.76628e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69377 members Mstep: Class 2 contains 69137 members Entering Unmasked Estep Score: -17570396.000000 Penalty: 5872.008789 Iteration 0F: 3 clusters Score -1.75704e+07 nChanged 66025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71546 members Mstep: Class 2 contains 66968 members Entering Unmasked Estep Score: -17608698.000000 Penalty: 5872.008789 Iteration 1F: 3 clusters Score -1.76087e+07 nChanged 4691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73255 members Mstep: Class 2 contains 65259 members Entering Unmasked Estep Score: -17609872.000000 Penalty: 5872.008789 Iteration 2Q: 3 clusters Score -1.760987e+07 nChanged 5247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75888 members Mstep: Class 2 contains 62626 members Entering Unmasked Estep Score: -17611646.000000 Penalty: 5872.008789 Iteration 3Q: 3 clusters Score -1.761165e+07 nChanged 6568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79998 members Mstep: Class 2 contains 58516 members Entering Unmasked Estep Score: -17614564.000000 Penalty: 5872.008789 Iteration 4Q: 3 clusters Score -1.761456e+07 nChanged 8156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86176 members Mstep: Class 2 contains 52338 members Entering Unmasked Estep Score: -17618900.000000 Penalty: 5872.008789 Iteration 5F: 3 clusters Score -1.76189e+07 nChanged 9858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94642 members Mstep: Class 2 contains 43872 members Entering Unmasked Estep Score: -17625754.000000 Penalty: 5872.008789 Iteration 6F: 3 clusters Score -1.762575e+07 nChanged 10997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104865 members Mstep: Class 2 contains 33649 members Entering Unmasked Estep Score: -17634644.000000 Penalty: 5872.008789 Iteration 7F: 3 clusters Score -1.763464e+07 nChanged 10585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115134 members Mstep: Class 2 contains 23380 members Entering Unmasked Estep Score: -17644118.000000 Penalty: 5872.008789 Iteration 8F: 3 clusters Score -1.764412e+07 nChanged 8662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123682 members Mstep: Class 2 contains 14832 members Entering Unmasked Estep Score: -17651936.000000 Penalty: 5872.008789 Iteration 9F: 3 clusters Score -1.765194e+07 nChanged 5720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129352 members Mstep: Class 2 contains 9162 members Entering Unmasked Estep Score: -17657060.000000 Penalty: 5872.008789 Iteration 10Q: 3 clusters Score -1.765706e+07 nChanged 3171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132489 members Mstep: Class 2 contains 6025 members Entering Unmasked Estep Score: -17659852.000000 Penalty: 5872.008789 Iteration 11Q: 3 clusters Score -1.765985e+07 nChanged 1642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134079 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -17661314.000000 Penalty: 5872.008789 Iteration 12Q: 3 clusters Score -1.766131e+07 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134888 members Mstep: Class 2 contains 3626 members Entering Unmasked Estep Score: -17662046.000000 Penalty: 5872.008789 Iteration 13Q: 3 clusters Score -1.766205e+07 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135321 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -17662374.000000 Penalty: 5872.008789 Iteration 14Q: 3 clusters Score -1.766237e+07 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135604 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -17662544.000000 Penalty: 5872.008789 Iteration 15Q: 3 clusters Score -1.766254e+07 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135763 members Mstep: Class 2 contains 2751 members Entering Unmasked Estep Score: -17662650.000000 Penalty: 5872.008789 Iteration 16Q: 3 clusters Score -1.766265e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135849 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -17662726.000000 Penalty: 5872.008789 Iteration 17Q: 3 clusters Score -1.766273e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135916 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -17662766.000000 Penalty: 5872.008789 Iteration 18Q: 3 clusters Score -1.766277e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135948 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -17662762.000000 Penalty: 5872.008789 Iteration 19Q: 3 clusters Score -1.766276e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135971 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -17662802.000000 Penalty: 5872.008789 Iteration 20F: 3 clusters Score -1.76628e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135974 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -17662834.000000 Penalty: 5872.008789 Iteration 21Q: 3 clusters Score -1.766283e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135970 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -17662830.000000 Penalty: 5872.008789 Iteration 22Q: 3 clusters Score -1.766283e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135958 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -17662864.000000 Penalty: 5872.008789 Iteration 23Q: 3 clusters Score -1.766286e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135937 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -17662944.000000 Penalty: 5872.008789 Iteration 24Q: 3 clusters Score -1.766294e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135896 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -17662938.000000 Penalty: 5872.008789 Iteration 25Q: 3 clusters Score -1.766294e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135849 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -17662956.000000 Penalty: 5872.008789 Iteration 26Q: 3 clusters Score -1.766296e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135793 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -17663002.000000 Penalty: 5872.008789 Iteration 27Q: 3 clusters Score -1.7663e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135755 members Mstep: Class 2 contains 2759 members Entering Unmasked Estep Score: -17663032.000000 Penalty: 5872.008789 Iteration 28Q: 3 clusters Score -1.766303e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135718 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -17663008.000000 Penalty: 5872.008789 Iteration 29Q: 3 clusters Score -1.766301e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135678 members Mstep: Class 2 contains 2836 members Entering Unmasked Estep Score: -17663004.000000 Penalty: 5872.008789 Iteration 30Q: 3 clusters Score -1.7663e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135627 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -17663042.000000 Penalty: 5872.008789 Iteration 31Q: 3 clusters Score -1.766304e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135581 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -17663078.000000 Penalty: 5872.008789 Iteration 32Q: 3 clusters Score -1.766308e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135538 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -17663064.000000 Penalty: 5872.008789 Iteration 33Q: 3 clusters Score -1.766306e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135490 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -17663068.000000 Penalty: 5872.008789 Iteration 34Q: 3 clusters Score -1.766307e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135451 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -17663084.000000 Penalty: 5872.008789 Iteration 35Q: 3 clusters Score -1.766308e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135427 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -17663094.000000 Penalty: 5872.008789 Iteration 36Q: 3 clusters Score -1.766309e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135408 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -17663092.000000 Penalty: 5872.008789 Iteration 37Q: 3 clusters Score -1.766309e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135392 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -17663112.000000 Penalty: 5872.008789 Iteration 38Q: 3 clusters Score -1.766311e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135388 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -17663102.000000 Penalty: 5872.008789 Iteration 39Q: 3 clusters Score -1.76631e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135389 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -17663110.000000 Penalty: 5872.008789 Iteration 40F: 3 clusters Score -1.766311e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135377 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -17663106.000000 Penalty: 5872.008789 Iteration 41Q: 3 clusters Score -1.766311e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135369 members Mstep: Class 2 contains 3145 members Entering Unmasked Estep Score: -17663120.000000 Penalty: 5872.008789 Iteration 42Q: 3 clusters Score -1.766312e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135349 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -17663128.000000 Penalty: 5872.008789 Iteration 43Q: 3 clusters Score -1.766313e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135330 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -17663116.000000 Penalty: 5872.008789 Iteration 44Q: 3 clusters Score -1.766312e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135314 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -17663130.000000 Penalty: 5872.008789 Iteration 45Q: 3 clusters Score -1.766313e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135301 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -17663144.000000 Penalty: 5872.008789 Iteration 46Q: 3 clusters Score -1.766314e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135292 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -17663178.000000 Penalty: 5872.008789 Iteration 47Q: 3 clusters Score -1.766318e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135288 members Mstep: Class 2 contains 3226 members Entering Unmasked Estep Score: -17663182.000000 Penalty: 5872.008789 Iteration 48Q: 3 clusters Score -1.766318e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135280 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -17663182.000000 Penalty: 5872.008789 Iteration 49Q: 3 clusters Score -1.766318e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135274 members Mstep: Class 2 contains 3240 members Entering Unmasked Estep Score: -17663170.000000 Penalty: 5872.008789 Iteration 50Q: 3 clusters Score -1.766317e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135270 members Mstep: Class 2 contains 3244 members Entering Unmasked Estep Score: -17663170.000000 Penalty: 5872.008789 Iteration 51Q: 3 clusters Score -1.766317e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135268 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -17663178.000000 Penalty: 5872.008789 Iteration 52Q: 3 clusters Score -1.766318e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135268 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -17663176.000000 Penalty: 5872.008789 Iteration 53Q: 3 clusters Score -1.766318e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135265 members Mstep: Class 2 contains 3249 members Entering Unmasked Estep Score: -17663168.000000 Penalty: 5872.008789 Iteration 54Q: 3 clusters Score -1.766317e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135259 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -17663172.000000 Penalty: 5872.008789 Iteration 55Q: 3 clusters Score -1.766317e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135254 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -17663170.000000 Penalty: 5872.008789 Iteration 56Q: 3 clusters Score -1.766317e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135254 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -17663184.000000 Penalty: 5872.008789 Iteration 57Q: 3 clusters Score -1.766318e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135254 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -17663184.000000 Penalty: 5872.008789 Iteration 58Q: 3 clusters Score -1.766318e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135254 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -17663184.000000 Penalty: 5872.008789 Iteration 59F: 3 clusters Score -1.766318e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 11428 members Mstep: Class 2 contains 135254 members Mstep: Class 3 contains 1186 members Mstep: Class 4 contains 24186 members Mstep: Class 5 contains 2174 members Mstep: Class 6 contains 1428 members Mstep: Class 7 contains 622 members Mstep: Class 8 contains 3891 members Mstep: Class 9 contains 14727 members Mstep: Class 10 contains 26291 members Mstep: Class 11 contains 22953 members Mstep: Class 12 contains 3260 members Mstep: Class 13 contains 1734 members Mstep: Class 15 contains 9389 members Mstep: Class 16 contains 8230 members Mstep: Class 17 contains 6772 members Mstep: Class 18 contains 13489 members Mstep: Class 19 contains 158450 members Entering Unmasked Estep Score: -55688424.000000 Penalty: 58062.804688 Splitting cluster 2 changes total score from -55687708.000000 to -55688424.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 3 (1186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Entering Unmasked Estep Score: -129474.148438 Penalty: 1755.428711 Iteration 0F: 2 clusters Score -129474.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -127493.187500 Penalty: 3510.857422 Iteration 0F: 3 clusters Score -127493.2 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -128129.304688 Penalty: 3510.857422 Iteration 1F: 3 clusters Score -128129.3 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -128547.242188 Penalty: 3510.857422 Iteration 2F: 3 clusters Score -128547.2 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -129236.078125 Penalty: 3510.857422 Iteration 3F: 3 clusters Score -129236.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -130067.828125 Penalty: 3510.857422 Iteration 4F: 3 clusters Score -130067.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -130949.445312 Penalty: 3510.857422 Iteration 5F: 3 clusters Score -130949.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -131819.140625 Penalty: 3510.857422 Iteration 6F: 3 clusters Score -131819.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -132850.078125 Penalty: 3510.857422 Iteration 7Q: 3 clusters Score -132850.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -133050.109375 Penalty: 3510.857422 Iteration 8Q: 3 clusters Score -133050.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -133060.265625 Penalty: 3510.857422 Iteration 9Q: 3 clusters Score -133060.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -133061.250000 Penalty: 3510.857422 Iteration 10Q: 3 clusters Score -133061.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -133093.546875 Penalty: 3510.857422 Iteration 11F: 3 clusters Score -133093.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -133381.796875 Penalty: 3510.857422 Iteration 12Q: 3 clusters Score -133381.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 616 members Entering Unmasked Estep Score: -133445.781250 Penalty: 3510.857422 Iteration 13Q: 3 clusters Score -133445.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -133448.406250 Penalty: 3510.857422 Iteration 14Q: 3 clusters Score -133448.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -133448.406250 Penalty: 3510.857422 Iteration 15F: 3 clusters Score -133448.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 11428 members Mstep: Class 2 contains 135254 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 24186 members Mstep: Class 5 contains 2174 members Mstep: Class 6 contains 1428 members Mstep: Class 7 contains 622 members Mstep: Class 8 contains 3891 members Mstep: Class 9 contains 14727 members Mstep: Class 10 contains 26291 members Mstep: Class 11 contains 22953 members Mstep: Class 12 contains 3260 members Mstep: Class 13 contains 1734 members Mstep: Class 14 contains 617 members Mstep: Class 15 contains 9389 members Mstep: Class 16 contains 8230 members Mstep: Class 17 contains 6772 members Mstep: Class 18 contains 13489 members Mstep: Class 19 contains 158450 members Entering Unmasked Estep Score: -55690952.000000 Penalty: 61288.515625 Splitting cluster 3 changes total score from -55687708.000000 to -55690952.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 4 (24186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24186 members Entering Unmasked Estep Score: -3103559.750000 Penalty: 2503.195068 Iteration 0F: 2 clusters Score -3103560 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12124 members Mstep: Class 2 contains 12062 members Entering Unmasked Estep Score: -3086778.000000 Penalty: 5006.390137 Iteration 0F: 3 clusters Score -3086778 nChanged 10869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12151 members Mstep: Class 2 contains 12035 members Entering Unmasked Estep Score: -3092683.250000 Penalty: 5006.390137 Iteration 1F: 3 clusters Score -3092683 nChanged 1296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12287 members Mstep: Class 2 contains 11899 members Entering Unmasked Estep Score: -3093323.000000 Penalty: 5006.390137 Iteration 2F: 3 clusters Score -3093323 nChanged 1399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12596 members Mstep: Class 2 contains 11590 members Entering Unmasked Estep Score: -3094265.250000 Penalty: 5006.390137 Iteration 3F: 3 clusters Score -3094265 nChanged 1604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13166 members Mstep: Class 2 contains 11020 members Entering Unmasked Estep Score: -3095569.750000 Penalty: 5006.390137 Iteration 4F: 3 clusters Score -3095570 nChanged 1868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14092 members Mstep: Class 2 contains 10094 members Entering Unmasked Estep Score: -3097068.500000 Penalty: 5006.390137 Iteration 5F: 3 clusters Score -3097068 nChanged 1934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15290 members Mstep: Class 2 contains 8896 members Entering Unmasked Estep Score: -3098610.250000 Penalty: 5006.390137 Iteration 6F: 3 clusters Score -3098610 nChanged 1735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16485 members Mstep: Class 2 contains 7701 members Entering Unmasked Estep Score: -3099983.500000 Penalty: 5006.390137 Iteration 7F: 3 clusters Score -3099984 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17457 members Mstep: Class 2 contains 6729 members Entering Unmasked Estep Score: -3100997.000000 Penalty: 5006.390137 Iteration 8F: 3 clusters Score -3100997 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18176 members Mstep: Class 2 contains 6010 members Entering Unmasked Estep Score: -3101635.000000 Penalty: 5006.390137 Iteration 9Q: 3 clusters Score -3101635 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18733 members Mstep: Class 2 contains 5453 members Entering Unmasked Estep Score: -3102010.750000 Penalty: 5006.390137 Iteration 10Q: 3 clusters Score -3102011 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19164 members Mstep: Class 2 contains 5022 members Entering Unmasked Estep Score: -3102217.250000 Penalty: 5006.390137 Iteration 11Q: 3 clusters Score -3102217 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19529 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -3102378.000000 Penalty: 5006.390137 Iteration 12Q: 3 clusters Score -3102378 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19849 members Mstep: Class 2 contains 4337 members Entering Unmasked Estep Score: -3102535.250000 Penalty: 5006.390137 Iteration 13Q: 3 clusters Score -3102535 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20143 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -3102702.000000 Penalty: 5006.390137 Iteration 14Q: 3 clusters Score -3102702 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20388 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -3102818.500000 Penalty: 5006.390137 Iteration 15Q: 3 clusters Score -3102818 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20617 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -3102977.750000 Penalty: 5006.390137 Iteration 16Q: 3 clusters Score -3102978 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20835 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -3103163.000000 Penalty: 5006.390137 Iteration 17Q: 3 clusters Score -3103163 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21015 members Mstep: Class 2 contains 3171 members Entering Unmasked Estep Score: -3103309.250000 Penalty: 5006.390137 Iteration 18Q: 3 clusters Score -3103309 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21146 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -3103434.750000 Penalty: 5006.390137 Iteration 19Q: 3 clusters Score -3103435 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21243 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -3103508.750000 Penalty: 5006.390137 Iteration 20F: 3 clusters Score -3103509 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21315 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -3103565.750000 Penalty: 5006.390137 Iteration 21Q: 3 clusters Score -3103566 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21373 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -3103618.500000 Penalty: 5006.390137 Iteration 22Q: 3 clusters Score -3103618 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21422 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -3103679.500000 Penalty: 5006.390137 Iteration 23Q: 3 clusters Score -3103680 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21471 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -3103728.250000 Penalty: 5006.390137 Iteration 24Q: 3 clusters Score -3103728 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21515 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -3103841.500000 Penalty: 5006.390137 Iteration 25Q: 3 clusters Score -3103842 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21550 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -3103922.750000 Penalty: 5006.390137 Iteration 26Q: 3 clusters Score -3103923 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21574 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -3103938.500000 Penalty: 5006.390137 Iteration 27Q: 3 clusters Score -3103938 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21595 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -3103947.500000 Penalty: 5006.390137 Iteration 28Q: 3 clusters Score -3103948 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21608 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -3103953.500000 Penalty: 5006.390137 Iteration 29Q: 3 clusters Score -3103954 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21614 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -3103955.250000 Penalty: 5006.390137 Iteration 30Q: 3 clusters Score -3103955 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21613 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -3103955.000000 Penalty: 5006.390137 Iteration 31Q: 3 clusters Score -3103955 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21611 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -3103960.250000 Penalty: 5006.390137 Iteration 32Q: 3 clusters Score -3103960 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21610 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -3103959.750000 Penalty: 5006.390137 Iteration 33Q: 3 clusters Score -3103960 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21610 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -3103959.750000 Penalty: 5006.390137 Iteration 34F: 3 clusters Score -3103960 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 11428 members Mstep: Class 2 contains 135254 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 21610 members Mstep: Class 5 contains 2174 members Mstep: Class 6 contains 1428 members Mstep: Class 7 contains 622 members Mstep: Class 8 contains 3891 members Mstep: Class 9 contains 14727 members Mstep: Class 10 contains 26291 members Mstep: Class 11 contains 22953 members Mstep: Class 12 contains 3260 members Mstep: Class 13 contains 1734 members Mstep: Class 14 contains 617 members Mstep: Class 15 contains 9389 members Mstep: Class 16 contains 8230 members Mstep: Class 17 contains 6772 members Mstep: Class 18 contains 13489 members Mstep: Class 19 contains 158450 members Mstep: Class 20 contains 2576 members Entering Unmasked Estep Score: -55690560.000000 Penalty: 64514.226562 Splitting cluster 4 changes total score from -55687708.000000 to -55690560.000000 So it's getting split into cluster 20. Entering ConstructFrom: Trying to split cluster 5 (2174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Entering Unmasked Estep Score: -274227.062500 Penalty: 1905.712402 Iteration 0F: 2 clusters Score -274227.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -271544.625000 Penalty: 3811.424805 Iteration 0F: 3 clusters Score -271544.6 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -272029.906250 Penalty: 3811.424805 Iteration 1F: 3 clusters Score -272029.9 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -272219.468750 Penalty: 3811.424805 Iteration 2F: 3 clusters Score -272219.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -272389.937500 Penalty: 3811.424805 Iteration 3F: 3 clusters Score -272389.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -272929.250000 Penalty: 3811.424805 Iteration 4F: 3 clusters Score -272929.2 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -273805.062500 Penalty: 3811.424805 Iteration 5F: 3 clusters Score -273805.1 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -274348.968750 Penalty: 3811.424805 Iteration 6F: 3 clusters Score -274349 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -274777.187500 Penalty: 3811.424805 Iteration 7F: 3 clusters Score -274777.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -274973.250000 Penalty: 3811.424805 Iteration 8Q: 3 clusters Score -274973.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -275059.781250 Penalty: 3811.424805 Iteration 9Q: 3 clusters Score -275059.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 1982 members Entering Unmasked Estep Score: -275091.375000 Penalty: 3811.424805 Iteration 10Q: 3 clusters Score -275091.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -275101.312500 Penalty: 3811.424805 Iteration 11Q: 3 clusters Score -275101.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -275116.781250 Penalty: 3811.424805 Iteration 12Q: 3 clusters Score -275116.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -275126.812500 Penalty: 3811.424805 Iteration 13Q: 3 clusters Score -275126.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -275130.781250 Penalty: 3811.424805 Iteration 14Q: 3 clusters Score -275130.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 1994 members Entering Unmasked Estep Score: -275130.781250 Penalty: 3811.424805 Iteration 15F: 3 clusters Score -275130.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 11428 members Mstep: Class 2 contains 135254 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 21610 members Mstep: Class 5 contains 180 members Mstep: Class 6 contains 1428 members Mstep: Class 7 contains 622 members Mstep: Class 8 contains 3891 members Mstep: Class 9 contains 14727 members Mstep: Class 10 contains 26291 members Mstep: Class 11 contains 22953 members Mstep: Class 12 contains 3260 members Mstep: Class 13 contains 1734 members Mstep: Class 14 contains 617 members Mstep: Class 15 contains 9389 members Mstep: Class 16 contains 8230 members Mstep: Class 17 contains 6772 members Mstep: Class 18 contains 13489 members Mstep: Class 19 contains 158450 members Mstep: Class 20 contains 2576 members Mstep: Class 21 contains 1994 members Entering Unmasked Estep Score: -55690104.000000 Penalty: 67739.937500 Splitting cluster 5 changes total score from -55687708.000000 to -55690104.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 6 (1428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Entering Unmasked Estep Score: -144979.125000 Penalty: 1801.479492 Iteration 0F: 2 clusters Score -144979.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -142887.640625 Penalty: 3602.958984 Iteration 0F: 3 clusters Score -142887.6 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -143781.203125 Penalty: 3602.958984 Iteration 1F: 3 clusters Score -143781.2 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -144745.046875 Penalty: 3602.958984 Iteration 2F: 3 clusters Score -144745 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -145749.812500 Penalty: 3602.958984 Iteration 3F: 3 clusters Score -145749.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -147217.437500 Penalty: 3602.958984 Iteration 4F: 3 clusters Score -147217.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -148302.796875 Penalty: 3602.958984 Iteration 5Q: 3 clusters Score -148302.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -148544.781250 Penalty: 3602.958984 Iteration 6Q: 3 clusters Score -148544.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -148562.468750 Penalty: 3602.958984 Iteration 7Q: 3 clusters Score -148562.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -148564.062500 Penalty: 3602.958984 Iteration 8Q: 3 clusters Score -148564.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -148564.359375 Penalty: 3602.958984 Iteration 9Q: 3 clusters Score -148564.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -148564.953125 Penalty: 3602.958984 Iteration 10Q: 3 clusters Score -148565 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -148564.953125 Penalty: 3602.958984 Iteration 11F: 3 clusters Score -148565 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 11428 members Mstep: Class 2 contains 135254 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 21610 members Mstep: Class 5 contains 180 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 622 members Mstep: Class 8 contains 3891 members Mstep: Class 9 contains 14727 members Mstep: Class 10 contains 26291 members Mstep: Class 11 contains 22953 members Mstep: Class 12 contains 3260 members Mstep: Class 13 contains 1734 members Mstep: Class 14 contains 617 members Mstep: Class 15 contains 9389 members Mstep: Class 16 contains 8230 members Mstep: Class 17 contains 6772 members Mstep: Class 18 contains 13489 members Mstep: Class 19 contains 158450 members Mstep: Class 20 contains 2576 members Mstep: Class 21 contains 1994 members Mstep: Class 22 contains 910 members Entering Unmasked Estep Score: -55692288.000000 Penalty: 70965.648438 Splitting cluster 6 changes total score from -55687708.000000 to -55692288.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 7 (622 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Entering Unmasked Estep Score: -70432.632812 Penalty: 1595.369141 Iteration 0F: 2 clusters Score -70432.63 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -68804.835938 Penalty: 3190.738281 Iteration 0F: 3 clusters Score -68804.84 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -69035.421875 Penalty: 3190.738281 Iteration 1F: 3 clusters Score -69035.42 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -69140.054688 Penalty: 3190.738281 Iteration 2F: 3 clusters Score -69140.05 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -69242.507812 Penalty: 3190.738281 Iteration 3Q: 3 clusters Score -69242.51 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -69439.359375 Penalty: 3190.738281 Iteration 4Q: 3 clusters Score -69439.36 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -69638.320312 Penalty: 3190.738281 Iteration 5F: 3 clusters Score -69638.32 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -69731.210938 Penalty: 3190.738281 Iteration 6Q: 3 clusters Score -69731.21 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -69860.281250 Penalty: 3190.738281 Iteration 7Q: 3 clusters Score -69860.28 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -70011.429688 Penalty: 3190.738281 Iteration 8Q: 3 clusters Score -70011.43 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -70187.953125 Penalty: 3190.738281 Iteration 9Q: 3 clusters Score -70187.95 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -70215.476562 Penalty: 3190.738281 Iteration 10Q: 3 clusters Score -70215.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -70253.828125 Penalty: 3190.738281 Iteration 11Q: 3 clusters Score -70253.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -70269.164062 Penalty: 3190.738281 Iteration 12Q: 3 clusters Score -70269.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -70285.328125 Penalty: 3190.738281 Iteration 13Q: 3 clusters Score -70285.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -70291.304688 Penalty: 3190.738281 Iteration 14Q: 3 clusters Score -70291.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -70296.117188 Penalty: 3190.738281 Iteration 15Q: 3 clusters Score -70296.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -70300.132812 Penalty: 3190.738281 Iteration 16Q: 3 clusters Score -70300.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -70303.382812 Penalty: 3190.738281 Iteration 17Q: 3 clusters Score -70303.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -70304.585938 Penalty: 3190.738281 Iteration 18Q: 3 clusters Score -70304.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -70304.585938 Penalty: 3190.738281 Iteration 19F: 3 clusters Score -70304.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3891 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Entering Unmasked Estep Score: -502453.906250 Penalty: 2050.072510 Iteration 0F: 2 clusters Score -502453.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -498578.718750 Penalty: 4100.145020 Iteration 0F: 3 clusters Score -498578.7 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -499466.250000 Penalty: 4100.145020 Iteration 1F: 3 clusters Score -499466.2 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -499655.406250 Penalty: 4100.145020 Iteration 2F: 3 clusters Score -499655.4 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -499757.812500 Penalty: 4100.145020 Iteration 3Q: 3 clusters Score -499757.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2211 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -499824.156250 Penalty: 4100.145020 Iteration 4Q: 3 clusters Score -499824.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -499859.312500 Penalty: 4100.145020 Iteration 5Q: 3 clusters Score -499859.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -499883.718750 Penalty: 4100.145020 Iteration 6Q: 3 clusters Score -499883.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -499914.687500 Penalty: 4100.145020 Iteration 7Q: 3 clusters Score -499914.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -499938.968750 Penalty: 4100.145020 Iteration 8Q: 3 clusters Score -499939 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -499964.281250 Penalty: 4100.145020 Iteration 9Q: 3 clusters Score -499964.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -499985.250000 Penalty: 4100.145020 Iteration 10Q: 3 clusters Score -499985.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2421 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -499999.531250 Penalty: 4100.145020 Iteration 11Q: 3 clusters Score -499999.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -500008.468750 Penalty: 4100.145020 Iteration 12Q: 3 clusters Score -500008.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -500018.062500 Penalty: 4100.145020 Iteration 13Q: 3 clusters Score -500018.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -500030.906250 Penalty: 4100.145020 Iteration 14Q: 3 clusters Score -500030.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -500045.406250 Penalty: 4100.145020 Iteration 15Q: 3 clusters Score -500045.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -500058.375000 Penalty: 4100.145020 Iteration 16Q: 3 clusters Score -500058.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -500068.812500 Penalty: 4100.145020 Iteration 17Q: 3 clusters Score -500068.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -500083.625000 Penalty: 4100.145020 Iteration 18Q: 3 clusters Score -500083.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -500103.343750 Penalty: 4100.145020 Iteration 19Q: 3 clusters Score -500103.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -500121.062500 Penalty: 4100.145020 Iteration 20F: 3 clusters Score -500121.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -500135.062500 Penalty: 4100.145020 Iteration 21Q: 3 clusters Score -500135.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2672 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -500143.750000 Penalty: 4100.145020 Iteration 22Q: 3 clusters Score -500143.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -500154.000000 Penalty: 4100.145020 Iteration 23Q: 3 clusters Score -500154 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -500158.531250 Penalty: 4100.145020 Iteration 24Q: 3 clusters Score -500158.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -500164.281250 Penalty: 4100.145020 Iteration 25Q: 3 clusters Score -500164.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -500169.937500 Penalty: 4100.145020 Iteration 26Q: 3 clusters Score -500169.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -500174.968750 Penalty: 4100.145020 Iteration 27Q: 3 clusters Score -500175 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2748 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -500182.968750 Penalty: 4100.145020 Iteration 28Q: 3 clusters Score -500183 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -500191.843750 Penalty: 4100.145020 Iteration 29Q: 3 clusters Score -500191.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -500200.156250 Penalty: 4100.145020 Iteration 30Q: 3 clusters Score -500200.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -500207.562500 Penalty: 4100.145020 Iteration 31Q: 3 clusters Score -500207.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -500213.468750 Penalty: 4100.145020 Iteration 32Q: 3 clusters Score -500213.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -500219.687500 Penalty: 4100.145020 Iteration 33Q: 3 clusters Score -500219.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2837 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -500227.906250 Penalty: 4100.145020 Iteration 34Q: 3 clusters Score -500227.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -500235.218750 Penalty: 4100.145020 Iteration 35Q: 3 clusters Score -500235.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -500242.093750 Penalty: 4100.145020 Iteration 36Q: 3 clusters Score -500242.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -500248.468750 Penalty: 4100.145020 Iteration 37Q: 3 clusters Score -500248.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -500256.906250 Penalty: 4100.145020 Iteration 38Q: 3 clusters Score -500256.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -500264.343750 Penalty: 4100.145020 Iteration 39Q: 3 clusters Score -500264.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -500270.656250 Penalty: 4100.145020 Iteration 40F: 3 clusters Score -500270.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2934 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -500275.750000 Penalty: 4100.145020 Iteration 41Q: 3 clusters Score -500275.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -500285.281250 Penalty: 4100.145020 Iteration 42Q: 3 clusters Score -500285.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2967 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -500296.687500 Penalty: 4100.145020 Iteration 43Q: 3 clusters Score -500296.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -500304.968750 Penalty: 4100.145020 Iteration 44Q: 3 clusters Score -500305 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2993 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -500314.625000 Penalty: 4100.145020 Iteration 45Q: 3 clusters Score -500314.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -500321.750000 Penalty: 4100.145020 Iteration 46Q: 3 clusters Score -500321.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -500327.500000 Penalty: 4100.145020 Iteration 47Q: 3 clusters Score -500327.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -500330.656250 Penalty: 4100.145020 Iteration 48Q: 3 clusters Score -500330.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -500332.343750 Penalty: 4100.145020 Iteration 49Q: 3 clusters Score -500332.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -500336.593750 Penalty: 4100.145020 Iteration 50Q: 3 clusters Score -500336.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -500341.125000 Penalty: 4100.145020 Iteration 51Q: 3 clusters Score -500341.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -500346.500000 Penalty: 4100.145020 Iteration 52Q: 3 clusters Score -500346.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -500353.625000 Penalty: 4100.145020 Iteration 53Q: 3 clusters Score -500353.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -500359.031250 Penalty: 4100.145020 Iteration 54Q: 3 clusters Score -500359 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -500363.625000 Penalty: 4100.145020 Iteration 55Q: 3 clusters Score -500363.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -500366.875000 Penalty: 4100.145020 Iteration 56Q: 3 clusters Score -500366.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3095 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -500370.562500 Penalty: 4100.145020 Iteration 57Q: 3 clusters Score -500370.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -500372.937500 Penalty: 4100.145020 Iteration 58Q: 3 clusters Score -500372.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -500374.562500 Penalty: 4100.145020 Iteration 59Q: 3 clusters Score -500374.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -500377.718750 Penalty: 4100.145020 Iteration 60F: 3 clusters Score -500377.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 774 members Entering Unmasked Estep Score: -500383.562500 Penalty: 4100.145020 Iteration 61Q: 3 clusters Score -500383.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -500390.656250 Penalty: 4100.145020 Iteration 62Q: 3 clusters Score -500390.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3136 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -500393.062500 Penalty: 4100.145020 Iteration 63Q: 3 clusters Score -500393.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -500394.281250 Penalty: 4100.145020 Iteration 64Q: 3 clusters Score -500394.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -500394.156250 Penalty: 4100.145020 Iteration 65Q: 3 clusters Score -500394.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -500394.156250 Penalty: 4100.145020 Iteration 66F: 3 clusters Score -500394.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (14727 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14727 members Entering Unmasked Estep Score: -1891148.500000 Penalty: 2380.164551 Iteration 0F: 2 clusters Score -1891148 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7403 members Mstep: Class 2 contains 7324 members Entering Unmasked Estep Score: -1880449.500000 Penalty: 4760.329102 Iteration 0F: 3 clusters Score -1880450 nChanged 6361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7430 members Mstep: Class 2 contains 7297 members Entering Unmasked Estep Score: -1883849.750000 Penalty: 4760.329102 Iteration 1F: 3 clusters Score -1883850 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7388 members Mstep: Class 2 contains 7339 members Entering Unmasked Estep Score: -1884255.875000 Penalty: 4760.329102 Iteration 2F: 3 clusters Score -1884256 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7332 members Mstep: Class 2 contains 7395 members Entering Unmasked Estep Score: -1884635.250000 Penalty: 4760.329102 Iteration 3F: 3 clusters Score -1884635 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7154 members Mstep: Class 2 contains 7573 members Entering Unmasked Estep Score: -1885024.250000 Penalty: 4760.329102 Iteration 4F: 3 clusters Score -1885024 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6893 members Mstep: Class 2 contains 7834 members Entering Unmasked Estep Score: -1885380.250000 Penalty: 4760.329102 Iteration 5F: 3 clusters Score -1885380 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6609 members Mstep: Class 2 contains 8118 members Entering Unmasked Estep Score: -1885693.125000 Penalty: 4760.329102 Iteration 6Q: 3 clusters Score -1885693 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6260 members Mstep: Class 2 contains 8467 members Entering Unmasked Estep Score: -1886003.375000 Penalty: 4760.329102 Iteration 7Q: 3 clusters Score -1886003 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 8885 members Entering Unmasked Estep Score: -1886330.375000 Penalty: 4760.329102 Iteration 8Q: 3 clusters Score -1886330 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5353 members Mstep: Class 2 contains 9374 members Entering Unmasked Estep Score: -1886660.000000 Penalty: 4760.329102 Iteration 9Q: 3 clusters Score -1886660 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 9902 members Entering Unmasked Estep Score: -1887003.500000 Penalty: 4760.329102 Iteration 10Q: 3 clusters Score -1887004 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 10483 members Entering Unmasked Estep Score: -1887382.625000 Penalty: 4760.329102 Iteration 11Q: 3 clusters Score -1887383 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 11066 members Entering Unmasked Estep Score: -1887756.375000 Penalty: 4760.329102 Iteration 12Q: 3 clusters Score -1887756 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3123 members Mstep: Class 2 contains 11604 members Entering Unmasked Estep Score: -1888101.875000 Penalty: 4760.329102 Iteration 13Q: 3 clusters Score -1888102 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 12071 members Entering Unmasked Estep Score: -1888409.000000 Penalty: 4760.329102 Iteration 14Q: 3 clusters Score -1888409 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 12514 members Entering Unmasked Estep Score: -1888699.500000 Penalty: 4760.329102 Iteration 15Q: 3 clusters Score -1888700 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 12882 members Entering Unmasked Estep Score: -1888936.750000 Penalty: 4760.329102 Iteration 16Q: 3 clusters Score -1888937 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 13185 members Entering Unmasked Estep Score: -1889124.875000 Penalty: 4760.329102 Iteration 17Q: 3 clusters Score -1889125 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 13408 members Entering Unmasked Estep Score: -1889261.125000 Penalty: 4760.329102 Iteration 18Q: 3 clusters Score -1889261 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 13577 members Entering Unmasked Estep Score: -1889351.750000 Penalty: 4760.329102 Iteration 19Q: 3 clusters Score -1889352 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 13677 members Entering Unmasked Estep Score: -1889407.000000 Penalty: 4760.329102 Iteration 20F: 3 clusters Score -1889407 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 13755 members Entering Unmasked Estep Score: -1889444.125000 Penalty: 4760.329102 Iteration 21Q: 3 clusters Score -1889444 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 13809 members Entering Unmasked Estep Score: -1889470.375000 Penalty: 4760.329102 Iteration 22Q: 3 clusters Score -1889470 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 13861 members Entering Unmasked Estep Score: -1889495.750000 Penalty: 4760.329102 Iteration 23Q: 3 clusters Score -1889496 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 13900 members Entering Unmasked Estep Score: -1889518.125000 Penalty: 4760.329102 Iteration 24Q: 3 clusters Score -1889518 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 13940 members Entering Unmasked Estep Score: -1889540.000000 Penalty: 4760.329102 Iteration 25Q: 3 clusters Score -1889540 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 13966 members Entering Unmasked Estep Score: -1889552.000000 Penalty: 4760.329102 Iteration 26Q: 3 clusters Score -1889552 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 13994 members Entering Unmasked Estep Score: -1889566.250000 Penalty: 4760.329102 Iteration 27Q: 3 clusters Score -1889566 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 14014 members Entering Unmasked Estep Score: -1889583.500000 Penalty: 4760.329102 Iteration 28Q: 3 clusters Score -1889584 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 14028 members Entering Unmasked Estep Score: -1889594.500000 Penalty: 4760.329102 Iteration 29Q: 3 clusters Score -1889594 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 14039 members Entering Unmasked Estep Score: -1889603.250000 Penalty: 4760.329102 Iteration 30Q: 3 clusters Score -1889603 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 14051 members Entering Unmasked Estep Score: -1889607.750000 Penalty: 4760.329102 Iteration 31Q: 3 clusters Score -1889608 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 14065 members Entering Unmasked Estep Score: -1889612.750000 Penalty: 4760.329102 Iteration 32Q: 3 clusters Score -1889613 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 14076 members Entering Unmasked Estep Score: -1889617.625000 Penalty: 4760.329102 Iteration 33Q: 3 clusters Score -1889618 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 14082 members Entering Unmasked Estep Score: -1889619.125000 Penalty: 4760.329102 Iteration 34Q: 3 clusters Score -1889619 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 14085 members Entering Unmasked Estep Score: -1889621.375000 Penalty: 4760.329102 Iteration 35Q: 3 clusters Score -1889621 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 14087 members Entering Unmasked Estep Score: -1889623.750000 Penalty: 4760.329102 Iteration 36Q: 3 clusters Score -1889624 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 14091 members Entering Unmasked Estep Score: -1889625.750000 Penalty: 4760.329102 Iteration 37Q: 3 clusters Score -1889626 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 14096 members Entering Unmasked Estep Score: -1889627.875000 Penalty: 4760.329102 Iteration 38Q: 3 clusters Score -1889628 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 14097 members Entering Unmasked Estep Score: -1889629.875000 Penalty: 4760.329102 Iteration 39Q: 3 clusters Score -1889630 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 14099 members Entering Unmasked Estep Score: -1889629.125000 Penalty: 4760.329102 Iteration 40F: 3 clusters Score -1889629 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 14099 members Entering Unmasked Estep Score: -1889631.000000 Penalty: 4760.329102 Iteration 41Q: 3 clusters Score -1889631 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 14100 members Entering Unmasked Estep Score: -1889632.125000 Penalty: 4760.329102 Iteration 42Q: 3 clusters Score -1889632 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 14100 members Entering Unmasked Estep Score: -1889632.125000 Penalty: 4760.329102 Iteration 43F: 3 clusters Score -1889632 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (26291 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26291 members Entering Unmasked Estep Score: -3363421.000000 Penalty: 2523.891602 Iteration 0F: 2 clusters Score -3363421 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13306 members Mstep: Class 2 contains 12985 members Entering Unmasked Estep Score: -3345174.750000 Penalty: 5047.783203 Iteration 0F: 3 clusters Score -3345175 nChanged 11778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13958 members Mstep: Class 2 contains 12333 members Entering Unmasked Estep Score: -3351705.750000 Penalty: 5047.783203 Iteration 1F: 3 clusters Score -3351706 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14288 members Mstep: Class 2 contains 12003 members Entering Unmasked Estep Score: -3352647.750000 Penalty: 5047.783203 Iteration 2F: 3 clusters Score -3352648 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14698 members Mstep: Class 2 contains 11593 members Entering Unmasked Estep Score: -3353907.000000 Penalty: 5047.783203 Iteration 3F: 3 clusters Score -3353907 nChanged 1761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15309 members Mstep: Class 2 contains 10982 members Entering Unmasked Estep Score: -3355251.500000 Penalty: 5047.783203 Iteration 4F: 3 clusters Score -3355252 nChanged 1695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16084 members Mstep: Class 2 contains 10207 members Entering Unmasked Estep Score: -3356318.500000 Penalty: 5047.783203 Iteration 5F: 3 clusters Score -3356318 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16965 members Mstep: Class 2 contains 9326 members Entering Unmasked Estep Score: -3357136.500000 Penalty: 5047.783203 Iteration 6F: 3 clusters Score -3357136 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17980 members Mstep: Class 2 contains 8311 members Entering Unmasked Estep Score: -3357841.250000 Penalty: 5047.783203 Iteration 7F: 3 clusters Score -3357841 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19118 members Mstep: Class 2 contains 7173 members Entering Unmasked Estep Score: -3358572.250000 Penalty: 5047.783203 Iteration 8Q: 3 clusters Score -3358572 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20368 members Mstep: Class 2 contains 5923 members Entering Unmasked Estep Score: -3359389.500000 Penalty: 5047.783203 Iteration 9Q: 3 clusters Score -3359390 nChanged 1295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21623 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -3360302.000000 Penalty: 5047.783203 Iteration 10Q: 3 clusters Score -3360302 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22736 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -3361200.750000 Penalty: 5047.783203 Iteration 11Q: 3 clusters Score -3361201 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23678 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -3362032.750000 Penalty: 5047.783203 Iteration 12Q: 3 clusters Score -3362033 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24266 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -3362616.000000 Penalty: 5047.783203 Iteration 13Q: 3 clusters Score -3362616 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24626 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -3363034.750000 Penalty: 5047.783203 Iteration 14Q: 3 clusters Score -3363035 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24801 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -3363342.000000 Penalty: 5047.783203 Iteration 15Q: 3 clusters Score -3363342 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24879 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -3363468.500000 Penalty: 5047.783203 Iteration 16Q: 3 clusters Score -3363468 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24921 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -3363509.500000 Penalty: 5047.783203 Iteration 17Q: 3 clusters Score -3363510 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24947 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -3363521.750000 Penalty: 5047.783203 Iteration 18Q: 3 clusters Score -3363522 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24960 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -3363541.250000 Penalty: 5047.783203 Iteration 19Q: 3 clusters Score -3363541 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24971 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -3363580.750000 Penalty: 5047.783203 Iteration 20F: 3 clusters Score -3363581 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24954 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -3363611.250000 Penalty: 5047.783203 Iteration 21Q: 3 clusters Score -3363611 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24948 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -3363621.500000 Penalty: 5047.783203 Iteration 22Q: 3 clusters Score -3363622 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24947 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -3363626.500000 Penalty: 5047.783203 Iteration 23Q: 3 clusters Score -3363626 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24944 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -3363631.750000 Penalty: 5047.783203 Iteration 24Q: 3 clusters Score -3363632 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24942 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -3363634.750000 Penalty: 5047.783203 Iteration 25Q: 3 clusters Score -3363635 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24939 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -3363634.500000 Penalty: 5047.783203 Iteration 26Q: 3 clusters Score -3363634 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24938 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -3363635.750000 Penalty: 5047.783203 Iteration 27Q: 3 clusters Score -3363636 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24938 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -3363637.250000 Penalty: 5047.783203 Iteration 28Q: 3 clusters Score -3363637 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24937 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -3363634.750000 Penalty: 5047.783203 Iteration 29Q: 3 clusters Score -3363635 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24938 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -3363635.250000 Penalty: 5047.783203 Iteration 30Q: 3 clusters Score -3363635 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24938 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -3363635.250000 Penalty: 5047.783203 Iteration 31F: 3 clusters Score -3363635 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 11428 members Mstep: Class 2 contains 135254 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 21610 members Mstep: Class 5 contains 180 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 622 members Mstep: Class 8 contains 3891 members Mstep: Class 9 contains 14727 members Mstep: Class 10 contains 24938 members Mstep: Class 11 contains 22953 members Mstep: Class 12 contains 3260 members Mstep: Class 13 contains 1734 members Mstep: Class 14 contains 617 members Mstep: Class 15 contains 9389 members Mstep: Class 16 contains 8230 members Mstep: Class 17 contains 6772 members Mstep: Class 18 contains 13489 members Mstep: Class 19 contains 158450 members Mstep: Class 20 contains 2576 members Mstep: Class 21 contains 1994 members Mstep: Class 22 contains 910 members Mstep: Class 23 contains 1353 members Entering Unmasked Estep Score: -55691788.000000 Penalty: 74191.359375 Splitting cluster 10 changes total score from -55687708.000000 to -55691788.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 11 (22953 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22953 members Entering Unmasked Estep Score: -2956696.500000 Penalty: 2490.218506 Iteration 0F: 2 clusters Score -2956696 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11396 members Mstep: Class 2 contains 11557 members Entering Unmasked Estep Score: -2940702.500000 Penalty: 4980.437012 Iteration 0F: 3 clusters Score -2940702 nChanged 10196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10984 members Mstep: Class 2 contains 11969 members Entering Unmasked Estep Score: -2946066.500000 Penalty: 4980.437012 Iteration 1F: 3 clusters Score -2946066 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10677 members Mstep: Class 2 contains 12276 members Entering Unmasked Estep Score: -2946531.250000 Penalty: 4980.437012 Iteration 2F: 3 clusters Score -2946531 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10267 members Mstep: Class 2 contains 12686 members Entering Unmasked Estep Score: -2946931.750000 Penalty: 4980.437012 Iteration 3Q: 3 clusters Score -2946932 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9733 members Mstep: Class 2 contains 13220 members Entering Unmasked Estep Score: -2947372.000000 Penalty: 4980.437012 Iteration 4Q: 3 clusters Score -2947372 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9109 members Mstep: Class 2 contains 13844 members Entering Unmasked Estep Score: -2947859.000000 Penalty: 4980.437012 Iteration 5Q: 3 clusters Score -2947859 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8380 members Mstep: Class 2 contains 14573 members Entering Unmasked Estep Score: -2948357.250000 Penalty: 4980.437012 Iteration 6Q: 3 clusters Score -2948357 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7533 members Mstep: Class 2 contains 15420 members Entering Unmasked Estep Score: -2948895.000000 Penalty: 4980.437012 Iteration 7Q: 3 clusters Score -2948895 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6561 members Mstep: Class 2 contains 16392 members Entering Unmasked Estep Score: -2949563.500000 Penalty: 4980.437012 Iteration 8Q: 3 clusters Score -2949564 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 17523 members Entering Unmasked Estep Score: -2950417.000000 Penalty: 4980.437012 Iteration 9F: 3 clusters Score -2950417 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 18746 members Entering Unmasked Estep Score: -2951370.750000 Penalty: 4980.437012 Iteration 10F: 3 clusters Score -2951371 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 19849 members Entering Unmasked Estep Score: -2952284.750000 Penalty: 4980.437012 Iteration 11Q: 3 clusters Score -2952285 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 20747 members Entering Unmasked Estep Score: -2953002.250000 Penalty: 4980.437012 Iteration 12Q: 3 clusters Score -2953002 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 21444 members Entering Unmasked Estep Score: -2953543.250000 Penalty: 4980.437012 Iteration 13Q: 3 clusters Score -2953543 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 21883 members Entering Unmasked Estep Score: -2953892.500000 Penalty: 4980.437012 Iteration 14Q: 3 clusters Score -2953892 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 22144 members Entering Unmasked Estep Score: -2954108.750000 Penalty: 4980.437012 Iteration 15Q: 3 clusters Score -2954109 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 22306 members Entering Unmasked Estep Score: -2954255.750000 Penalty: 4980.437012 Iteration 16Q: 3 clusters Score -2954256 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 22405 members Entering Unmasked Estep Score: -2954343.750000 Penalty: 4980.437012 Iteration 17Q: 3 clusters Score -2954344 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 22458 members Entering Unmasked Estep Score: -2954393.000000 Penalty: 4980.437012 Iteration 18Q: 3 clusters Score -2954393 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 22490 members Entering Unmasked Estep Score: -2954421.000000 Penalty: 4980.437012 Iteration 19Q: 3 clusters Score -2954421 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 22511 members Entering Unmasked Estep Score: -2954442.500000 Penalty: 4980.437012 Iteration 20F: 3 clusters Score -2954442 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 22527 members Entering Unmasked Estep Score: -2954456.500000 Penalty: 4980.437012 Iteration 21Q: 3 clusters Score -2954456 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 22544 members Entering Unmasked Estep Score: -2954473.500000 Penalty: 4980.437012 Iteration 22Q: 3 clusters Score -2954474 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 22556 members Entering Unmasked Estep Score: -2954481.750000 Penalty: 4980.437012 Iteration 23Q: 3 clusters Score -2954482 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 22566 members Entering Unmasked Estep Score: -2954490.750000 Penalty: 4980.437012 Iteration 24Q: 3 clusters Score -2954491 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 22574 members Entering Unmasked Estep Score: -2954498.500000 Penalty: 4980.437012 Iteration 25Q: 3 clusters Score -2954498 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 22584 members Entering Unmasked Estep Score: -2954508.500000 Penalty: 4980.437012 Iteration 26Q: 3 clusters Score -2954508 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 22588 members Entering Unmasked Estep Score: -2954515.000000 Penalty: 4980.437012 Iteration 27Q: 3 clusters Score -2954515 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 22588 members Entering Unmasked Estep Score: -2954516.000000 Penalty: 4980.437012 Iteration 28Q: 3 clusters Score -2954516 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 22588 members Entering Unmasked Estep Score: -2954518.000000 Penalty: 4980.437012 Iteration 29Q: 3 clusters Score -2954518 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 22588 members Entering Unmasked Estep Score: -2954518.000000 Penalty: 4980.437012 Iteration 30F: 3 clusters Score -2954518 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Entering Unmasked Estep Score: -219778.062500 Penalty: 1849.630127 Iteration 0F: 2 clusters Score -219778.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -217315.734375 Penalty: 3699.260254 Iteration 0F: 3 clusters Score -217315.7 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -217699.703125 Penalty: 3699.260254 Iteration 1F: 3 clusters Score -217699.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -217789.968750 Penalty: 3699.260254 Iteration 2F: 3 clusters Score -217790 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -217845.359375 Penalty: 3699.260254 Iteration 3Q: 3 clusters Score -217845.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -217884.859375 Penalty: 3699.260254 Iteration 4Q: 3 clusters Score -217884.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -217911.046875 Penalty: 3699.260254 Iteration 5Q: 3 clusters Score -217911 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -217929.015625 Penalty: 3699.260254 Iteration 6Q: 3 clusters Score -217929 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -217938.203125 Penalty: 3699.260254 Iteration 7Q: 3 clusters Score -217938.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -217947.078125 Penalty: 3699.260254 Iteration 8Q: 3 clusters Score -217947.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -217953.921875 Penalty: 3699.260254 Iteration 9Q: 3 clusters Score -217953.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -217961.890625 Penalty: 3699.260254 Iteration 10Q: 3 clusters Score -217961.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -217971.515625 Penalty: 3699.260254 Iteration 11Q: 3 clusters Score -217971.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -217974.843750 Penalty: 3699.260254 Iteration 12Q: 3 clusters Score -217974.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -217977.984375 Penalty: 3699.260254 Iteration 13Q: 3 clusters Score -217978 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -217979.406250 Penalty: 3699.260254 Iteration 14Q: 3 clusters Score -217979.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -217980.000000 Penalty: 3699.260254 Iteration 15Q: 3 clusters Score -217980 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -217980.000000 Penalty: 3699.260254 Iteration 16F: 3 clusters Score -217980 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (9389 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9389 members Entering Unmasked Estep Score: -1204379.000000 Penalty: 2268.528809 Iteration 0F: 2 clusters Score -1204379 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 4722 members Entering Unmasked Estep Score: -1196988.625000 Penalty: 4537.057617 Iteration 0F: 3 clusters Score -1196989 nChanged 3982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4493 members Mstep: Class 2 contains 4896 members Entering Unmasked Estep Score: -1199282.625000 Penalty: 4537.057617 Iteration 1F: 3 clusters Score -1199283 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4412 members Mstep: Class 2 contains 4977 members Entering Unmasked Estep Score: -1199714.750000 Penalty: 4537.057617 Iteration 2F: 3 clusters Score -1199715 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 5143 members Entering Unmasked Estep Score: -1200170.875000 Penalty: 4537.057617 Iteration 3F: 3 clusters Score -1200171 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -1200949.000000 Penalty: 4537.057617 Iteration 4F: 3 clusters Score -1200949 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -1202447.250000 Penalty: 4537.057617 Iteration 5F: 3 clusters Score -1202447 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -1204014.875000 Penalty: 4537.057617 Iteration 6F: 3 clusters Score -1204015 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 6649 members Entering Unmasked Estep Score: -1204868.625000 Penalty: 4537.057617 Iteration 7F: 3 clusters Score -1204869 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 7045 members Entering Unmasked Estep Score: -1205398.125000 Penalty: 4537.057617 Iteration 8F: 3 clusters Score -1205398 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 7309 members Entering Unmasked Estep Score: -1205729.750000 Penalty: 4537.057617 Iteration 9Q: 3 clusters Score -1205730 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 7482 members Entering Unmasked Estep Score: -1205984.625000 Penalty: 4537.057617 Iteration 10Q: 3 clusters Score -1205985 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 7567 members Entering Unmasked Estep Score: -1206100.500000 Penalty: 4537.057617 Iteration 11Q: 3 clusters Score -1206100 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 7614 members Entering Unmasked Estep Score: -1206151.500000 Penalty: 4537.057617 Iteration 12Q: 3 clusters Score -1206152 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 7652 members Entering Unmasked Estep Score: -1206189.375000 Penalty: 4537.057617 Iteration 13Q: 3 clusters Score -1206189 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 7686 members Entering Unmasked Estep Score: -1206206.750000 Penalty: 4537.057617 Iteration 14Q: 3 clusters Score -1206207 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 7706 members Entering Unmasked Estep Score: -1206216.375000 Penalty: 4537.057617 Iteration 15Q: 3 clusters Score -1206216 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 7719 members Entering Unmasked Estep Score: -1206218.625000 Penalty: 4537.057617 Iteration 16Q: 3 clusters Score -1206219 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 7730 members Entering Unmasked Estep Score: -1206224.250000 Penalty: 4537.057617 Iteration 17Q: 3 clusters Score -1206224 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 7736 members Entering Unmasked Estep Score: -1206228.625000 Penalty: 4537.057617 Iteration 18Q: 3 clusters Score -1206229 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 7743 members Entering Unmasked Estep Score: -1206228.375000 Penalty: 4537.057617 Iteration 19Q: 3 clusters Score -1206228 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 7743 members Entering Unmasked Estep Score: -1206228.375000 Penalty: 4537.057617 Iteration 20F: 3 clusters Score -1206228 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 11428 members Mstep: Class 2 contains 135254 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 21610 members Mstep: Class 5 contains 180 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 622 members Mstep: Class 8 contains 3891 members Mstep: Class 9 contains 14727 members Mstep: Class 10 contains 24938 members Mstep: Class 11 contains 22953 members Mstep: Class 12 contains 3260 members Mstep: Class 13 contains 1734 members Mstep: Class 14 contains 617 members Mstep: Class 15 contains 1646 members Mstep: Class 16 contains 8230 members Mstep: Class 17 contains 6772 members Mstep: Class 18 contains 13489 members Mstep: Class 19 contains 158450 members Mstep: Class 20 contains 2576 members Mstep: Class 21 contains 1994 members Mstep: Class 22 contains 910 members Mstep: Class 23 contains 1353 members Mstep: Class 24 contains 7743 members Entering Unmasked Estep Score: -55692608.000000 Penalty: 77417.070312 Splitting cluster 15 changes total score from -55687708.000000 to -55692608.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 16 (8230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8230 members Entering Unmasked Estep Score: -1043644.750000 Penalty: 2235.854248 Iteration 0F: 2 clusters Score -1043645 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 4163 members Entering Unmasked Estep Score: -1037103.875000 Penalty: 4471.708496 Iteration 0F: 3 clusters Score -1037104 nChanged 3404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 4285 members Entering Unmasked Estep Score: -1039001.375000 Penalty: 4471.708496 Iteration 1F: 3 clusters Score -1039001 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 4402 members Entering Unmasked Estep Score: -1039379.750000 Penalty: 4471.708496 Iteration 2F: 3 clusters Score -1039380 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3678 members Mstep: Class 2 contains 4552 members Entering Unmasked Estep Score: -1039720.625000 Penalty: 4471.708496 Iteration 3F: 3 clusters Score -1039721 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -1040071.437500 Penalty: 4471.708496 Iteration 4F: 3 clusters Score -1040071 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -1040442.937500 Penalty: 4471.708496 Iteration 5F: 3 clusters Score -1040443 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 5175 members Entering Unmasked Estep Score: -1040825.687500 Penalty: 4471.708496 Iteration 6F: 3 clusters Score -1040826 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -1041227.437500 Penalty: 4471.708496 Iteration 7F: 3 clusters Score -1041227 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 5650 members Entering Unmasked Estep Score: -1041640.687500 Penalty: 4471.708496 Iteration 8F: 3 clusters Score -1041641 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 5854 members Entering Unmasked Estep Score: -1042076.375000 Penalty: 4471.708496 Iteration 9Q: 3 clusters Score -1042076 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 5989 members Entering Unmasked Estep Score: -1042524.687500 Penalty: 4471.708496 Iteration 10Q: 3 clusters Score -1042525 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2185 members Mstep: Class 2 contains 6045 members Entering Unmasked Estep Score: -1042832.812500 Penalty: 4471.708496 Iteration 11Q: 3 clusters Score -1042833 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 6056 members Entering Unmasked Estep Score: -1042982.312500 Penalty: 4471.708496 Iteration 12Q: 3 clusters Score -1042982 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 6062 members Entering Unmasked Estep Score: -1043040.937500 Penalty: 4471.708496 Iteration 13Q: 3 clusters Score -1043041 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 6082 members Entering Unmasked Estep Score: -1043071.562500 Penalty: 4471.708496 Iteration 14Q: 3 clusters Score -1043072 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -1043095.750000 Penalty: 4471.708496 Iteration 15Q: 3 clusters Score -1043096 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 6122 members Entering Unmasked Estep Score: -1043107.375000 Penalty: 4471.708496 Iteration 16Q: 3 clusters Score -1043107 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -1043116.250000 Penalty: 4471.708496 Iteration 17Q: 3 clusters Score -1043116 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 6139 members Entering Unmasked Estep Score: -1043117.062500 Penalty: 4471.708496 Iteration 18Q: 3 clusters Score -1043117 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -1043118.437500 Penalty: 4471.708496 Iteration 19Q: 3 clusters Score -1043118 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -1043120.312500 Penalty: 4471.708496 Iteration 20F: 3 clusters Score -1043120 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -1043118.437500 Penalty: 4471.708496 Iteration 21Q: 3 clusters Score -1043118 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 6144 members Entering Unmasked Estep Score: -1043119.000000 Penalty: 4471.708496 Iteration 22Q: 3 clusters Score -1043119 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 6144 members Entering Unmasked Estep Score: -1043119.000000 Penalty: 4471.708496 Iteration 23F: 3 clusters Score -1043119 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (6772 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6772 members Entering Unmasked Estep Score: -820161.187500 Penalty: 2187.496826 Iteration 0F: 2 clusters Score -820161.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -814598.937500 Penalty: 4374.993652 Iteration 0F: 3 clusters Score -814598.9 nChanged 2701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3315 members Mstep: Class 2 contains 3457 members Entering Unmasked Estep Score: -816222.437500 Penalty: 4374.993652 Iteration 1F: 3 clusters Score -816222.4 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3295 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -816595.750000 Penalty: 4374.993652 Iteration 2F: 3 clusters Score -816595.8 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -816808.437500 Penalty: 4374.993652 Iteration 3F: 3 clusters Score -816808.4 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -816956.437500 Penalty: 4374.993652 Iteration 4Q: 3 clusters Score -816956.4 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 3641 members Entering Unmasked Estep Score: -817062.625000 Penalty: 4374.993652 Iteration 5Q: 3 clusters Score -817062.6 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -817146.250000 Penalty: 4374.993652 Iteration 6Q: 3 clusters Score -817146.2 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -817229.625000 Penalty: 4374.993652 Iteration 7Q: 3 clusters Score -817229.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -817344.750000 Penalty: 4374.993652 Iteration 8Q: 3 clusters Score -817344.8 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 4061 members Entering Unmasked Estep Score: -817482.750000 Penalty: 4374.993652 Iteration 9Q: 3 clusters Score -817482.8 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 4222 members Entering Unmasked Estep Score: -817614.187500 Penalty: 4374.993652 Iteration 10Q: 3 clusters Score -817614.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -817754.125000 Penalty: 4374.993652 Iteration 11Q: 3 clusters Score -817754.1 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 4609 members Entering Unmasked Estep Score: -817928.062500 Penalty: 4374.993652 Iteration 12Q: 3 clusters Score -817928.1 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -818125.687500 Penalty: 4374.993652 Iteration 13Q: 3 clusters Score -818125.7 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -818349.187500 Penalty: 4374.993652 Iteration 14Q: 3 clusters Score -818349.2 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 5255 members Entering Unmasked Estep Score: -818547.625000 Penalty: 4374.993652 Iteration 15Q: 3 clusters Score -818547.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -818727.437500 Penalty: 4374.993652 Iteration 16Q: 3 clusters Score -818727.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 5558 members Entering Unmasked Estep Score: -818860.562500 Penalty: 4374.993652 Iteration 17Q: 3 clusters Score -818860.6 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 5643 members Entering Unmasked Estep Score: -818959.625000 Penalty: 4374.993652 Iteration 18Q: 3 clusters Score -818959.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 5695 members Entering Unmasked Estep Score: -819027.250000 Penalty: 4374.993652 Iteration 19Q: 3 clusters Score -819027.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -819170.125000 Penalty: 4374.993652 Iteration 20F: 3 clusters Score -819170.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 5727 members Entering Unmasked Estep Score: -819354.750000 Penalty: 4374.993652 Iteration 21Q: 3 clusters Score -819354.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 5743 members Entering Unmasked Estep Score: -819422.375000 Penalty: 4374.993652 Iteration 22Q: 3 clusters Score -819422.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 5770 members Entering Unmasked Estep Score: -819459.687500 Penalty: 4374.993652 Iteration 23Q: 3 clusters Score -819459.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 5789 members Entering Unmasked Estep Score: -819482.500000 Penalty: 4374.993652 Iteration 24Q: 3 clusters Score -819482.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 5806 members Entering Unmasked Estep Score: -819507.625000 Penalty: 4374.993652 Iteration 25Q: 3 clusters Score -819507.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 5822 members Entering Unmasked Estep Score: -819518.375000 Penalty: 4374.993652 Iteration 26Q: 3 clusters Score -819518.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -819532.250000 Penalty: 4374.993652 Iteration 27Q: 3 clusters Score -819532.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 5852 members Entering Unmasked Estep Score: -819539.875000 Penalty: 4374.993652 Iteration 28Q: 3 clusters Score -819539.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 5862 members Entering Unmasked Estep Score: -819545.312500 Penalty: 4374.993652 Iteration 29Q: 3 clusters Score -819545.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 5867 members Entering Unmasked Estep Score: -819546.625000 Penalty: 4374.993652 Iteration 30Q: 3 clusters Score -819546.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 5872 members Entering Unmasked Estep Score: -819549.812500 Penalty: 4374.993652 Iteration 31Q: 3 clusters Score -819549.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 5876 members Entering Unmasked Estep Score: -819552.312500 Penalty: 4374.993652 Iteration 32Q: 3 clusters Score -819552.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 5879 members Entering Unmasked Estep Score: -819553.937500 Penalty: 4374.993652 Iteration 33Q: 3 clusters Score -819553.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 5881 members Entering Unmasked Estep Score: -819555.125000 Penalty: 4374.993652 Iteration 34Q: 3 clusters Score -819555.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -819555.750000 Penalty: 4374.993652 Iteration 35Q: 3 clusters Score -819555.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 5885 members Entering Unmasked Estep Score: -819555.875000 Penalty: 4374.993652 Iteration 36Q: 3 clusters Score -819555.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 5885 members Entering Unmasked Estep Score: -819563.375000 Penalty: 4374.993652 Iteration 37F: 3 clusters Score -819563.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -819566.812500 Penalty: 4374.993652 Iteration 38Q: 3 clusters Score -819566.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -819570.625000 Penalty: 4374.993652 Iteration 39Q: 3 clusters Score -819570.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -819572.000000 Penalty: 4374.993652 Iteration 40F: 3 clusters Score -819572 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 5883 members Entering Unmasked Estep Score: -819572.687500 Penalty: 4374.993652 Iteration 41Q: 3 clusters Score -819572.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 5885 members Entering Unmasked Estep Score: -819574.750000 Penalty: 4374.993652 Iteration 42Q: 3 clusters Score -819574.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 5887 members Entering Unmasked Estep Score: -819575.562500 Penalty: 4374.993652 Iteration 43Q: 3 clusters Score -819575.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -819578.312500 Penalty: 4374.993652 Iteration 44Q: 3 clusters Score -819578.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -819578.312500 Penalty: 4374.993652 Iteration 45F: 3 clusters Score -819578.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (13489 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13489 members Entering Unmasked Estep Score: -1738164.375000 Penalty: 2358.388184 Iteration 0F: 2 clusters Score -1738164 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6673 members Mstep: Class 2 contains 6816 members Entering Unmasked Estep Score: -1728241.625000 Penalty: 4716.776367 Iteration 0F: 3 clusters Score -1728242 nChanged 5774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6459 members Mstep: Class 2 contains 7030 members Entering Unmasked Estep Score: -1731344.875000 Penalty: 4716.776367 Iteration 1F: 3 clusters Score -1731345 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6289 members Mstep: Class 2 contains 7200 members Entering Unmasked Estep Score: -1731721.500000 Penalty: 4716.776367 Iteration 2F: 3 clusters Score -1731722 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6119 members Mstep: Class 2 contains 7370 members Entering Unmasked Estep Score: -1732026.750000 Penalty: 4716.776367 Iteration 3Q: 3 clusters Score -1732027 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 7564 members Entering Unmasked Estep Score: -1732320.375000 Penalty: 4716.776367 Iteration 4Q: 3 clusters Score -1732320 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 7797 members Entering Unmasked Estep Score: -1732623.875000 Penalty: 4716.776367 Iteration 5Q: 3 clusters Score -1732624 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Mstep: Class 2 contains 8048 members Entering Unmasked Estep Score: -1732931.875000 Penalty: 4716.776367 Iteration 6Q: 3 clusters Score -1732932 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 8292 members Entering Unmasked Estep Score: -1733223.625000 Penalty: 4716.776367 Iteration 7Q: 3 clusters Score -1733224 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4995 members Mstep: Class 2 contains 8494 members Entering Unmasked Estep Score: -1733478.250000 Penalty: 4716.776367 Iteration 8Q: 3 clusters Score -1733478 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4756 members Mstep: Class 2 contains 8733 members Entering Unmasked Estep Score: -1733716.500000 Penalty: 4716.776367 Iteration 9Q: 3 clusters Score -1733716 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 8967 members Entering Unmasked Estep Score: -1733922.375000 Penalty: 4716.776367 Iteration 10Q: 3 clusters Score -1733922 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4283 members Mstep: Class 2 contains 9206 members Entering Unmasked Estep Score: -1734095.875000 Penalty: 4716.776367 Iteration 11Q: 3 clusters Score -1734096 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4037 members Mstep: Class 2 contains 9452 members Entering Unmasked Estep Score: -1734262.625000 Penalty: 4716.776367 Iteration 12Q: 3 clusters Score -1734263 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 9700 members Entering Unmasked Estep Score: -1734413.875000 Penalty: 4716.776367 Iteration 13Q: 3 clusters Score -1734414 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Mstep: Class 2 contains 9939 members Entering Unmasked Estep Score: -1734545.000000 Penalty: 4716.776367 Iteration 14Q: 3 clusters Score -1734545 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 10153 members Entering Unmasked Estep Score: -1734661.375000 Penalty: 4716.776367 Iteration 15Q: 3 clusters Score -1734661 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 10391 members Entering Unmasked Estep Score: -1734798.125000 Penalty: 4716.776367 Iteration 16Q: 3 clusters Score -1734798 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 10659 members Entering Unmasked Estep Score: -1734945.625000 Penalty: 4716.776367 Iteration 17Q: 3 clusters Score -1734946 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Mstep: Class 2 contains 10919 members Entering Unmasked Estep Score: -1735085.375000 Penalty: 4716.776367 Iteration 18Q: 3 clusters Score -1735085 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 11132 members Entering Unmasked Estep Score: -1735205.750000 Penalty: 4716.776367 Iteration 19Q: 3 clusters Score -1735206 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 11364 members Entering Unmasked Estep Score: -1735331.000000 Penalty: 4716.776367 Iteration 20F: 3 clusters Score -1735331 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 11553 members Entering Unmasked Estep Score: -1735437.625000 Penalty: 4716.776367 Iteration 21Q: 3 clusters Score -1735438 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 11715 members Entering Unmasked Estep Score: -1735529.500000 Penalty: 4716.776367 Iteration 22Q: 3 clusters Score -1735530 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 11874 members Entering Unmasked Estep Score: -1735615.375000 Penalty: 4716.776367 Iteration 23Q: 3 clusters Score -1735615 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 12026 members Entering Unmasked Estep Score: -1735706.750000 Penalty: 4716.776367 Iteration 24Q: 3 clusters Score -1735707 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 12162 members Entering Unmasked Estep Score: -1735787.500000 Penalty: 4716.776367 Iteration 25Q: 3 clusters Score -1735788 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 12278 members Entering Unmasked Estep Score: -1735848.625000 Penalty: 4716.776367 Iteration 26Q: 3 clusters Score -1735849 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 12386 members Entering Unmasked Estep Score: -1735899.875000 Penalty: 4716.776367 Iteration 27Q: 3 clusters Score -1735900 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 12464 members Entering Unmasked Estep Score: -1735944.625000 Penalty: 4716.776367 Iteration 28Q: 3 clusters Score -1735945 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 12538 members Entering Unmasked Estep Score: -1735982.375000 Penalty: 4716.776367 Iteration 29Q: 3 clusters Score -1735982 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 12606 members Entering Unmasked Estep Score: -1736021.375000 Penalty: 4716.776367 Iteration 30Q: 3 clusters Score -1736021 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 12649 members Entering Unmasked Estep Score: -1736044.875000 Penalty: 4716.776367 Iteration 31Q: 3 clusters Score -1736045 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 12693 members Entering Unmasked Estep Score: -1736071.750000 Penalty: 4716.776367 Iteration 32Q: 3 clusters Score -1736072 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 12725 members Entering Unmasked Estep Score: -1736091.375000 Penalty: 4716.776367 Iteration 33Q: 3 clusters Score -1736091 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 12756 members Entering Unmasked Estep Score: -1736111.375000 Penalty: 4716.776367 Iteration 34Q: 3 clusters Score -1736111 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 12778 members Entering Unmasked Estep Score: -1736121.375000 Penalty: 4716.776367 Iteration 35Q: 3 clusters Score -1736121 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 12795 members Entering Unmasked Estep Score: -1736128.125000 Penalty: 4716.776367 Iteration 36Q: 3 clusters Score -1736128 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 12817 members Entering Unmasked Estep Score: -1736140.875000 Penalty: 4716.776367 Iteration 37Q: 3 clusters Score -1736141 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 12836 members Entering Unmasked Estep Score: -1736148.375000 Penalty: 4716.776367 Iteration 38Q: 3 clusters Score -1736148 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 12849 members Entering Unmasked Estep Score: -1736161.875000 Penalty: 4716.776367 Iteration 39Q: 3 clusters Score -1736162 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 12863 members Entering Unmasked Estep Score: -1736173.875000 Penalty: 4716.776367 Iteration 40F: 3 clusters Score -1736174 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 12874 members Entering Unmasked Estep Score: -1736182.250000 Penalty: 4716.776367 Iteration 41Q: 3 clusters Score -1736182 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 12883 members Entering Unmasked Estep Score: -1736187.625000 Penalty: 4716.776367 Iteration 42Q: 3 clusters Score -1736188 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 12891 members Entering Unmasked Estep Score: -1736189.125000 Penalty: 4716.776367 Iteration 43Q: 3 clusters Score -1736189 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 12894 members Entering Unmasked Estep Score: -1736194.500000 Penalty: 4716.776367 Iteration 44Q: 3 clusters Score -1736194 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 12898 members Entering Unmasked Estep Score: -1736196.875000 Penalty: 4716.776367 Iteration 45Q: 3 clusters Score -1736197 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 12903 members Entering Unmasked Estep Score: -1736198.875000 Penalty: 4716.776367 Iteration 46Q: 3 clusters Score -1736199 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 12908 members Entering Unmasked Estep Score: -1736200.000000 Penalty: 4716.776367 Iteration 47Q: 3 clusters Score -1736200 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 12915 members Entering Unmasked Estep Score: -1736207.625000 Penalty: 4716.776367 Iteration 48Q: 3 clusters Score -1736208 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 12922 members Entering Unmasked Estep Score: -1736211.000000 Penalty: 4716.776367 Iteration 49Q: 3 clusters Score -1736211 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 12927 members Entering Unmasked Estep Score: -1736213.000000 Penalty: 4716.776367 Iteration 50Q: 3 clusters Score -1736213 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 12931 members Entering Unmasked Estep Score: -1736218.125000 Penalty: 4716.776367 Iteration 51Q: 3 clusters Score -1736218 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 12935 members Entering Unmasked Estep Score: -1736222.500000 Penalty: 4716.776367 Iteration 52Q: 3 clusters Score -1736222 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 12938 members Entering Unmasked Estep Score: -1736222.875000 Penalty: 4716.776367 Iteration 53Q: 3 clusters Score -1736223 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 12942 members Entering Unmasked Estep Score: -1736222.625000 Penalty: 4716.776367 Iteration 54Q: 3 clusters Score -1736223 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 12944 members Entering Unmasked Estep Score: -1736222.375000 Penalty: 4716.776367 Iteration 55Q: 3 clusters Score -1736222 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 12945 members Entering Unmasked Estep Score: -1736223.125000 Penalty: 4716.776367 Iteration 56Q: 3 clusters Score -1736223 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 12946 members Entering Unmasked Estep Score: -1736224.875000 Penalty: 4716.776367 Iteration 57Q: 3 clusters Score -1736225 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 12946 members Entering Unmasked Estep Score: -1736224.875000 Penalty: 4716.776367 Iteration 58F: 3 clusters Score -1736225 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (158450 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158450 members Entering Unmasked Estep Score: -19976788.000000 Penalty: 2969.352051 Iteration 0F: 2 clusters Score -1.997679e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79347 members Mstep: Class 2 contains 79103 members Entering Unmasked Estep Score: -19870560.000000 Penalty: 5938.704102 Iteration 0F: 3 clusters Score -1.987056e+07 nChanged 75852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81287 members Mstep: Class 2 contains 77163 members Entering Unmasked Estep Score: -19916256.000000 Penalty: 5938.704102 Iteration 1F: 3 clusters Score -1.991626e+07 nChanged 6509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82982 members Mstep: Class 2 contains 75468 members Entering Unmasked Estep Score: -19919216.000000 Penalty: 5938.704102 Iteration 2Q: 3 clusters Score -1.991922e+07 nChanged 7779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85545 members Mstep: Class 2 contains 72905 members Entering Unmasked Estep Score: -19923378.000000 Penalty: 5938.704102 Iteration 3Q: 3 clusters Score -1.992338e+07 nChanged 9232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89483 members Mstep: Class 2 contains 68967 members Entering Unmasked Estep Score: -19928724.000000 Penalty: 5938.704102 Iteration 4F: 3 clusters Score -1.992872e+07 nChanged 10105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95154 members Mstep: Class 2 contains 63296 members Entering Unmasked Estep Score: -19935004.000000 Penalty: 5938.704102 Iteration 5F: 3 clusters Score -1.9935e+07 nChanged 10306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102558 members Mstep: Class 2 contains 55892 members Entering Unmasked Estep Score: -19942092.000000 Penalty: 5938.704102 Iteration 6F: 3 clusters Score -1.994209e+07 nChanged 10284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111280 members Mstep: Class 2 contains 47170 members Entering Unmasked Estep Score: -19950362.000000 Penalty: 5938.704102 Iteration 7F: 3 clusters Score -1.995036e+07 nChanged 9450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119908 members Mstep: Class 2 contains 38542 members Entering Unmasked Estep Score: -19958488.000000 Penalty: 5938.704102 Iteration 8F: 3 clusters Score -1.995849e+07 nChanged 7612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127092 members Mstep: Class 2 contains 31358 members Entering Unmasked Estep Score: -19964198.000000 Penalty: 5938.704102 Iteration 9Q: 3 clusters Score -1.99642e+07 nChanged 5779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132729 members Mstep: Class 2 contains 25721 members Entering Unmasked Estep Score: -19967950.000000 Penalty: 5938.704102 Iteration 10Q: 3 clusters Score -1.996795e+07 nChanged 4485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137196 members Mstep: Class 2 contains 21254 members Entering Unmasked Estep Score: -19970740.000000 Penalty: 5938.704102 Iteration 11Q: 3 clusters Score -1.997074e+07 nChanged 3627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140821 members Mstep: Class 2 contains 17629 members Entering Unmasked Estep Score: -19972774.000000 Penalty: 5938.704102 Iteration 12Q: 3 clusters Score -1.997277e+07 nChanged 2831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143650 members Mstep: Class 2 contains 14800 members Entering Unmasked Estep Score: -19974292.000000 Penalty: 5938.704102 Iteration 13Q: 3 clusters Score -1.997429e+07 nChanged 2200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145850 members Mstep: Class 2 contains 12600 members Entering Unmasked Estep Score: -19975432.000000 Penalty: 5938.704102 Iteration 14Q: 3 clusters Score -1.997543e+07 nChanged 1769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147619 members Mstep: Class 2 contains 10831 members Entering Unmasked Estep Score: -19976252.000000 Penalty: 5938.704102 Iteration 15Q: 3 clusters Score -1.997625e+07 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148966 members Mstep: Class 2 contains 9484 members Entering Unmasked Estep Score: -19976672.000000 Penalty: 5938.704102 Iteration 16Q: 3 clusters Score -1.997667e+07 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149958 members Mstep: Class 2 contains 8492 members Entering Unmasked Estep Score: -19977070.000000 Penalty: 5938.704102 Iteration 17Q: 3 clusters Score -1.997707e+07 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150719 members Mstep: Class 2 contains 7731 members Entering Unmasked Estep Score: -19977258.000000 Penalty: 5938.704102 Iteration 18Q: 3 clusters Score -1.997726e+07 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151266 members Mstep: Class 2 contains 7184 members Entering Unmasked Estep Score: -19977358.000000 Penalty: 5938.704102 Iteration 19Q: 3 clusters Score -1.997736e+07 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151689 members Mstep: Class 2 contains 6761 members Entering Unmasked Estep Score: -19977374.000000 Penalty: 5938.704102 Iteration 20F: 3 clusters Score -1.997737e+07 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151974 members Mstep: Class 2 contains 6476 members Entering Unmasked Estep Score: -19977448.000000 Penalty: 5938.704102 Iteration 21Q: 3 clusters Score -1.997745e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152168 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -19977462.000000 Penalty: 5938.704102 Iteration 22Q: 3 clusters Score -1.997746e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152317 members Mstep: Class 2 contains 6133 members Entering Unmasked Estep Score: -19977506.000000 Penalty: 5938.704102 Iteration 23Q: 3 clusters Score -1.997751e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152431 members Mstep: Class 2 contains 6019 members Entering Unmasked Estep Score: -19977548.000000 Penalty: 5938.704102 Iteration 24Q: 3 clusters Score -1.997755e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152522 members Mstep: Class 2 contains 5928 members Entering Unmasked Estep Score: -19977566.000000 Penalty: 5938.704102 Iteration 25Q: 3 clusters Score -1.997757e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152608 members Mstep: Class 2 contains 5842 members Entering Unmasked Estep Score: -19977574.000000 Penalty: 5938.704102 Iteration 26Q: 3 clusters Score -1.997757e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152684 members Mstep: Class 2 contains 5766 members Entering Unmasked Estep Score: -19977600.000000 Penalty: 5938.704102 Iteration 27Q: 3 clusters Score -1.99776e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152753 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -19977604.000000 Penalty: 5938.704102 Iteration 28Q: 3 clusters Score -1.99776e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152805 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -19977590.000000 Penalty: 5938.704102 Iteration 29Q: 3 clusters Score -1.997759e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152849 members Mstep: Class 2 contains 5601 members Entering Unmasked Estep Score: -19977600.000000 Penalty: 5938.704102 Iteration 30Q: 3 clusters Score -1.99776e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152888 members Mstep: Class 2 contains 5562 members Entering Unmasked Estep Score: -19977612.000000 Penalty: 5938.704102 Iteration 31Q: 3 clusters Score -1.997761e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152916 members Mstep: Class 2 contains 5534 members Entering Unmasked Estep Score: -19977626.000000 Penalty: 5938.704102 Iteration 32Q: 3 clusters Score -1.997763e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152937 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -19977604.000000 Penalty: 5938.704102 Iteration 33Q: 3 clusters Score -1.99776e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152960 members Mstep: Class 2 contains 5490 members Entering Unmasked Estep Score: -19977624.000000 Penalty: 5938.704102 Iteration 34Q: 3 clusters Score -1.997762e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152975 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -19977624.000000 Penalty: 5938.704102 Iteration 35Q: 3 clusters Score -1.997762e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152992 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -19977628.000000 Penalty: 5938.704102 Iteration 36Q: 3 clusters Score -1.997763e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153007 members Mstep: Class 2 contains 5443 members Entering Unmasked Estep Score: -19977618.000000 Penalty: 5938.704102 Iteration 37Q: 3 clusters Score -1.997762e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153021 members Mstep: Class 2 contains 5429 members Entering Unmasked Estep Score: -19977618.000000 Penalty: 5938.704102 Iteration 38Q: 3 clusters Score -1.997762e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153029 members Mstep: Class 2 contains 5421 members Entering Unmasked Estep Score: -19977634.000000 Penalty: 5938.704102 Iteration 39Q: 3 clusters Score -1.997763e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153034 members Mstep: Class 2 contains 5416 members Entering Unmasked Estep Score: -19977626.000000 Penalty: 5938.704102 Iteration 40F: 3 clusters Score -1.997763e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153038 members Mstep: Class 2 contains 5412 members Entering Unmasked Estep Score: -19977622.000000 Penalty: 5938.704102 Iteration 41Q: 3 clusters Score -1.997762e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153046 members Mstep: Class 2 contains 5404 members Entering Unmasked Estep Score: -19977610.000000 Penalty: 5938.704102 Iteration 42Q: 3 clusters Score -1.997761e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153051 members Mstep: Class 2 contains 5399 members Entering Unmasked Estep Score: -19977610.000000 Penalty: 5938.704102 Iteration 43Q: 3 clusters Score -1.997761e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153055 members Mstep: Class 2 contains 5395 members Entering Unmasked Estep Score: -19977596.000000 Penalty: 5938.704102 Iteration 44Q: 3 clusters Score -1.99776e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153060 members Mstep: Class 2 contains 5390 members Entering Unmasked Estep Score: -19977608.000000 Penalty: 5938.704102 Iteration 45Q: 3 clusters Score -1.997761e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153066 members Mstep: Class 2 contains 5384 members Entering Unmasked Estep Score: -19977606.000000 Penalty: 5938.704102 Iteration 46Q: 3 clusters Score -1.997761e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153070 members Mstep: Class 2 contains 5380 members Entering Unmasked Estep Score: -19977610.000000 Penalty: 5938.704102 Iteration 47Q: 3 clusters Score -1.997761e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153072 members Mstep: Class 2 contains 5378 members Entering Unmasked Estep Score: -19977602.000000 Penalty: 5938.704102 Iteration 48Q: 3 clusters Score -1.99776e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153078 members Mstep: Class 2 contains 5372 members Entering Unmasked Estep Score: -19977610.000000 Penalty: 5938.704102 Iteration 49Q: 3 clusters Score -1.997761e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153079 members Mstep: Class 2 contains 5371 members Entering Unmasked Estep Score: -19977608.000000 Penalty: 5938.704102 Iteration 50Q: 3 clusters Score -1.997761e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153080 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -19977606.000000 Penalty: 5938.704102 Iteration 51Q: 3 clusters Score -1.997761e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153083 members Mstep: Class 2 contains 5367 members Entering Unmasked Estep Score: -19977612.000000 Penalty: 5938.704102 Iteration 52Q: 3 clusters Score -1.997761e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153084 members Mstep: Class 2 contains 5366 members Entering Unmasked Estep Score: -19977602.000000 Penalty: 5938.704102 Iteration 53Q: 3 clusters Score -1.99776e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153084 members Mstep: Class 2 contains 5366 members Entering Unmasked Estep Score: -19977602.000000 Penalty: 5938.704102 Iteration 54F: 3 clusters Score -1.99776e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 11428 members Mstep: Class 2 contains 135254 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 21610 members Mstep: Class 5 contains 180 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 622 members Mstep: Class 8 contains 3891 members Mstep: Class 9 contains 14727 members Mstep: Class 10 contains 24938 members Mstep: Class 11 contains 22953 members Mstep: Class 12 contains 3260 members Mstep: Class 13 contains 1734 members Mstep: Class 14 contains 617 members Mstep: Class 15 contains 1646 members Mstep: Class 16 contains 8230 members Mstep: Class 17 contains 6772 members Mstep: Class 18 contains 13489 members Mstep: Class 19 contains 153084 members Mstep: Class 20 contains 2576 members Mstep: Class 21 contains 1994 members Mstep: Class 22 contains 910 members Mstep: Class 23 contains 1353 members Mstep: Class 24 contains 7743 members Mstep: Class 25 contains 5366 members Entering Unmasked Estep Score: -55693116.000000 Penalty: 80642.781250 Splitting cluster 19 changes total score from -55687708.000000 to -55693116.000000 So it's getting split into cluster 25. Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 11428 members Mstep: Class 2 contains 135254 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 21610 members Mstep: Class 5 contains 180 members Mstep: Class 6 contains 518 members Mstep: Class 7 contains 622 members Mstep: Class 8 contains 3891 members Mstep: Class 9 contains 14727 members Mstep: Class 10 contains 24938 members Mstep: Class 11 contains 22953 members Mstep: Class 13 contains 1734 members Mstep: Class 15 contains 1646 members Mstep: Class 16 contains 8230 members Mstep: Class 17 contains 6772 members Mstep: Class 18 contains 13489 members Mstep: Class 19 contains 153084 members Entering Unmasked Estep ConsiderDeletion Score: -55695652.000000 Penalty: 80642.781250 Iteration 39Q: 26 clusters Score -5.569565e+07 nChanged 6114 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 11620 members Mstep: Class 2 contains 133887 members Mstep: Class 3 contains 569 members Mstep: Class 4 contains 21817 members Mstep: Class 5 contains 179 members Mstep: Class 6 contains 521 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 3909 members Mstep: Class 9 contains 14756 members Mstep: Class 10 contains 24870 members Mstep: Class 11 contains 22955 members Mstep: Class 12 contains 3520 members Mstep: Class 13 contains 1745 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 1711 members Mstep: Class 16 contains 8264 members Mstep: Class 17 contains 6634 members Mstep: Class 18 contains 13564 members Mstep: Class 19 contains 153994 members Mstep: Class 20 contains 2496 members Mstep: Class 21 contains 1996 members Mstep: Class 22 contains 908 members Mstep: Class 23 contains 1352 members Mstep: Class 24 contains 7497 members Mstep: Class 25 contains 5351 members Entering Unmasked Estep ConsiderDeletion Score: -55698664.000000 Penalty: 80642.781250 Iteration 40F: 26 clusters Score -5.569866e+07 nChanged 5224 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 12011 members Mstep: Class 2 contains 131913 members Mstep: Class 3 contains 567 members Mstep: Class 4 contains 21841 members Mstep: Class 5 contains 176 members Mstep: Class 6 contains 524 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 3891 members Mstep: Class 9 contains 14739 members Mstep: Class 10 contains 24838 members Mstep: Class 11 contains 22882 members Mstep: Class 12 contains 3764 members Mstep: Class 13 contains 1741 members Mstep: Class 14 contains 775 members Mstep: Class 15 contains 1727 members Mstep: Class 16 contains 8239 members Mstep: Class 17 contains 6320 members Mstep: Class 18 contains 13456 members Mstep: Class 19 contains 154221 members Mstep: Class 20 contains 2695 members Mstep: Class 21 contains 2327 members Mstep: Class 22 contains 910 members Mstep: Class 23 contains 1363 members Mstep: Class 24 contains 8012 members Mstep: Class 25 contains 5914 members Entering Unmasked Estep ConsiderDeletion Score: -55700436.000000 Penalty: 80642.781250 Iteration 41Q: 26 clusters Score -5.570044e+07 nChanged 3709 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 12429 members Mstep: Class 2 contains 130357 members Mstep: Class 3 contains 567 members Mstep: Class 4 contains 21876 members Mstep: Class 5 contains 177 members Mstep: Class 6 contains 525 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 3892 members Mstep: Class 9 contains 14739 members Mstep: Class 10 contains 24819 members Mstep: Class 11 contains 22833 members Mstep: Class 12 contains 3958 members Mstep: Class 13 contains 1742 members Mstep: Class 14 contains 810 members Mstep: Class 15 contains 1736 members Mstep: Class 16 contains 8237 members Mstep: Class 17 contains 5981 members Mstep: Class 18 contains 13382 members Mstep: Class 19 contains 154662 members Mstep: Class 20 contains 2822 members Mstep: Class 21 contains 2509 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 1368 members Mstep: Class 24 contains 8304 members Mstep: Class 25 contains 6210 members Entering Unmasked Estep ConsiderDeletion Score: -55701132.000000 Penalty: 80642.781250 Iteration 42Q: 26 clusters Score -5.570113e+07 nChanged 2890 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 12813 members Mstep: Class 2 contains 129101 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21909 members Mstep: Class 5 contains 176 members Mstep: Class 6 contains 527 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 3894 members Mstep: Class 9 contains 14738 members Mstep: Class 10 contains 24807 members Mstep: Class 11 contains 22797 members Mstep: Class 12 contains 4122 members Mstep: Class 13 contains 1744 members Mstep: Class 14 contains 845 members Mstep: Class 15 contains 1741 members Mstep: Class 16 contains 8232 members Mstep: Class 17 contains 5695 members Mstep: Class 18 contains 13309 members Mstep: Class 19 contains 155108 members Mstep: Class 20 contains 2911 members Mstep: Class 21 contains 2623 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 1371 members Mstep: Class 24 contains 8491 members Mstep: Class 25 contains 6413 members Entering Unmasked Estep ConsiderDeletion Score: -55701708.000000 Penalty: 80642.781250 Iteration 43Q: 26 clusters Score -5.570171e+07 nChanged 2373 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 13201 members Mstep: Class 2 contains 128060 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21945 members Mstep: Class 5 contains 175 members Mstep: Class 6 contains 529 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 3885 members Mstep: Class 9 contains 14734 members Mstep: Class 10 contains 24794 members Mstep: Class 11 contains 22759 members Mstep: Class 12 contains 4266 members Mstep: Class 13 contains 1747 members Mstep: Class 14 contains 871 members Mstep: Class 15 contains 1744 members Mstep: Class 16 contains 8225 members Mstep: Class 17 contains 5421 members Mstep: Class 18 contains 13257 members Mstep: Class 19 contains 155552 members Mstep: Class 20 contains 2984 members Mstep: Class 21 contains 2692 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 1373 members Mstep: Class 24 contains 8584 members Mstep: Class 25 contains 6569 members Entering Unmasked Estep ConsiderDeletion Score: -55702048.000000 Penalty: 80642.781250 Iteration 44Q: 26 clusters Score -5.570205e+07 nChanged 2111 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 13661 members Mstep: Class 2 contains 127120 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21968 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 530 members Mstep: Class 7 contains 616 members Mstep: Class 8 contains 3894 members Mstep: Class 9 contains 14727 members Mstep: Class 10 contains 24778 members Mstep: Class 11 contains 22713 members Mstep: Class 12 contains 4393 members Mstep: Class 13 contains 1748 members Mstep: Class 14 contains 894 members Mstep: Class 15 contains 1745 members Mstep: Class 16 contains 8217 members Mstep: Class 17 contains 5140 members Mstep: Class 18 contains 13222 members Mstep: Class 19 contains 155942 members Mstep: Class 20 contains 3046 members Mstep: Class 21 contains 2744 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 1376 members Mstep: Class 24 contains 8647 members Mstep: Class 25 contains 6689 members Entering Unmasked Estep ConsiderDeletion Score: -55702412.000000 Penalty: 80642.781250 Iteration 45Q: 26 clusters Score -5.570241e+07 nChanged 1865 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14138 members Mstep: Class 2 contains 126304 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21977 members Mstep: Class 5 contains 175 members Mstep: Class 6 contains 531 members Mstep: Class 7 contains 616 members Mstep: Class 8 contains 3879 members Mstep: Class 9 contains 14729 members Mstep: Class 10 contains 24766 members Mstep: Class 11 contains 22666 members Mstep: Class 12 contains 4512 members Mstep: Class 13 contains 1749 members Mstep: Class 14 contains 910 members Mstep: Class 15 contains 1747 members Mstep: Class 16 contains 8212 members Mstep: Class 17 contains 4854 members Mstep: Class 18 contains 13198 members Mstep: Class 19 contains 156319 members Mstep: Class 20 contains 3087 members Mstep: Class 21 contains 2783 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 1379 members Mstep: Class 24 contains 8688 members Mstep: Class 25 contains 6765 members Entering Unmasked Estep ConsiderDeletion Score: -55702848.000000 Penalty: 80642.781250 Iteration 46Q: 26 clusters Score -5.570285e+07 nChanged 1733 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 14645 members Mstep: Class 2 contains 125577 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21977 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 531 members Mstep: Class 7 contains 616 members Mstep: Class 8 contains 3861 members Mstep: Class 9 contains 14728 members Mstep: Class 10 contains 24756 members Mstep: Class 11 contains 22600 members Mstep: Class 12 contains 4608 members Mstep: Class 13 contains 1748 members Mstep: Class 14 contains 920 members Mstep: Class 15 contains 1753 members Mstep: Class 16 contains 8207 members Mstep: Class 17 contains 4574 members Mstep: Class 18 contains 13168 members Mstep: Class 19 contains 156706 members Mstep: Class 20 contains 3124 members Mstep: Class 21 contains 2808 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 1380 members Mstep: Class 24 contains 8718 members Mstep: Class 25 contains 6805 members Entering Unmasked Estep ConsiderDeletion Score: -55703084.000000 Penalty: 80642.781250 Iteration 47Q: 26 clusters Score -5.570308e+07 nChanged 1592 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 15135 members Mstep: Class 2 contains 124919 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21979 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 531 members Mstep: Class 7 contains 616 members Mstep: Class 8 contains 3850 members Mstep: Class 9 contains 14733 members Mstep: Class 10 contains 24744 members Mstep: Class 11 contains 22542 members Mstep: Class 12 contains 4694 members Mstep: Class 13 contains 1748 members Mstep: Class 14 contains 926 members Mstep: Class 15 contains 1756 members Mstep: Class 16 contains 8199 members Mstep: Class 17 contains 4311 members Mstep: Class 18 contains 13152 members Mstep: Class 19 contains 157055 members Mstep: Class 20 contains 3148 members Mstep: Class 21 contains 2812 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 1382 members Mstep: Class 24 contains 8747 members Mstep: Class 25 contains 6831 members Entering Unmasked Estep ConsiderDeletion Score: -55703352.000000 Penalty: 80642.781250 Iteration 48Q: 26 clusters Score -5.570335e+07 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 15590 members Mstep: Class 2 contains 124310 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21966 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 531 members Mstep: Class 7 contains 616 members Mstep: Class 8 contains 3841 members Mstep: Class 9 contains 14736 members Mstep: Class 10 contains 24731 members Mstep: Class 11 contains 22500 members Mstep: Class 12 contains 4761 members Mstep: Class 13 contains 1748 members Mstep: Class 14 contains 927 members Mstep: Class 15 contains 1760 members Mstep: Class 16 contains 8191 members Mstep: Class 17 contains 4081 members Mstep: Class 18 contains 13130 members Mstep: Class 19 contains 157401 members Mstep: Class 20 contains 3167 members Mstep: Class 21 contains 2814 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 1383 members Mstep: Class 24 contains 8767 members Mstep: Class 25 contains 6859 members Entering Unmasked Estep ConsiderDeletion Score: -55703716.000000 Penalty: 80642.781250 Iteration 49Q: 26 clusters Score -5.570372e+07 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 15985 members Mstep: Class 2 contains 123699 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21948 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 531 members Mstep: Class 7 contains 616 members Mstep: Class 8 contains 3841 members Mstep: Class 9 contains 14739 members Mstep: Class 10 contains 24715 members Mstep: Class 11 contains 22454 members Mstep: Class 12 contains 4833 members Mstep: Class 13 contains 1748 members Mstep: Class 14 contains 930 members Mstep: Class 15 contains 1761 members Mstep: Class 16 contains 8181 members Mstep: Class 17 contains 3886 members Mstep: Class 18 contains 13117 members Mstep: Class 19 contains 157788 members Mstep: Class 20 contains 3184 members Mstep: Class 21 contains 2816 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 1383 members Mstep: Class 24 contains 8787 members Mstep: Class 25 contains 6868 members Entering Unmasked Estep ConsiderDeletion Score: -55703800.000000 Penalty: 80642.781250 Iteration 50Q: 26 clusters Score -5.57038e+07 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 16312 members Mstep: Class 2 contains 123129 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21924 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 531 members Mstep: Class 7 contains 616 members Mstep: Class 8 contains 3834 members Mstep: Class 9 contains 14743 members Mstep: Class 10 contains 24710 members Mstep: Class 11 contains 22387 members Mstep: Class 12 contains 4895 members Mstep: Class 13 contains 1748 members Mstep: Class 14 contains 932 members Mstep: Class 15 contains 1765 members Mstep: Class 16 contains 8176 members Mstep: Class 17 contains 3726 members Mstep: Class 18 contains 13098 members Mstep: Class 19 contains 158211 members Mstep: Class 20 contains 3200 members Mstep: Class 21 contains 2816 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 1382 members Mstep: Class 24 contains 8800 members Mstep: Class 25 contains 6875 members Entering Unmasked Estep ConsiderDeletion Score: -55703820.000000 Penalty: 80642.781250 Iteration 51Q: 26 clusters Score -5.570382e+07 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 16577 members Mstep: Class 2 contains 122582 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21900 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 531 members Mstep: Class 7 contains 616 members Mstep: Class 8 contains 3831 members Mstep: Class 9 contains 14744 members Mstep: Class 10 contains 24701 members Mstep: Class 11 contains 22315 members Mstep: Class 12 contains 4964 members Mstep: Class 13 contains 1749 members Mstep: Class 14 contains 934 members Mstep: Class 15 contains 1769 members Mstep: Class 16 contains 8166 members Mstep: Class 17 contains 3567 members Mstep: Class 18 contains 13079 members Mstep: Class 19 contains 158682 members Mstep: Class 20 contains 3221 members Mstep: Class 21 contains 2819 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 1382 members Mstep: Class 24 contains 8808 members Mstep: Class 25 contains 6873 members Entering Unmasked Estep ConsiderDeletion Score: -55703744.000000 Penalty: 80642.781250 Iteration 52Q: 26 clusters Score -5.570374e+07 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 16809 members Mstep: Class 2 contains 122025 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21879 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 532 members Mstep: Class 7 contains 616 members Mstep: Class 8 contains 3830 members Mstep: Class 9 contains 14747 members Mstep: Class 10 contains 24694 members Mstep: Class 11 contains 22263 members Mstep: Class 12 contains 5055 members Mstep: Class 13 contains 1751 members Mstep: Class 14 contains 934 members Mstep: Class 15 contains 1769 members Mstep: Class 16 contains 8164 members Mstep: Class 17 contains 3430 members Mstep: Class 18 contains 13054 members Mstep: Class 19 contains 159121 members Mstep: Class 20 contains 3235 members Mstep: Class 21 contains 2823 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 1382 members Mstep: Class 24 contains 8811 members Mstep: Class 25 contains 6886 members Entering Unmasked Estep ConsiderDeletion Score: -55703928.000000 Penalty: 80642.781250 Iteration 53Q: 26 clusters Score -5.570393e+07 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 16989 members Mstep: Class 2 contains 121534 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21870 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 532 members Mstep: Class 7 contains 616 members Mstep: Class 8 contains 3827 members Mstep: Class 9 contains 14750 members Mstep: Class 10 contains 24687 members Mstep: Class 11 contains 22186 members Mstep: Class 12 contains 5127 members Mstep: Class 13 contains 1751 members Mstep: Class 14 contains 936 members Mstep: Class 15 contains 1772 members Mstep: Class 16 contains 8161 members Mstep: Class 17 contains 3312 members Mstep: Class 18 contains 13043 members Mstep: Class 19 contains 159550 members Mstep: Class 20 contains 3248 members Mstep: Class 21 contains 2826 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 1382 members Mstep: Class 24 contains 8814 members Mstep: Class 25 contains 6897 members Entering Unmasked Estep ConsiderDeletion Score: -55703980.000000 Penalty: 80642.781250 Iteration 54Q: 26 clusters Score -5.570398e+07 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 17154 members Mstep: Class 2 contains 121112 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21842 members Mstep: Class 5 contains 175 members Mstep: Class 6 contains 532 members Mstep: Class 7 contains 616 members Mstep: Class 8 contains 3822 members Mstep: Class 9 contains 14753 members Mstep: Class 10 contains 24678 members Mstep: Class 11 contains 22123 members Mstep: Class 12 contains 5194 members Mstep: Class 13 contains 1752 members Mstep: Class 14 contains 939 members Mstep: Class 15 contains 1775 members Mstep: Class 16 contains 8154 members Mstep: Class 17 contains 3197 members Mstep: Class 18 contains 13034 members Mstep: Class 19 contains 159924 members Mstep: Class 20 contains 3264 members Mstep: Class 21 contains 2829 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 1382 members Mstep: Class 24 contains 8824 members Mstep: Class 25 contains 6909 members Entering Unmasked Estep ConsiderDeletion Score: -55704056.000000 Penalty: 80642.781250 Iteration 55Q: 26 clusters Score -5.570406e+07 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 17314 members Mstep: Class 2 contains 120729 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21814 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 532 members Mstep: Class 7 contains 616 members Mstep: Class 8 contains 3818 members Mstep: Class 9 contains 14754 members Mstep: Class 10 contains 24676 members Mstep: Class 11 contains 22073 members Mstep: Class 12 contains 5255 members Mstep: Class 13 contains 1752 members Mstep: Class 14 contains 939 members Mstep: Class 15 contains 1775 members Mstep: Class 16 contains 8153 members Mstep: Class 17 contains 3086 members Mstep: Class 18 contains 13026 members Mstep: Class 19 contains 160267 members Mstep: Class 20 contains 3275 members Mstep: Class 21 contains 2833 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 1383 members Mstep: Class 24 contains 8823 members Mstep: Class 25 contains 6917 members Entering Unmasked Estep ConsiderDeletion Score: -55704064.000000 Penalty: 80642.781250 Iteration 56Q: 26 clusters Score -5.570406e+07 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 17442 members Mstep: Class 2 contains 120383 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21800 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 532 members Mstep: Class 7 contains 616 members Mstep: Class 8 contains 3814 members Mstep: Class 9 contains 14754 members Mstep: Class 10 contains 24677 members Mstep: Class 11 contains 22030 members Mstep: Class 12 contains 5307 members Mstep: Class 13 contains 1751 members Mstep: Class 14 contains 939 members Mstep: Class 15 contains 1776 members Mstep: Class 16 contains 8153 members Mstep: Class 17 contains 2995 members Mstep: Class 18 contains 13025 members Mstep: Class 19 contains 160585 members Mstep: Class 20 contains 3277 members Mstep: Class 21 contains 2832 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 1384 members Mstep: Class 24 contains 8823 members Mstep: Class 25 contains 6915 members Entering Unmasked Estep ConsiderDeletion Score: -55704176.000000 Penalty: 80642.781250 Iteration 57Q: 26 clusters Score -5.570418e+07 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 17557 members Mstep: Class 2 contains 120072 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21788 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 532 members Mstep: Class 7 contains 616 members Mstep: Class 8 contains 3802 members Mstep: Class 9 contains 14759 members Mstep: Class 10 contains 24681 members Mstep: Class 11 contains 21987 members Mstep: Class 12 contains 5347 members Mstep: Class 13 contains 1751 members Mstep: Class 14 contains 939 members Mstep: Class 15 contains 1777 members Mstep: Class 16 contains 8150 members Mstep: Class 17 contains 2909 members Mstep: Class 18 contains 13015 members Mstep: Class 19 contains 160903 members Mstep: Class 20 contains 3280 members Mstep: Class 21 contains 2835 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 1384 members Mstep: Class 24 contains 8823 members Mstep: Class 25 contains 6903 members Entering Unmasked Estep ConsiderDeletion Score: -55704248.000000 Penalty: 80642.781250 Iteration 58Q: 26 clusters Score -5.570425e+07 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 17649 members Mstep: Class 2 contains 119797 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21774 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 532 members Mstep: Class 7 contains 616 members Mstep: Class 8 contains 3791 members Mstep: Class 9 contains 14765 members Mstep: Class 10 contains 24681 members Mstep: Class 11 contains 21964 members Mstep: Class 12 contains 5375 members Mstep: Class 13 contains 1750 members Mstep: Class 14 contains 939 members Mstep: Class 15 contains 1778 members Mstep: Class 16 contains 8152 members Mstep: Class 17 contains 2834 members Mstep: Class 18 contains 13008 members Mstep: Class 19 contains 161179 members Mstep: Class 20 contains 3282 members Mstep: Class 21 contains 2835 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 1384 members Mstep: Class 24 contains 8822 members Mstep: Class 25 contains 6903 members Entering Unmasked Estep ConsiderDeletion Score: -55704388.000000 Penalty: 80642.781250 Iteration 59Q: 26 clusters Score -5.570439e+07 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 17721 members Mstep: Class 2 contains 119547 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21769 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 532 members Mstep: Class 7 contains 616 members Mstep: Class 8 contains 3784 members Mstep: Class 9 contains 14770 members Mstep: Class 10 contains 24679 members Mstep: Class 11 contains 21936 members Mstep: Class 12 contains 5406 members Mstep: Class 13 contains 1752 members Mstep: Class 14 contains 939 members Mstep: Class 15 contains 1778 members Mstep: Class 16 contains 8147 members Mstep: Class 17 contains 2785 members Mstep: Class 18 contains 12995 members Mstep: Class 19 contains 161423 members Mstep: Class 20 contains 3284 members Mstep: Class 21 contains 2834 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 1385 members Mstep: Class 24 contains 8821 members Mstep: Class 25 contains 6907 members Entering Unmasked Estep ConsiderDeletion Score: -55704608.000000 Penalty: 80642.781250 Iteration 60F: 26 clusters Score -5.570461e+07 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 17838 members Mstep: Class 2 contains 119329 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21760 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 532 members Mstep: Class 7 contains 616 members Mstep: Class 8 contains 3784 members Mstep: Class 9 contains 14769 members Mstep: Class 10 contains 24677 members Mstep: Class 11 contains 21915 members Mstep: Class 12 contains 5405 members Mstep: Class 13 contains 1752 members Mstep: Class 14 contains 940 members Mstep: Class 15 contains 1779 members Mstep: Class 16 contains 8144 members Mstep: Class 17 contains 2709 members Mstep: Class 18 contains 12987 members Mstep: Class 19 contains 161626 members Mstep: Class 20 contains 3305 members Mstep: Class 21 contains 2834 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 1386 members Mstep: Class 24 contains 8818 members Mstep: Class 25 contains 6905 members Entering Unmasked Estep ConsiderDeletion Score: -55704684.000000 Penalty: 80642.781250 Iteration 61Q: 26 clusters Score -5.570468e+07 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 17972 members Mstep: Class 2 contains 119101 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21750 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 533 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 3787 members Mstep: Class 9 contains 14768 members Mstep: Class 10 contains 24675 members Mstep: Class 11 contains 21898 members Mstep: Class 12 contains 5406 members Mstep: Class 13 contains 1752 members Mstep: Class 14 contains 939 members Mstep: Class 15 contains 1779 members Mstep: Class 16 contains 8136 members Mstep: Class 17 contains 2635 members Mstep: Class 18 contains 12987 members Mstep: Class 19 contains 161797 members Mstep: Class 20 contains 3334 members Mstep: Class 21 contains 2836 members Mstep: Class 22 contains 912 members Mstep: Class 23 contains 1387 members Mstep: Class 24 contains 8819 members Mstep: Class 25 contains 6902 members Entering Unmasked Estep ConsiderDeletion Score: -55704832.000000 Penalty: 80642.781250 Iteration 62Q: 26 clusters Score -5.570483e+07 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18088 members Mstep: Class 2 contains 118900 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21735 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 535 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 3786 members Mstep: Class 9 contains 14768 members Mstep: Class 10 contains 24669 members Mstep: Class 11 contains 21891 members Mstep: Class 12 contains 5402 members Mstep: Class 13 contains 1751 members Mstep: Class 14 contains 935 members Mstep: Class 15 contains 1780 members Mstep: Class 16 contains 8133 members Mstep: Class 17 contains 2555 members Mstep: Class 18 contains 12982 members Mstep: Class 19 contains 161966 members Mstep: Class 20 contains 3365 members Mstep: Class 21 contains 2835 members Mstep: Class 22 contains 913 members Mstep: Class 23 contains 1388 members Mstep: Class 24 contains 8822 members Mstep: Class 25 contains 6906 members Entering Unmasked Estep ConsiderDeletion Score: -55704828.000000 Penalty: 80642.781250 Iteration 63Q: 26 clusters Score -5.570483e+07 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18189 members Mstep: Class 2 contains 118681 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21724 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 535 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 3785 members Mstep: Class 9 contains 14770 members Mstep: Class 10 contains 24664 members Mstep: Class 11 contains 21881 members Mstep: Class 12 contains 5423 members Mstep: Class 13 contains 1749 members Mstep: Class 14 contains 935 members Mstep: Class 15 contains 1783 members Mstep: Class 16 contains 8128 members Mstep: Class 17 contains 2478 members Mstep: Class 18 contains 12971 members Mstep: Class 19 contains 162157 members Mstep: Class 20 contains 3397 members Mstep: Class 21 contains 2836 members Mstep: Class 22 contains 913 members Mstep: Class 23 contains 1388 members Mstep: Class 24 contains 8821 members Mstep: Class 25 contains 6897 members Entering Unmasked Estep ConsiderDeletion Score: -55704852.000000 Penalty: 80642.781250 Iteration 64Q: 26 clusters Score -5.570485e+07 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18289 members Mstep: Class 2 contains 118455 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21711 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 535 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 3782 members Mstep: Class 9 contains 14769 members Mstep: Class 10 contains 24661 members Mstep: Class 11 contains 21864 members Mstep: Class 12 contains 5452 members Mstep: Class 13 contains 1749 members Mstep: Class 14 contains 935 members Mstep: Class 15 contains 1785 members Mstep: Class 16 contains 8125 members Mstep: Class 17 contains 2398 members Mstep: Class 18 contains 12971 members Mstep: Class 19 contains 162350 members Mstep: Class 20 contains 3423 members Mstep: Class 21 contains 2836 members Mstep: Class 22 contains 913 members Mstep: Class 23 contains 1388 members Mstep: Class 24 contains 8825 members Mstep: Class 25 contains 6889 members Entering Unmasked Estep ConsiderDeletion Score: -55705036.000000 Penalty: 80642.781250 Iteration 65Q: 26 clusters Score -5.570504e+07 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18378 members Mstep: Class 2 contains 118235 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21706 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 535 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 3780 members Mstep: Class 9 contains 14770 members Mstep: Class 10 contains 24661 members Mstep: Class 11 contains 21851 members Mstep: Class 12 contains 5482 members Mstep: Class 13 contains 1749 members Mstep: Class 14 contains 936 members Mstep: Class 15 contains 1787 members Mstep: Class 16 contains 8121 members Mstep: Class 17 contains 2320 members Mstep: Class 18 contains 12964 members Mstep: Class 19 contains 162534 members Mstep: Class 20 contains 3454 members Mstep: Class 21 contains 2838 members Mstep: Class 22 contains 913 members Mstep: Class 23 contains 1387 members Mstep: Class 24 contains 8826 members Mstep: Class 25 contains 6878 members Entering Unmasked Estep ConsiderDeletion Score: -55705084.000000 Penalty: 80642.781250 Iteration 66Q: 26 clusters Score -5.570508e+07 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18455 members Mstep: Class 2 contains 118037 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21692 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 535 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 3779 members Mstep: Class 9 contains 14770 members Mstep: Class 10 contains 24657 members Mstep: Class 11 contains 21844 members Mstep: Class 12 contains 5496 members Mstep: Class 13 contains 1749 members Mstep: Class 14 contains 938 members Mstep: Class 15 contains 1791 members Mstep: Class 16 contains 8122 members Mstep: Class 17 contains 2253 members Mstep: Class 18 contains 12959 members Mstep: Class 19 contains 162707 members Mstep: Class 20 contains 3484 members Mstep: Class 21 contains 2837 members Mstep: Class 22 contains 913 members Mstep: Class 23 contains 1387 members Mstep: Class 24 contains 8829 members Mstep: Class 25 contains 6871 members Entering Unmasked Estep ConsiderDeletion Score: -55705124.000000 Penalty: 80642.781250 Iteration 67Q: 26 clusters Score -5.570512e+07 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18515 members Mstep: Class 2 contains 117851 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21684 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 535 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 3778 members Mstep: Class 9 contains 14770 members Mstep: Class 10 contains 24654 members Mstep: Class 11 contains 21841 members Mstep: Class 12 contains 5522 members Mstep: Class 13 contains 1749 members Mstep: Class 14 contains 939 members Mstep: Class 15 contains 1796 members Mstep: Class 16 contains 8121 members Mstep: Class 17 contains 2198 members Mstep: Class 18 contains 12959 members Mstep: Class 19 contains 162871 members Mstep: Class 20 contains 3495 members Mstep: Class 21 contains 2836 members Mstep: Class 22 contains 913 members Mstep: Class 23 contains 1386 members Mstep: Class 24 contains 8831 members Mstep: Class 25 contains 6860 members Entering Unmasked Estep ConsiderDeletion Score: -55705172.000000 Penalty: 80642.781250 Iteration 68Q: 26 clusters Score -5.570517e+07 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18576 members Mstep: Class 2 contains 117658 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21683 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 535 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 3778 members Mstep: Class 9 contains 14770 members Mstep: Class 10 contains 24649 members Mstep: Class 11 contains 21831 members Mstep: Class 12 contains 5548 members Mstep: Class 13 contains 1749 members Mstep: Class 14 contains 940 members Mstep: Class 15 contains 1800 members Mstep: Class 16 contains 8118 members Mstep: Class 17 contains 2153 members Mstep: Class 18 contains 12957 members Mstep: Class 19 contains 163026 members Mstep: Class 20 contains 3504 members Mstep: Class 21 contains 2840 members Mstep: Class 22 contains 913 members Mstep: Class 23 contains 1386 members Mstep: Class 24 contains 8837 members Mstep: Class 25 contains 6853 members Entering Unmasked Estep ConsiderDeletion Score: -55705276.000000 Penalty: 80642.781250 Iteration 69Q: 26 clusters Score -5.570528e+07 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18620 members Mstep: Class 2 contains 117477 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21683 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 535 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 3775 members Mstep: Class 9 contains 14770 members Mstep: Class 10 contains 24652 members Mstep: Class 11 contains 21825 members Mstep: Class 12 contains 5586 members Mstep: Class 13 contains 1749 members Mstep: Class 14 contains 940 members Mstep: Class 15 contains 1803 members Mstep: Class 16 contains 8113 members Mstep: Class 17 contains 2104 members Mstep: Class 18 contains 12959 members Mstep: Class 19 contains 163179 members Mstep: Class 20 contains 3509 members Mstep: Class 21 contains 2842 members Mstep: Class 22 contains 913 members Mstep: Class 23 contains 1385 members Mstep: Class 24 contains 8837 members Mstep: Class 25 contains 6848 members Entering Unmasked Estep ConsiderDeletion Score: -55705268.000000 Penalty: 80642.781250 Iteration 70Q: 26 clusters Score -5.570527e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18656 members Mstep: Class 2 contains 117318 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21682 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 535 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 3775 members Mstep: Class 9 contains 14770 members Mstep: Class 10 contains 24654 members Mstep: Class 11 contains 21824 members Mstep: Class 12 contains 5612 members Mstep: Class 13 contains 1749 members Mstep: Class 14 contains 941 members Mstep: Class 15 contains 1807 members Mstep: Class 16 contains 8111 members Mstep: Class 17 contains 2061 members Mstep: Class 18 contains 12958 members Mstep: Class 19 contains 163316 members Mstep: Class 20 contains 3512 members Mstep: Class 21 contains 2843 members Mstep: Class 22 contains 913 members Mstep: Class 23 contains 1386 members Mstep: Class 24 contains 8835 members Mstep: Class 25 contains 6846 members Entering Unmasked Estep ConsiderDeletion Score: -55705300.000000 Penalty: 80642.781250 Iteration 71Q: 26 clusters Score -5.57053e+07 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18686 members Mstep: Class 2 contains 117172 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21679 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 535 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 3774 members Mstep: Class 9 contains 14772 members Mstep: Class 10 contains 24654 members Mstep: Class 11 contains 21823 members Mstep: Class 12 contains 5626 members Mstep: Class 13 contains 1750 members Mstep: Class 14 contains 941 members Mstep: Class 15 contains 1812 members Mstep: Class 16 contains 8112 members Mstep: Class 17 contains 2020 members Mstep: Class 18 contains 12947 members Mstep: Class 19 contains 163457 members Mstep: Class 20 contains 3519 members Mstep: Class 21 contains 2845 members Mstep: Class 22 contains 913 members Mstep: Class 23 contains 1386 members Mstep: Class 24 contains 8835 members Mstep: Class 25 contains 6846 members Entering Unmasked Estep ConsiderDeletion Score: -55705288.000000 Penalty: 80642.781250 Iteration 72Q: 26 clusters Score -5.570529e+07 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18710 members Mstep: Class 2 contains 117042 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21675 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 535 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 3776 members Mstep: Class 9 contains 14775 members Mstep: Class 10 contains 24657 members Mstep: Class 11 contains 21818 members Mstep: Class 12 contains 5629 members Mstep: Class 13 contains 1750 members Mstep: Class 14 contains 941 members Mstep: Class 15 contains 1818 members Mstep: Class 16 contains 8112 members Mstep: Class 17 contains 1990 members Mstep: Class 18 contains 12941 members Mstep: Class 19 contains 163586 members Mstep: Class 20 contains 3519 members Mstep: Class 21 contains 2847 members Mstep: Class 22 contains 913 members Mstep: Class 23 contains 1386 members Mstep: Class 24 contains 8841 members Mstep: Class 25 contains 6843 members Entering Unmasked Estep ConsiderDeletion Score: -55705264.000000 Penalty: 80642.781250 Iteration 73Q: 26 clusters Score -5.570526e+07 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18738 members Mstep: Class 2 contains 116911 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21676 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 535 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 3776 members Mstep: Class 9 contains 14777 members Mstep: Class 10 contains 24655 members Mstep: Class 11 contains 21814 members Mstep: Class 12 contains 5632 members Mstep: Class 13 contains 1750 members Mstep: Class 14 contains 941 members Mstep: Class 15 contains 1821 members Mstep: Class 16 contains 8109 members Mstep: Class 17 contains 1963 members Mstep: Class 18 contains 12938 members Mstep: Class 19 contains 163721 members Mstep: Class 20 contains 3519 members Mstep: Class 21 contains 2847 members Mstep: Class 22 contains 913 members Mstep: Class 23 contains 1386 members Mstep: Class 24 contains 8842 members Mstep: Class 25 contains 6840 members Entering Unmasked Estep ConsiderDeletion Score: -55705284.000000 Penalty: 80642.781250 Iteration 74Q: 26 clusters Score -5.570528e+07 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18752 members Mstep: Class 2 contains 116773 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21676 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 535 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 3773 members Mstep: Class 9 contains 14777 members Mstep: Class 10 contains 24654 members Mstep: Class 11 contains 21809 members Mstep: Class 12 contains 5648 members Mstep: Class 13 contains 1751 members Mstep: Class 14 contains 942 members Mstep: Class 15 contains 1821 members Mstep: Class 16 contains 8105 members Mstep: Class 17 contains 1941 members Mstep: Class 18 contains 12935 members Mstep: Class 19 contains 163863 members Mstep: Class 20 contains 3522 members Mstep: Class 21 contains 2848 members Mstep: Class 22 contains 913 members Mstep: Class 23 contains 1386 members Mstep: Class 24 contains 8842 members Mstep: Class 25 contains 6838 members Entering Unmasked Estep ConsiderDeletion Score: -55705228.000000 Penalty: 80642.781250 Iteration 75Q: 26 clusters Score -5.570523e+07 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18771 members Mstep: Class 2 contains 116636 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21679 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 535 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 3772 members Mstep: Class 9 contains 14777 members Mstep: Class 10 contains 24653 members Mstep: Class 11 contains 21802 members Mstep: Class 12 contains 5654 members Mstep: Class 13 contains 1754 members Mstep: Class 14 contains 942 members Mstep: Class 15 contains 1824 members Mstep: Class 16 contains 8107 members Mstep: Class 17 contains 1918 members Mstep: Class 18 contains 12930 members Mstep: Class 19 contains 163995 members Mstep: Class 20 contains 3528 members Mstep: Class 21 contains 2848 members Mstep: Class 22 contains 913 members Mstep: Class 23 contains 1386 members Mstep: Class 24 contains 8841 members Mstep: Class 25 contains 6839 members Entering Unmasked Estep ConsiderDeletion Score: -55705188.000000 Penalty: 80642.781250 Iteration 76Q: 26 clusters Score -5.570519e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18784 members Mstep: Class 2 contains 116507 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21681 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 535 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 3770 members Mstep: Class 9 contains 14776 members Mstep: Class 10 contains 24654 members Mstep: Class 11 contains 21797 members Mstep: Class 12 contains 5663 members Mstep: Class 13 contains 1754 members Mstep: Class 14 contains 941 members Mstep: Class 15 contains 1828 members Mstep: Class 16 contains 8108 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 12922 members Mstep: Class 19 contains 164135 members Mstep: Class 20 contains 3525 members Mstep: Class 21 contains 2848 members Mstep: Class 22 contains 913 members Mstep: Class 23 contains 1386 members Mstep: Class 24 contains 8844 members Mstep: Class 25 contains 6833 members Entering Unmasked Estep ConsiderDeletion Score: -55705252.000000 Penalty: 80642.781250 Iteration 77Q: 26 clusters Score -5.570525e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18788 members Mstep: Class 2 contains 116382 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21674 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 535 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 3768 members Mstep: Class 9 contains 14776 members Mstep: Class 10 contains 24656 members Mstep: Class 11 contains 21798 members Mstep: Class 12 contains 5676 members Mstep: Class 13 contains 1754 members Mstep: Class 14 contains 941 members Mstep: Class 15 contains 1830 members Mstep: Class 16 contains 8106 members Mstep: Class 17 contains 1880 members Mstep: Class 18 contains 12920 members Mstep: Class 19 contains 164281 members Mstep: Class 20 contains 3520 members Mstep: Class 21 contains 2849 members Mstep: Class 22 contains 913 members Mstep: Class 23 contains 1386 members Mstep: Class 24 contains 8842 members Mstep: Class 25 contains 6829 members Entering Unmasked Estep ConsiderDeletion Score: -55705320.000000 Penalty: 80642.781250 Iteration 78Q: 26 clusters Score -5.570532e+07 nChanged 216 Entering ConstructFrom: Score: -55705320.000000 Penalty: 80642.781250 Entering ConstructFrom: Trying to split cluster 1 (18799 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18799 members Entering Unmasked Estep Score: -2339605.000000 Penalty: 2440.706787 Iteration 0F: 2 clusters Score -2339605 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9354 members Mstep: Class 2 contains 9445 members Entering Unmasked Estep Score: -2326169.500000 Penalty: 4881.413574 Iteration 0F: 3 clusters Score -2326170 nChanged 8293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9161 members Mstep: Class 2 contains 9638 members Entering Unmasked Estep Score: -2330564.250000 Penalty: 4881.413574 Iteration 1F: 3 clusters Score -2330564 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9016 members Mstep: Class 2 contains 9783 members Entering Unmasked Estep Score: -2330873.000000 Penalty: 4881.413574 Iteration 2Q: 3 clusters Score -2330873 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8833 members Mstep: Class 2 contains 9966 members Entering Unmasked Estep Score: -2331114.500000 Penalty: 4881.413574 Iteration 3Q: 3 clusters Score -2331114 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 10216 members Entering Unmasked Estep Score: -2331337.250000 Penalty: 4881.413574 Iteration 4Q: 3 clusters Score -2331337 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8261 members Mstep: Class 2 contains 10538 members Entering Unmasked Estep Score: -2331524.500000 Penalty: 4881.413574 Iteration 5Q: 3 clusters Score -2331524 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7811 members Mstep: Class 2 contains 10988 members Entering Unmasked Estep Score: -2331765.750000 Penalty: 4881.413574 Iteration 6Q: 3 clusters Score -2331766 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7260 members Mstep: Class 2 contains 11539 members Entering Unmasked Estep Score: -2332068.500000 Penalty: 4881.413574 Iteration 7Q: 3 clusters Score -2332068 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6565 members Mstep: Class 2 contains 12234 members Entering Unmasked Estep Score: -2332474.000000 Penalty: 4881.413574 Iteration 8Q: 3 clusters Score -2332474 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5760 members Mstep: Class 2 contains 13039 members Entering Unmasked Estep Score: -2332999.000000 Penalty: 4881.413574 Iteration 9Q: 3 clusters Score -2332999 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 13920 members Entering Unmasked Estep Score: -2333609.000000 Penalty: 4881.413574 Iteration 10Q: 3 clusters Score -2333609 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3918 members Mstep: Class 2 contains 14881 members Entering Unmasked Estep Score: -2334372.000000 Penalty: 4881.413574 Iteration 11F: 3 clusters Score -2334372 nChanged 1024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 15879 members Entering Unmasked Estep Score: -2335207.500000 Penalty: 4881.413574 Iteration 12F: 3 clusters Score -2335208 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 16760 members Entering Unmasked Estep Score: -2335972.250000 Penalty: 4881.413574 Iteration 13Q: 3 clusters Score -2335972 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 17404 members Entering Unmasked Estep Score: -2336551.500000 Penalty: 4881.413574 Iteration 14Q: 3 clusters Score -2336552 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 17844 members Entering Unmasked Estep Score: -2336950.250000 Penalty: 4881.413574 Iteration 15Q: 3 clusters Score -2336950 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 18096 members Entering Unmasked Estep Score: -2337190.750000 Penalty: 4881.413574 Iteration 16Q: 3 clusters Score -2337191 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 18248 members Entering Unmasked Estep Score: -2337323.500000 Penalty: 4881.413574 Iteration 17Q: 3 clusters Score -2337324 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 18330 members Entering Unmasked Estep Score: -2337397.750000 Penalty: 4881.413574 Iteration 18Q: 3 clusters Score -2337398 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 18374 members Entering Unmasked Estep Score: -2337439.000000 Penalty: 4881.413574 Iteration 19Q: 3 clusters Score -2337439 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 18396 members Entering Unmasked Estep Score: -2337465.000000 Penalty: 4881.413574 Iteration 20F: 3 clusters Score -2337465 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 18413 members Entering Unmasked Estep Score: -2337480.500000 Penalty: 4881.413574 Iteration 21Q: 3 clusters Score -2337480 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 18425 members Entering Unmasked Estep Score: -2337498.250000 Penalty: 4881.413574 Iteration 22Q: 3 clusters Score -2337498 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 18433 members Entering Unmasked Estep Score: -2337508.000000 Penalty: 4881.413574 Iteration 23Q: 3 clusters Score -2337508 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 18438 members Entering Unmasked Estep Score: -2337511.000000 Penalty: 4881.413574 Iteration 24Q: 3 clusters Score -2337511 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 18442 members Entering Unmasked Estep Score: -2337513.750000 Penalty: 4881.413574 Iteration 25Q: 3 clusters Score -2337514 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 18444 members Entering Unmasked Estep Score: -2337521.250000 Penalty: 4881.413574 Iteration 26Q: 3 clusters Score -2337521 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 18449 members Entering Unmasked Estep Score: -2337524.500000 Penalty: 4881.413574 Iteration 27Q: 3 clusters Score -2337524 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 18451 members Entering Unmasked Estep Score: -2337527.500000 Penalty: 4881.413574 Iteration 28Q: 3 clusters Score -2337528 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 18452 members Entering Unmasked Estep Score: -2337530.000000 Penalty: 4881.413574 Iteration 29Q: 3 clusters Score -2337530 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 18453 members Entering Unmasked Estep Score: -2337530.750000 Penalty: 4881.413574 Iteration 30Q: 3 clusters Score -2337531 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 18455 members Entering Unmasked Estep Score: -2337534.000000 Penalty: 4881.413574 Iteration 31Q: 3 clusters Score -2337534 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 18460 members Entering Unmasked Estep Score: -2337540.000000 Penalty: 4881.413574 Iteration 32Q: 3 clusters Score -2337540 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 18462 members Entering Unmasked Estep Score: -2337540.250000 Penalty: 4881.413574 Iteration 33Q: 3 clusters Score -2337540 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 18464 members Entering Unmasked Estep Score: -2337540.750000 Penalty: 4881.413574 Iteration 34Q: 3 clusters Score -2337541 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 18465 members Entering Unmasked Estep Score: -2337542.750000 Penalty: 4881.413574 Iteration 35Q: 3 clusters Score -2337543 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 18466 members Entering Unmasked Estep Score: -2337543.000000 Penalty: 4881.413574 Iteration 36Q: 3 clusters Score -2337543 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 18468 members Entering Unmasked Estep Score: -2337542.500000 Penalty: 4881.413574 Iteration 37Q: 3 clusters Score -2337542 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 18468 members Entering Unmasked Estep Score: -2337542.500000 Penalty: 4881.413574 Iteration 38F: 3 clusters Score -2337542 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (116279 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116279 members Entering Unmasked Estep Score: -14879951.000000 Penalty: 2892.609375 Iteration 0F: 2 clusters Score -1.487995e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58126 members Mstep: Class 2 contains 58153 members Entering Unmasked Estep Score: -14802294.000000 Penalty: 5785.218750 Iteration 0F: 3 clusters Score -1.480229e+07 nChanged 55152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58548 members Mstep: Class 2 contains 57731 members Entering Unmasked Estep Score: -14833228.000000 Penalty: 5785.218750 Iteration 1F: 3 clusters Score -1.483323e+07 nChanged 3613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58541 members Mstep: Class 2 contains 57738 members Entering Unmasked Estep Score: -14833977.000000 Penalty: 5785.218750 Iteration 2Q: 3 clusters Score -1.483398e+07 nChanged 3435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58544 members Mstep: Class 2 contains 57735 members Entering Unmasked Estep Score: -14834812.000000 Penalty: 5785.218750 Iteration 3Q: 3 clusters Score -1.483481e+07 nChanged 3607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58541 members Mstep: Class 2 contains 57738 members Entering Unmasked Estep Score: -14835809.000000 Penalty: 5785.218750 Iteration 4Q: 3 clusters Score -1.483581e+07 nChanged 4088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58477 members Mstep: Class 2 contains 57802 members Entering Unmasked Estep Score: -14837107.000000 Penalty: 5785.218750 Iteration 5Q: 3 clusters Score -1.483711e+07 nChanged 4559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58422 members Mstep: Class 2 contains 57857 members Entering Unmasked Estep Score: -14838856.000000 Penalty: 5785.218750 Iteration 6Q: 3 clusters Score -1.483886e+07 nChanged 5340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58288 members Mstep: Class 2 contains 57991 members Entering Unmasked Estep Score: -14841342.000000 Penalty: 5785.218750 Iteration 7Q: 3 clusters Score -1.484134e+07 nChanged 6297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58285 members Mstep: Class 2 contains 57994 members Entering Unmasked Estep Score: -14845153.000000 Penalty: 5785.218750 Iteration 8F: 3 clusters Score -1.484515e+07 nChanged 7182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58543 members Mstep: Class 2 contains 57736 members Entering Unmasked Estep Score: -14850399.000000 Penalty: 5785.218750 Iteration 9F: 3 clusters Score -1.48504e+07 nChanged 7773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59254 members Mstep: Class 2 contains 57025 members Entering Unmasked Estep Score: -14857309.000000 Penalty: 5785.218750 Iteration 10F: 3 clusters Score -1.485731e+07 nChanged 7657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59951 members Mstep: Class 2 contains 56328 members Entering Unmasked Estep Score: -14864280.000000 Penalty: 5785.218750 Iteration 11F: 3 clusters Score -1.486428e+07 nChanged 6357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60630 members Mstep: Class 2 contains 55649 members Entering Unmasked Estep Score: -14869538.000000 Penalty: 5785.218750 Iteration 12F: 3 clusters Score -1.486954e+07 nChanged 4589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61273 members Mstep: Class 2 contains 55006 members Entering Unmasked Estep Score: -14873124.000000 Penalty: 5785.218750 Iteration 13Q: 3 clusters Score -1.487312e+07 nChanged 3640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62153 members Mstep: Class 2 contains 54126 members Entering Unmasked Estep Score: -14875915.000000 Penalty: 5785.218750 Iteration 14Q: 3 clusters Score -1.487592e+07 nChanged 3064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63185 members Mstep: Class 2 contains 53094 members Entering Unmasked Estep Score: -14878032.000000 Penalty: 5785.218750 Iteration 15Q: 3 clusters Score -1.487803e+07 nChanged 2446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64223 members Mstep: Class 2 contains 52056 members Entering Unmasked Estep Score: -14879616.000000 Penalty: 5785.218750 Iteration 16Q: 3 clusters Score -1.487962e+07 nChanged 1971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65184 members Mstep: Class 2 contains 51095 members Entering Unmasked Estep Score: -14880641.000000 Penalty: 5785.218750 Iteration 17Q: 3 clusters Score -1.488064e+07 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66068 members Mstep: Class 2 contains 50211 members Entering Unmasked Estep Score: -14881451.000000 Penalty: 5785.218750 Iteration 18Q: 3 clusters Score -1.488145e+07 nChanged 1193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66901 members Mstep: Class 2 contains 49378 members Entering Unmasked Estep Score: -14881813.000000 Penalty: 5785.218750 Iteration 19Q: 3 clusters Score -1.488181e+07 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67624 members Mstep: Class 2 contains 48655 members Entering Unmasked Estep Score: -14882058.000000 Penalty: 5785.218750 Iteration 20F: 3 clusters Score -1.488206e+07 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68218 members Mstep: Class 2 contains 48061 members Entering Unmasked Estep Score: -14882234.000000 Penalty: 5785.218750 Iteration 21Q: 3 clusters Score -1.488223e+07 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68726 members Mstep: Class 2 contains 47553 members Entering Unmasked Estep Score: -14882339.000000 Penalty: 5785.218750 Iteration 22Q: 3 clusters Score -1.488234e+07 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69158 members Mstep: Class 2 contains 47121 members Entering Unmasked Estep Score: -14882410.000000 Penalty: 5785.218750 Iteration 23Q: 3 clusters Score -1.488241e+07 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69510 members Mstep: Class 2 contains 46769 members Entering Unmasked Estep Score: -14882397.000000 Penalty: 5785.218750 Iteration 24Q: 3 clusters Score -1.48824e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69797 members Mstep: Class 2 contains 46482 members Entering Unmasked Estep Score: -14882415.000000 Penalty: 5785.218750 Iteration 25Q: 3 clusters Score -1.488242e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70039 members Mstep: Class 2 contains 46240 members Entering Unmasked Estep Score: -14882410.000000 Penalty: 5785.218750 Iteration 26Q: 3 clusters Score -1.488241e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70250 members Mstep: Class 2 contains 46029 members Entering Unmasked Estep Score: -14882420.000000 Penalty: 5785.218750 Iteration 27Q: 3 clusters Score -1.488242e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70447 members Mstep: Class 2 contains 45832 members Entering Unmasked Estep Score: -14882424.000000 Penalty: 5785.218750 Iteration 28Q: 3 clusters Score -1.488242e+07 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70593 members Mstep: Class 2 contains 45686 members Entering Unmasked Estep Score: -14882435.000000 Penalty: 5785.218750 Iteration 29Q: 3 clusters Score -1.488244e+07 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70729 members Mstep: Class 2 contains 45550 members Entering Unmasked Estep Score: -14882437.000000 Penalty: 5785.218750 Iteration 30Q: 3 clusters Score -1.488244e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70849 members Mstep: Class 2 contains 45430 members Entering Unmasked Estep Score: -14882436.000000 Penalty: 5785.218750 Iteration 31Q: 3 clusters Score -1.488244e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70971 members Mstep: Class 2 contains 45308 members Entering Unmasked Estep Score: -14882473.000000 Penalty: 5785.218750 Iteration 32Q: 3 clusters Score -1.488247e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71068 members Mstep: Class 2 contains 45211 members Entering Unmasked Estep Score: -14882464.000000 Penalty: 5785.218750 Iteration 33Q: 3 clusters Score -1.488246e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71137 members Mstep: Class 2 contains 45142 members Entering Unmasked Estep Score: -14882459.000000 Penalty: 5785.218750 Iteration 34Q: 3 clusters Score -1.488246e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71187 members Mstep: Class 2 contains 45092 members Entering Unmasked Estep Score: -14882459.000000 Penalty: 5785.218750 Iteration 35Q: 3 clusters Score -1.488246e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71232 members Mstep: Class 2 contains 45047 members Entering Unmasked Estep Score: -14882470.000000 Penalty: 5785.218750 Iteration 36Q: 3 clusters Score -1.488247e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71277 members Mstep: Class 2 contains 45002 members Entering Unmasked Estep Score: -14882467.000000 Penalty: 5785.218750 Iteration 37Q: 3 clusters Score -1.488247e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71310 members Mstep: Class 2 contains 44969 members Entering Unmasked Estep Score: -14882477.000000 Penalty: 5785.218750 Iteration 38Q: 3 clusters Score -1.488248e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71343 members Mstep: Class 2 contains 44936 members Entering Unmasked Estep Score: -14882466.000000 Penalty: 5785.218750 Iteration 39Q: 3 clusters Score -1.488247e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71378 members Mstep: Class 2 contains 44901 members Entering Unmasked Estep Score: -14882462.000000 Penalty: 5785.218750 Iteration 40F: 3 clusters Score -1.488246e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71404 members Mstep: Class 2 contains 44875 members Entering Unmasked Estep Score: -14882471.000000 Penalty: 5785.218750 Iteration 41Q: 3 clusters Score -1.488247e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71429 members Mstep: Class 2 contains 44850 members Entering Unmasked Estep Score: -14882477.000000 Penalty: 5785.218750 Iteration 42Q: 3 clusters Score -1.488248e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71459 members Mstep: Class 2 contains 44820 members Entering Unmasked Estep Score: -14882478.000000 Penalty: 5785.218750 Iteration 43Q: 3 clusters Score -1.488248e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71493 members Mstep: Class 2 contains 44786 members Entering Unmasked Estep Score: -14882483.000000 Penalty: 5785.218750 Iteration 44Q: 3 clusters Score -1.488248e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71519 members Mstep: Class 2 contains 44760 members Entering Unmasked Estep Score: -14882472.000000 Penalty: 5785.218750 Iteration 45Q: 3 clusters Score -1.488247e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71541 members Mstep: Class 2 contains 44738 members Entering Unmasked Estep Score: -14882488.000000 Penalty: 5785.218750 Iteration 46Q: 3 clusters Score -1.488249e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71563 members Mstep: Class 2 contains 44716 members Entering Unmasked Estep Score: -14882482.000000 Penalty: 5785.218750 Iteration 47Q: 3 clusters Score -1.488248e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71582 members Mstep: Class 2 contains 44697 members Entering Unmasked Estep Score: -14882488.000000 Penalty: 5785.218750 Iteration 48Q: 3 clusters Score -1.488249e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71599 members Mstep: Class 2 contains 44680 members Entering Unmasked Estep Score: -14882485.000000 Penalty: 5785.218750 Iteration 49Q: 3 clusters Score -1.488248e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71612 members Mstep: Class 2 contains 44667 members Entering Unmasked Estep Score: -14882480.000000 Penalty: 5785.218750 Iteration 50Q: 3 clusters Score -1.488248e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71626 members Mstep: Class 2 contains 44653 members Entering Unmasked Estep Score: -14882472.000000 Penalty: 5785.218750 Iteration 51Q: 3 clusters Score -1.488247e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71636 members Mstep: Class 2 contains 44643 members Entering Unmasked Estep Score: -14882477.000000 Penalty: 5785.218750 Iteration 52Q: 3 clusters Score -1.488248e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71645 members Mstep: Class 2 contains 44634 members Entering Unmasked Estep Score: -14882466.000000 Penalty: 5785.218750 Iteration 53Q: 3 clusters Score -1.488247e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71656 members Mstep: Class 2 contains 44623 members Entering Unmasked Estep Score: -14882475.000000 Penalty: 5785.218750 Iteration 54Q: 3 clusters Score -1.488248e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71666 members Mstep: Class 2 contains 44613 members Entering Unmasked Estep Score: -14882467.000000 Penalty: 5785.218750 Iteration 55Q: 3 clusters Score -1.488247e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71675 members Mstep: Class 2 contains 44604 members Entering Unmasked Estep Score: -14882463.000000 Penalty: 5785.218750 Iteration 56Q: 3 clusters Score -1.488246e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71681 members Mstep: Class 2 contains 44598 members Entering Unmasked Estep Score: -14882459.000000 Penalty: 5785.218750 Iteration 57Q: 3 clusters Score -1.488246e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71691 members Mstep: Class 2 contains 44588 members Entering Unmasked Estep Score: -14882449.000000 Penalty: 5785.218750 Iteration 58Q: 3 clusters Score -1.488245e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71701 members Mstep: Class 2 contains 44578 members Entering Unmasked Estep Score: -14882454.000000 Penalty: 5785.218750 Iteration 59Q: 3 clusters Score -1.488245e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71706 members Mstep: Class 2 contains 44573 members Entering Unmasked Estep Score: -14882460.000000 Penalty: 5785.218750 Iteration 60F: 3 clusters Score -1.488246e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71711 members Mstep: Class 2 contains 44568 members Entering Unmasked Estep Score: -14882459.000000 Penalty: 5785.218750 Iteration 61Q: 3 clusters Score -1.488246e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71713 members Mstep: Class 2 contains 44566 members Entering Unmasked Estep Score: -14882461.000000 Penalty: 5785.218750 Iteration 62Q: 3 clusters Score -1.488246e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71713 members Mstep: Class 2 contains 44566 members Entering Unmasked Estep Score: -14882461.000000 Penalty: 5785.218750 Iteration 63F: 3 clusters Score -1.488246e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18799 members Mstep: Class 2 contains 71713 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21665 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 535 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 3768 members Mstep: Class 9 contains 14777 members Mstep: Class 10 contains 24656 members Mstep: Class 11 contains 21794 members Mstep: Class 12 contains 5692 members Mstep: Class 13 contains 1754 members Mstep: Class 14 contains 941 members Mstep: Class 15 contains 1832 members Mstep: Class 16 contains 8106 members Mstep: Class 17 contains 1862 members Mstep: Class 18 contains 12918 members Mstep: Class 19 contains 164393 members Mstep: Class 20 contains 3519 members Mstep: Class 21 contains 2848 members Mstep: Class 22 contains 913 members Mstep: Class 23 contains 1386 members Mstep: Class 24 contains 8840 members Mstep: Class 25 contains 6827 members Mstep: Class 26 contains 44566 members Entering Unmasked Estep Score: -55707568.000000 Penalty: 83868.500000 Splitting cluster 2 changes total score from -55705320.000000 to -55707568.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 3 (568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Entering Unmasked Estep Score: -65956.062500 Penalty: 1572.846191 Iteration 0F: 2 clusters Score -65956.06 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 295 members Entering Unmasked Estep Score: -64394.511719 Penalty: 3145.692383 Iteration 0F: 3 clusters Score -64394.51 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -64613.785156 Penalty: 3145.692383 Iteration 1F: 3 clusters Score -64613.79 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -64709.898438 Penalty: 3145.692383 Iteration 2F: 3 clusters Score -64709.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -64789.414062 Penalty: 3145.692383 Iteration 3Q: 3 clusters Score -64789.41 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -64842.855469 Penalty: 3145.692383 Iteration 4Q: 3 clusters Score -64842.86 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -64875.367188 Penalty: 3145.692383 Iteration 5Q: 3 clusters Score -64875.37 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -64902.597656 Penalty: 3145.692383 Iteration 6Q: 3 clusters Score -64902.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -64918.261719 Penalty: 3145.692383 Iteration 7Q: 3 clusters Score -64918.26 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -64933.886719 Penalty: 3145.692383 Iteration 8Q: 3 clusters Score -64933.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -64948.269531 Penalty: 3145.692383 Iteration 9Q: 3 clusters Score -64948.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -64956.726562 Penalty: 3145.692383 Iteration 10Q: 3 clusters Score -64956.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -64956.726562 Penalty: 3145.692383 Iteration 11F: 3 clusters Score -64956.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (21665 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21665 members Entering Unmasked Estep Score: -2791531.000000 Penalty: 2475.896484 Iteration 0F: 2 clusters Score -2791531 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10748 members Mstep: Class 2 contains 10917 members Entering Unmasked Estep Score: -2776407.750000 Penalty: 4951.792969 Iteration 0F: 3 clusters Score -2776408 nChanged 9624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10198 members Mstep: Class 2 contains 11467 members Entering Unmasked Estep Score: -2781532.250000 Penalty: 4951.792969 Iteration 1F: 3 clusters Score -2781532 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9896 members Mstep: Class 2 contains 11769 members Entering Unmasked Estep Score: -2782085.750000 Penalty: 4951.792969 Iteration 2F: 3 clusters Score -2782086 nChanged 1185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9447 members Mstep: Class 2 contains 12218 members Entering Unmasked Estep Score: -2782674.750000 Penalty: 4951.792969 Iteration 3F: 3 clusters Score -2782675 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8800 members Mstep: Class 2 contains 12865 members Entering Unmasked Estep Score: -2783355.000000 Penalty: 4951.792969 Iteration 4F: 3 clusters Score -2783355 nChanged 1349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7987 members Mstep: Class 2 contains 13678 members Entering Unmasked Estep Score: -2784240.000000 Penalty: 4951.792969 Iteration 5F: 3 clusters Score -2784240 nChanged 1488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6981 members Mstep: Class 2 contains 14684 members Entering Unmasked Estep Score: -2785404.750000 Penalty: 4951.792969 Iteration 6F: 3 clusters Score -2785405 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5924 members Mstep: Class 2 contains 15741 members Entering Unmasked Estep Score: -2786806.250000 Penalty: 4951.792969 Iteration 7F: 3 clusters Score -2786806 nChanged 1338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5014 members Mstep: Class 2 contains 16651 members Entering Unmasked Estep Score: -2788460.250000 Penalty: 4951.792969 Iteration 8F: 3 clusters Score -2788460 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 17177 members Entering Unmasked Estep Score: -2789918.250000 Penalty: 4951.792969 Iteration 9Q: 3 clusters Score -2789918 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4316 members Mstep: Class 2 contains 17349 members Entering Unmasked Estep Score: -2790515.250000 Penalty: 4951.792969 Iteration 10Q: 3 clusters Score -2790515 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 17433 members Entering Unmasked Estep Score: -2790665.000000 Penalty: 4951.792969 Iteration 11Q: 3 clusters Score -2790665 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4185 members Mstep: Class 2 contains 17480 members Entering Unmasked Estep Score: -2790727.500000 Penalty: 4951.792969 Iteration 12Q: 3 clusters Score -2790728 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4151 members Mstep: Class 2 contains 17514 members Entering Unmasked Estep Score: -2790744.500000 Penalty: 4951.792969 Iteration 13Q: 3 clusters Score -2790744 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4127 members Mstep: Class 2 contains 17538 members Entering Unmasked Estep Score: -2790757.500000 Penalty: 4951.792969 Iteration 14Q: 3 clusters Score -2790758 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 17549 members Entering Unmasked Estep Score: -2790760.750000 Penalty: 4951.792969 Iteration 15Q: 3 clusters Score -2790761 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4110 members Mstep: Class 2 contains 17555 members Entering Unmasked Estep Score: -2790767.250000 Penalty: 4951.792969 Iteration 16Q: 3 clusters Score -2790767 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 17560 members Entering Unmasked Estep Score: -2790761.750000 Penalty: 4951.792969 Iteration 17Q: 3 clusters Score -2790762 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4101 members Mstep: Class 2 contains 17564 members Entering Unmasked Estep Score: -2790763.750000 Penalty: 4951.792969 Iteration 18Q: 3 clusters Score -2790764 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4095 members Mstep: Class 2 contains 17570 members Entering Unmasked Estep Score: -2790768.750000 Penalty: 4951.792969 Iteration 19Q: 3 clusters Score -2790769 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 17574 members Entering Unmasked Estep Score: -2790773.000000 Penalty: 4951.792969 Iteration 20F: 3 clusters Score -2790773 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 17575 members Entering Unmasked Estep Score: -2790773.750000 Penalty: 4951.792969 Iteration 21Q: 3 clusters Score -2790774 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 17574 members Entering Unmasked Estep Score: -2790776.000000 Penalty: 4951.792969 Iteration 22Q: 3 clusters Score -2790776 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 17578 members Entering Unmasked Estep Score: -2790772.750000 Penalty: 4951.792969 Iteration 23Q: 3 clusters Score -2790773 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 17581 members Entering Unmasked Estep Score: -2790776.250000 Penalty: 4951.792969 Iteration 24Q: 3 clusters Score -2790776 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 17583 members Entering Unmasked Estep Score: -2790773.000000 Penalty: 4951.792969 Iteration 25Q: 3 clusters Score -2790773 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4079 members Mstep: Class 2 contains 17586 members Entering Unmasked Estep Score: -2790772.500000 Penalty: 4951.792969 Iteration 26Q: 3 clusters Score -2790772 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 17591 members Entering Unmasked Estep Score: -2790778.750000 Penalty: 4951.792969 Iteration 27Q: 3 clusters Score -2790779 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 17594 members Entering Unmasked Estep Score: -2790782.000000 Penalty: 4951.792969 Iteration 28Q: 3 clusters Score -2790782 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 17597 members Entering Unmasked Estep Score: -2790777.000000 Penalty: 4951.792969 Iteration 29Q: 3 clusters Score -2790777 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 17599 members Entering Unmasked Estep Score: -2790775.000000 Penalty: 4951.792969 Iteration 30Q: 3 clusters Score -2790775 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4066 members Mstep: Class 2 contains 17599 members Entering Unmasked Estep Score: -2790775.000000 Penalty: 4951.792969 Iteration 31F: 3 clusters Score -2790775 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Entering Unmasked Estep Score: -20332.371094 Penalty: 1279.445679 Iteration 0F: 2 clusters Score -20332.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -19249.912109 Penalty: 2558.891357 Iteration 0F: 3 clusters Score -19249.91 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -19324.076172 Penalty: 2558.891357 Iteration 1F: 3 clusters Score -19324.08 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 93 members Entering Unmasked Estep Score: -19338.271484 Penalty: 2558.891357 Iteration 2Q: 3 clusters Score -19338.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -19341.718750 Penalty: 2558.891357 Iteration 3Q: 3 clusters Score -19341.72 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 94 members Entering Unmasked Estep Score: -19341.718750 Penalty: 2558.891357 Iteration 4F: 3 clusters Score -19341.72 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (535 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Entering Unmasked Estep Score: -55609.781250 Penalty: 1558.002075 Iteration 0F: 2 clusters Score -55609.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -54125.425781 Penalty: 3116.004150 Iteration 0F: 3 clusters Score -54125.43 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -54566.234375 Penalty: 3116.004150 Iteration 1F: 3 clusters Score -54566.23 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -55228.039062 Penalty: 3116.004150 Iteration 2F: 3 clusters Score -55228.04 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -55849.703125 Penalty: 3116.004150 Iteration 3F: 3 clusters Score -55849.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -56184.542969 Penalty: 3116.004150 Iteration 4Q: 3 clusters Score -56184.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -56233.683594 Penalty: 3116.004150 Iteration 5Q: 3 clusters Score -56233.68 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -56251.585938 Penalty: 3116.004150 Iteration 6Q: 3 clusters Score -56251.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -56267.601562 Penalty: 3116.004150 Iteration 7Q: 3 clusters Score -56267.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 366 members Entering Unmasked Estep Score: -56286.375000 Penalty: 3116.004150 Iteration 8Q: 3 clusters Score -56286.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -56325.089844 Penalty: 3116.004150 Iteration 9Q: 3 clusters Score -56325.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -56349.191406 Penalty: 3116.004150 Iteration 10Q: 3 clusters Score -56349.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -56370.320312 Penalty: 3116.004150 Iteration 11Q: 3 clusters Score -56370.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -56370.320312 Penalty: 3116.004150 Iteration 12F: 3 clusters Score -56370.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18799 members Mstep: Class 2 contains 71713 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21665 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 164 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 3768 members Mstep: Class 9 contains 14777 members Mstep: Class 10 contains 24656 members Mstep: Class 11 contains 21794 members Mstep: Class 12 contains 5692 members Mstep: Class 13 contains 1754 members Mstep: Class 14 contains 941 members Mstep: Class 15 contains 1832 members Mstep: Class 16 contains 8106 members Mstep: Class 17 contains 1862 members Mstep: Class 18 contains 12918 members Mstep: Class 19 contains 164393 members Mstep: Class 20 contains 3519 members Mstep: Class 21 contains 2848 members Mstep: Class 22 contains 913 members Mstep: Class 23 contains 1386 members Mstep: Class 24 contains 8840 members Mstep: Class 25 contains 6827 members Mstep: Class 26 contains 44566 members Mstep: Class 27 contains 371 members Entering Unmasked Estep Score: -55706696.000000 Penalty: 87094.210938 Splitting cluster 6 changes total score from -55705320.000000 to -55706696.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 7 (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: -69986.320312 Penalty: 1593.769165 Iteration 0F: 2 clusters Score -69986.32 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 310 members Entering Unmasked Estep Score: -68444.531250 Penalty: 3187.538330 Iteration 0F: 3 clusters Score -68444.53 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -68820.257812 Penalty: 3187.538330 Iteration 1F: 3 clusters Score -68820.26 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -69003.218750 Penalty: 3187.538330 Iteration 2F: 3 clusters Score -69003.22 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -69135.742188 Penalty: 3187.538330 Iteration 3F: 3 clusters Score -69135.74 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -69272.992188 Penalty: 3187.538330 Iteration 4F: 3 clusters Score -69272.99 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -69406.460938 Penalty: 3187.538330 Iteration 5F: 3 clusters Score -69406.46 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -69474.531250 Penalty: 3187.538330 Iteration 6Q: 3 clusters Score -69474.53 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -69514.226562 Penalty: 3187.538330 Iteration 7Q: 3 clusters Score -69514.23 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -69532.523438 Penalty: 3187.538330 Iteration 8Q: 3 clusters Score -69532.52 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -69562.476562 Penalty: 3187.538330 Iteration 9Q: 3 clusters Score -69562.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -69592.007812 Penalty: 3187.538330 Iteration 10Q: 3 clusters Score -69592.01 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -69599.789062 Penalty: 3187.538330 Iteration 11Q: 3 clusters Score -69599.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -69624.359375 Penalty: 3187.538330 Iteration 12Q: 3 clusters Score -69624.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -69651.742188 Penalty: 3187.538330 Iteration 13Q: 3 clusters Score -69651.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -69692.062500 Penalty: 3187.538330 Iteration 14Q: 3 clusters Score -69692.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -69720.484375 Penalty: 3187.538330 Iteration 15Q: 3 clusters Score -69720.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -69771.140625 Penalty: 3187.538330 Iteration 16Q: 3 clusters Score -69771.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -69802.625000 Penalty: 3187.538330 Iteration 17Q: 3 clusters Score -69802.62 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -69838.656250 Penalty: 3187.538330 Iteration 18Q: 3 clusters Score -69838.66 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -69856.632812 Penalty: 3187.538330 Iteration 19Q: 3 clusters Score -69856.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -69865.476562 Penalty: 3187.538330 Iteration 20F: 3 clusters Score -69865.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -69886.085938 Penalty: 3187.538330 Iteration 21Q: 3 clusters Score -69886.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -69888.007812 Penalty: 3187.538330 Iteration 22Q: 3 clusters Score -69888.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -69888.007812 Penalty: 3187.538330 Iteration 23F: 3 clusters Score -69888.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3768 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Entering Unmasked Estep Score: -486878.531250 Penalty: 2042.106323 Iteration 0F: 2 clusters Score -486878.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -483127.437500 Penalty: 4084.212646 Iteration 0F: 3 clusters Score -483127.4 nChanged 1359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -483931.125000 Penalty: 4084.212646 Iteration 1F: 3 clusters Score -483931.1 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -484085.062500 Penalty: 4084.212646 Iteration 2F: 3 clusters Score -484085.1 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -484181.437500 Penalty: 4084.212646 Iteration 3Q: 3 clusters Score -484181.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -484249.062500 Penalty: 4084.212646 Iteration 4Q: 3 clusters Score -484249.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -484298.406250 Penalty: 4084.212646 Iteration 5Q: 3 clusters Score -484298.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -484325.812500 Penalty: 4084.212646 Iteration 6Q: 3 clusters Score -484325.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -484341.812500 Penalty: 4084.212646 Iteration 7Q: 3 clusters Score -484341.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -484356.250000 Penalty: 4084.212646 Iteration 8Q: 3 clusters Score -484356.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -484362.375000 Penalty: 4084.212646 Iteration 9Q: 3 clusters Score -484362.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 1611 members Entering Unmasked Estep Score: -484367.812500 Penalty: 4084.212646 Iteration 10Q: 3 clusters Score -484367.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -484371.281250 Penalty: 4084.212646 Iteration 11Q: 3 clusters Score -484371.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -484376.375000 Penalty: 4084.212646 Iteration 12Q: 3 clusters Score -484376.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -484382.437500 Penalty: 4084.212646 Iteration 13Q: 3 clusters Score -484382.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 1585 members Entering Unmasked Estep Score: -484388.562500 Penalty: 4084.212646 Iteration 14Q: 3 clusters Score -484388.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -484393.281250 Penalty: 4084.212646 Iteration 15Q: 3 clusters Score -484393.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -484397.718750 Penalty: 4084.212646 Iteration 16Q: 3 clusters Score -484397.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -484403.031250 Penalty: 4084.212646 Iteration 17Q: 3 clusters Score -484403 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -484406.843750 Penalty: 4084.212646 Iteration 18Q: 3 clusters Score -484406.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -484411.000000 Penalty: 4084.212646 Iteration 19Q: 3 clusters Score -484411 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -484413.718750 Penalty: 4084.212646 Iteration 20F: 3 clusters Score -484413.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -484414.468750 Penalty: 4084.212646 Iteration 21Q: 3 clusters Score -484414.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -484417.062500 Penalty: 4084.212646 Iteration 22Q: 3 clusters Score -484417.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -484418.812500 Penalty: 4084.212646 Iteration 23Q: 3 clusters Score -484418.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -484420.968750 Penalty: 4084.212646 Iteration 24Q: 3 clusters Score -484421 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -484422.062500 Penalty: 4084.212646 Iteration 25Q: 3 clusters Score -484422.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -484423.562500 Penalty: 4084.212646 Iteration 26Q: 3 clusters Score -484423.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -484424.468750 Penalty: 4084.212646 Iteration 27Q: 3 clusters Score -484424.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -484426.656250 Penalty: 4084.212646 Iteration 28Q: 3 clusters Score -484426.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -484429.281250 Penalty: 4084.212646 Iteration 29Q: 3 clusters Score -484429.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -484430.625000 Penalty: 4084.212646 Iteration 30Q: 3 clusters Score -484430.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -484432.968750 Penalty: 4084.212646 Iteration 31Q: 3 clusters Score -484433 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -484437.000000 Penalty: 4084.212646 Iteration 32Q: 3 clusters Score -484437 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -484439.968750 Penalty: 4084.212646 Iteration 33Q: 3 clusters Score -484440 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -484441.687500 Penalty: 4084.212646 Iteration 34Q: 3 clusters Score -484441.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -484444.031250 Penalty: 4084.212646 Iteration 35Q: 3 clusters Score -484444 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -484444.718750 Penalty: 4084.212646 Iteration 36Q: 3 clusters Score -484444.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -484447.187500 Penalty: 4084.212646 Iteration 37Q: 3 clusters Score -484447.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -484450.500000 Penalty: 4084.212646 Iteration 38Q: 3 clusters Score -484450.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -484451.218750 Penalty: 4084.212646 Iteration 39Q: 3 clusters Score -484451.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -484453.656250 Penalty: 4084.212646 Iteration 40F: 3 clusters Score -484453.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -484456.093750 Penalty: 4084.212646 Iteration 41Q: 3 clusters Score -484456.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -484458.312500 Penalty: 4084.212646 Iteration 42Q: 3 clusters Score -484458.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -484461.750000 Penalty: 4084.212646 Iteration 43Q: 3 clusters Score -484461.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -484462.906250 Penalty: 4084.212646 Iteration 44Q: 3 clusters Score -484462.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -484462.750000 Penalty: 4084.212646 Iteration 45Q: 3 clusters Score -484462.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -484463.875000 Penalty: 4084.212646 Iteration 46Q: 3 clusters Score -484463.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -484465.031250 Penalty: 4084.212646 Iteration 47Q: 3 clusters Score -484465 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -484467.687500 Penalty: 4084.212646 Iteration 48Q: 3 clusters Score -484467.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -484471.031250 Penalty: 4084.212646 Iteration 49Q: 3 clusters Score -484471 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -484473.687500 Penalty: 4084.212646 Iteration 50Q: 3 clusters Score -484473.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -484474.843750 Penalty: 4084.212646 Iteration 51Q: 3 clusters Score -484474.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -484477.625000 Penalty: 4084.212646 Iteration 52Q: 3 clusters Score -484477.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -484480.406250 Penalty: 4084.212646 Iteration 53Q: 3 clusters Score -484480.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -484485.406250 Penalty: 4084.212646 Iteration 54Q: 3 clusters Score -484485.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 1379 members Entering Unmasked Estep Score: -484493.125000 Penalty: 4084.212646 Iteration 55Q: 3 clusters Score -484493.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2402 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -484501.406250 Penalty: 4084.212646 Iteration 56Q: 3 clusters Score -484501.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -484507.968750 Penalty: 4084.212646 Iteration 57Q: 3 clusters Score -484508 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -484515.375000 Penalty: 4084.212646 Iteration 58Q: 3 clusters Score -484515.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -484522.562500 Penalty: 4084.212646 Iteration 59Q: 3 clusters Score -484522.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -484530.343750 Penalty: 4084.212646 Iteration 60F: 3 clusters Score -484530.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -484537.031250 Penalty: 4084.212646 Iteration 61Q: 3 clusters Score -484537 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -484541.781250 Penalty: 4084.212646 Iteration 62Q: 3 clusters Score -484541.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -484546.500000 Penalty: 4084.212646 Iteration 63Q: 3 clusters Score -484546.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -484551.656250 Penalty: 4084.212646 Iteration 64Q: 3 clusters Score -484551.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -484555.062500 Penalty: 4084.212646 Iteration 65Q: 3 clusters Score -484555.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -484559.750000 Penalty: 4084.212646 Iteration 66Q: 3 clusters Score -484559.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -484566.937500 Penalty: 4084.212646 Iteration 67Q: 3 clusters Score -484566.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -484574.656250 Penalty: 4084.212646 Iteration 68Q: 3 clusters Score -484574.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -484585.375000 Penalty: 4084.212646 Iteration 69Q: 3 clusters Score -484585.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2572 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -484596.937500 Penalty: 4084.212646 Iteration 70Q: 3 clusters Score -484596.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -484601.312500 Penalty: 4084.212646 Iteration 71Q: 3 clusters Score -484601.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -484606.687500 Penalty: 4084.212646 Iteration 72Q: 3 clusters Score -484606.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -484610.500000 Penalty: 4084.212646 Iteration 73Q: 3 clusters Score -484610.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -484615.281250 Penalty: 4084.212646 Iteration 74Q: 3 clusters Score -484615.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -484619.281250 Penalty: 4084.212646 Iteration 75Q: 3 clusters Score -484619.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 1142 members Entering Unmasked Estep Score: -484622.656250 Penalty: 4084.212646 Iteration 76Q: 3 clusters Score -484622.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -484625.937500 Penalty: 4084.212646 Iteration 77Q: 3 clusters Score -484625.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -484627.750000 Penalty: 4084.212646 Iteration 78Q: 3 clusters Score -484627.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -484631.718750 Penalty: 4084.212646 Iteration 79Q: 3 clusters Score -484631.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -484634.781250 Penalty: 4084.212646 Iteration 80F: 3 clusters Score -484634.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -484638.031250 Penalty: 4084.212646 Iteration 81Q: 3 clusters Score -484638 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -484641.125000 Penalty: 4084.212646 Iteration 82Q: 3 clusters Score -484641.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -484641.718750 Penalty: 4084.212646 Iteration 83Q: 3 clusters Score -484641.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -484643.625000 Penalty: 4084.212646 Iteration 84Q: 3 clusters Score -484643.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -484645.437500 Penalty: 4084.212646 Iteration 85Q: 3 clusters Score -484645.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -484645.437500 Penalty: 4084.212646 Iteration 86F: 3 clusters Score -484645.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (14777 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14777 members Entering Unmasked Estep Score: -1897631.375000 Penalty: 2381.005127 Iteration 0F: 2 clusters Score -1897631 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7334 members Mstep: Class 2 contains 7443 members Entering Unmasked Estep Score: -1887021.500000 Penalty: 4762.010254 Iteration 0F: 3 clusters Score -1887022 nChanged 6370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7194 members Mstep: Class 2 contains 7583 members Entering Unmasked Estep Score: -1890257.750000 Penalty: 4762.010254 Iteration 1F: 3 clusters Score -1890258 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7139 members Mstep: Class 2 contains 7638 members Entering Unmasked Estep Score: -1890605.125000 Penalty: 4762.010254 Iteration 2F: 3 clusters Score -1890605 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7106 members Mstep: Class 2 contains 7671 members Entering Unmasked Estep Score: -1890897.500000 Penalty: 4762.010254 Iteration 3Q: 3 clusters Score -1890898 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7088 members Mstep: Class 2 contains 7689 members Entering Unmasked Estep Score: -1891177.125000 Penalty: 4762.010254 Iteration 4Q: 3 clusters Score -1891177 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 7662 members Entering Unmasked Estep Score: -1891400.125000 Penalty: 4762.010254 Iteration 5Q: 3 clusters Score -1891400 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7178 members Mstep: Class 2 contains 7599 members Entering Unmasked Estep Score: -1891603.875000 Penalty: 4762.010254 Iteration 6Q: 3 clusters Score -1891604 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7272 members Mstep: Class 2 contains 7505 members Entering Unmasked Estep Score: -1891795.250000 Penalty: 4762.010254 Iteration 7Q: 3 clusters Score -1891795 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7392 members Mstep: Class 2 contains 7385 members Entering Unmasked Estep Score: -1891986.250000 Penalty: 4762.010254 Iteration 8Q: 3 clusters Score -1891986 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7522 members Mstep: Class 2 contains 7255 members Entering Unmasked Estep Score: -1892145.250000 Penalty: 4762.010254 Iteration 9Q: 3 clusters Score -1892145 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7711 members Mstep: Class 2 contains 7066 members Entering Unmasked Estep Score: -1892284.625000 Penalty: 4762.010254 Iteration 10Q: 3 clusters Score -1892285 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7930 members Mstep: Class 2 contains 6847 members Entering Unmasked Estep Score: -1892403.875000 Penalty: 4762.010254 Iteration 11Q: 3 clusters Score -1892404 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8181 members Mstep: Class 2 contains 6596 members Entering Unmasked Estep Score: -1892522.750000 Penalty: 4762.010254 Iteration 12Q: 3 clusters Score -1892523 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8473 members Mstep: Class 2 contains 6304 members Entering Unmasked Estep Score: -1892646.750000 Penalty: 4762.010254 Iteration 13Q: 3 clusters Score -1892647 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8825 members Mstep: Class 2 contains 5952 members Entering Unmasked Estep Score: -1892797.125000 Penalty: 4762.010254 Iteration 14Q: 3 clusters Score -1892797 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9240 members Mstep: Class 2 contains 5537 members Entering Unmasked Estep Score: -1892982.875000 Penalty: 4762.010254 Iteration 15Q: 3 clusters Score -1892983 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9718 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -1893214.875000 Penalty: 4762.010254 Iteration 16Q: 3 clusters Score -1893215 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10245 members Mstep: Class 2 contains 4532 members Entering Unmasked Estep Score: -1893493.000000 Penalty: 4762.010254 Iteration 17Q: 3 clusters Score -1893493 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10800 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -1893815.625000 Penalty: 4762.010254 Iteration 18Q: 3 clusters Score -1893816 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11398 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -1894181.875000 Penalty: 4762.010254 Iteration 19Q: 3 clusters Score -1894182 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11988 members Mstep: Class 2 contains 2789 members Entering Unmasked Estep Score: -1894578.125000 Penalty: 4762.010254 Iteration 20F: 3 clusters Score -1894578 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12531 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -1894951.125000 Penalty: 4762.010254 Iteration 21Q: 3 clusters Score -1894951 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12987 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -1895257.625000 Penalty: 4762.010254 Iteration 22Q: 3 clusters Score -1895258 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13325 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -1895487.000000 Penalty: 4762.010254 Iteration 23Q: 3 clusters Score -1895487 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13591 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -1895669.875000 Penalty: 4762.010254 Iteration 24Q: 3 clusters Score -1895670 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13779 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -1895796.375000 Penalty: 4762.010254 Iteration 25Q: 3 clusters Score -1895796 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13910 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -1895880.125000 Penalty: 4762.010254 Iteration 26Q: 3 clusters Score -1895880 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13994 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -1895939.000000 Penalty: 4762.010254 Iteration 27Q: 3 clusters Score -1895939 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14058 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -1895975.375000 Penalty: 4762.010254 Iteration 28Q: 3 clusters Score -1895975 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14101 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -1895993.875000 Penalty: 4762.010254 Iteration 29Q: 3 clusters Score -1895994 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14135 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -1896010.500000 Penalty: 4762.010254 Iteration 30Q: 3 clusters Score -1896010 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14158 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -1896029.875000 Penalty: 4762.010254 Iteration 31Q: 3 clusters Score -1896030 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14176 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -1896040.875000 Penalty: 4762.010254 Iteration 32Q: 3 clusters Score -1896041 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14191 members Mstep: Class 2 contains 586 members Entering Unmasked Estep Score: -1896050.625000 Penalty: 4762.010254 Iteration 33Q: 3 clusters Score -1896051 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14199 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -1896058.875000 Penalty: 4762.010254 Iteration 34Q: 3 clusters Score -1896059 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14204 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -1896060.125000 Penalty: 4762.010254 Iteration 35Q: 3 clusters Score -1896060 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14208 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -1896066.250000 Penalty: 4762.010254 Iteration 36Q: 3 clusters Score -1896066 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14211 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -1896069.375000 Penalty: 4762.010254 Iteration 37Q: 3 clusters Score -1896069 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14216 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -1896071.000000 Penalty: 4762.010254 Iteration 38Q: 3 clusters Score -1896071 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14221 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -1896071.375000 Penalty: 4762.010254 Iteration 39Q: 3 clusters Score -1896071 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14226 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -1896076.625000 Penalty: 4762.010254 Iteration 40F: 3 clusters Score -1896077 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14234 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -1896083.625000 Penalty: 4762.010254 Iteration 41Q: 3 clusters Score -1896084 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14236 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -1896082.875000 Penalty: 4762.010254 Iteration 42Q: 3 clusters Score -1896083 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14237 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -1896082.250000 Penalty: 4762.010254 Iteration 43Q: 3 clusters Score -1896082 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14240 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -1896084.750000 Penalty: 4762.010254 Iteration 44Q: 3 clusters Score -1896085 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14243 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -1896086.375000 Penalty: 4762.010254 Iteration 45Q: 3 clusters Score -1896086 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14244 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -1896084.500000 Penalty: 4762.010254 Iteration 46Q: 3 clusters Score -1896084 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14244 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -1896084.500000 Penalty: 4762.010254 Iteration 47F: 3 clusters Score -1896084 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (24656 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24656 members Entering Unmasked Estep Score: -3164701.500000 Penalty: 2507.968506 Iteration 0F: 2 clusters Score -3164702 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12258 members Mstep: Class 2 contains 12398 members Entering Unmasked Estep Score: -3147725.750000 Penalty: 5015.937012 Iteration 0F: 3 clusters Score -3147726 nChanged 10879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12007 members Mstep: Class 2 contains 12649 members Entering Unmasked Estep Score: -3153453.500000 Penalty: 5015.937012 Iteration 1F: 3 clusters Score -3153454 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11876 members Mstep: Class 2 contains 12780 members Entering Unmasked Estep Score: -3153876.750000 Penalty: 5015.937012 Iteration 2Q: 3 clusters Score -3153877 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11769 members Mstep: Class 2 contains 12887 members Entering Unmasked Estep Score: -3154274.500000 Penalty: 5015.937012 Iteration 3Q: 3 clusters Score -3154274 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11692 members Mstep: Class 2 contains 12964 members Entering Unmasked Estep Score: -3154647.750000 Penalty: 5015.937012 Iteration 4Q: 3 clusters Score -3154648 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11602 members Mstep: Class 2 contains 13054 members Entering Unmasked Estep Score: -3155054.500000 Penalty: 5015.937012 Iteration 5Q: 3 clusters Score -3155054 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11538 members Mstep: Class 2 contains 13118 members Entering Unmasked Estep Score: -3155465.250000 Penalty: 5015.937012 Iteration 6Q: 3 clusters Score -3155465 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11541 members Mstep: Class 2 contains 13115 members Entering Unmasked Estep Score: -3155917.500000 Penalty: 5015.937012 Iteration 7Q: 3 clusters Score -3155918 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11530 members Mstep: Class 2 contains 13126 members Entering Unmasked Estep Score: -3156370.750000 Penalty: 5015.937012 Iteration 8Q: 3 clusters Score -3156371 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11537 members Mstep: Class 2 contains 13119 members Entering Unmasked Estep Score: -3156761.750000 Penalty: 5015.937012 Iteration 9Q: 3 clusters Score -3156762 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11544 members Mstep: Class 2 contains 13112 members Entering Unmasked Estep Score: -3157137.500000 Penalty: 5015.937012 Iteration 10Q: 3 clusters Score -3157138 nChanged 878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11558 members Mstep: Class 2 contains 13098 members Entering Unmasked Estep Score: -3157421.500000 Penalty: 5015.937012 Iteration 11Q: 3 clusters Score -3157422 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11601 members Mstep: Class 2 contains 13055 members Entering Unmasked Estep Score: -3157668.750000 Penalty: 5015.937012 Iteration 12Q: 3 clusters Score -3157669 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11659 members Mstep: Class 2 contains 12997 members Entering Unmasked Estep Score: -3157840.000000 Penalty: 5015.937012 Iteration 13Q: 3 clusters Score -3157840 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11697 members Mstep: Class 2 contains 12959 members Entering Unmasked Estep Score: -3158010.500000 Penalty: 5015.937012 Iteration 14Q: 3 clusters Score -3158010 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11722 members Mstep: Class 2 contains 12934 members Entering Unmasked Estep Score: -3158127.750000 Penalty: 5015.937012 Iteration 15Q: 3 clusters Score -3158128 nChanged 404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11768 members Mstep: Class 2 contains 12888 members Entering Unmasked Estep Score: -3158223.250000 Penalty: 5015.937012 Iteration 16Q: 3 clusters Score -3158223 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11799 members Mstep: Class 2 contains 12857 members Entering Unmasked Estep Score: -3158285.500000 Penalty: 5015.937012 Iteration 17Q: 3 clusters Score -3158286 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11845 members Mstep: Class 2 contains 12811 members Entering Unmasked Estep Score: -3158333.750000 Penalty: 5015.937012 Iteration 18Q: 3 clusters Score -3158334 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11883 members Mstep: Class 2 contains 12773 members Entering Unmasked Estep Score: -3158392.250000 Penalty: 5015.937012 Iteration 19Q: 3 clusters Score -3158392 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11958 members Mstep: Class 2 contains 12698 members Entering Unmasked Estep Score: -3158423.250000 Penalty: 5015.937012 Iteration 20F: 3 clusters Score -3158423 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12024 members Mstep: Class 2 contains 12632 members Entering Unmasked Estep Score: -3158458.250000 Penalty: 5015.937012 Iteration 21Q: 3 clusters Score -3158458 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12108 members Mstep: Class 2 contains 12548 members Entering Unmasked Estep Score: -3158488.500000 Penalty: 5015.937012 Iteration 22Q: 3 clusters Score -3158488 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12183 members Mstep: Class 2 contains 12473 members Entering Unmasked Estep Score: -3158534.750000 Penalty: 5015.937012 Iteration 23Q: 3 clusters Score -3158535 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12286 members Mstep: Class 2 contains 12370 members Entering Unmasked Estep Score: -3158587.500000 Penalty: 5015.937012 Iteration 24Q: 3 clusters Score -3158588 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12389 members Mstep: Class 2 contains 12267 members Entering Unmasked Estep Score: -3158632.250000 Penalty: 5015.937012 Iteration 25Q: 3 clusters Score -3158632 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12490 members Mstep: Class 2 contains 12166 members Entering Unmasked Estep Score: -3158654.750000 Penalty: 5015.937012 Iteration 26Q: 3 clusters Score -3158655 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12614 members Mstep: Class 2 contains 12042 members Entering Unmasked Estep Score: -3158698.500000 Penalty: 5015.937012 Iteration 27Q: 3 clusters Score -3158698 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12748 members Mstep: Class 2 contains 11908 members Entering Unmasked Estep Score: -3158746.250000 Penalty: 5015.937012 Iteration 28Q: 3 clusters Score -3158746 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12926 members Mstep: Class 2 contains 11730 members Entering Unmasked Estep Score: -3158793.750000 Penalty: 5015.937012 Iteration 29Q: 3 clusters Score -3158794 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13088 members Mstep: Class 2 contains 11568 members Entering Unmasked Estep Score: -3158870.250000 Penalty: 5015.937012 Iteration 30Q: 3 clusters Score -3158870 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13303 members Mstep: Class 2 contains 11353 members Entering Unmasked Estep Score: -3158955.250000 Penalty: 5015.937012 Iteration 31Q: 3 clusters Score -3158955 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13545 members Mstep: Class 2 contains 11111 members Entering Unmasked Estep Score: -3159048.750000 Penalty: 5015.937012 Iteration 32Q: 3 clusters Score -3159049 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13783 members Mstep: Class 2 contains 10873 members Entering Unmasked Estep Score: -3159154.750000 Penalty: 5015.937012 Iteration 33Q: 3 clusters Score -3159155 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14064 members Mstep: Class 2 contains 10592 members Entering Unmasked Estep Score: -3159282.000000 Penalty: 5015.937012 Iteration 34Q: 3 clusters Score -3159282 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14361 members Mstep: Class 2 contains 10295 members Entering Unmasked Estep Score: -3159406.750000 Penalty: 5015.937012 Iteration 35Q: 3 clusters Score -3159407 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14682 members Mstep: Class 2 contains 9974 members Entering Unmasked Estep Score: -3159525.750000 Penalty: 5015.937012 Iteration 36Q: 3 clusters Score -3159526 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15017 members Mstep: Class 2 contains 9639 members Entering Unmasked Estep Score: -3159682.250000 Penalty: 5015.937012 Iteration 37Q: 3 clusters Score -3159682 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15373 members Mstep: Class 2 contains 9283 members Entering Unmasked Estep Score: -3159828.000000 Penalty: 5015.937012 Iteration 38Q: 3 clusters Score -3159828 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15698 members Mstep: Class 2 contains 8958 members Entering Unmasked Estep Score: -3159942.250000 Penalty: 5015.937012 Iteration 39Q: 3 clusters Score -3159942 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16035 members Mstep: Class 2 contains 8621 members Entering Unmasked Estep Score: -3160063.750000 Penalty: 5015.937012 Iteration 40F: 3 clusters Score -3160064 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16382 members Mstep: Class 2 contains 8274 members Entering Unmasked Estep Score: -3160183.250000 Penalty: 5015.937012 Iteration 41Q: 3 clusters Score -3160183 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16738 members Mstep: Class 2 contains 7918 members Entering Unmasked Estep Score: -3160302.000000 Penalty: 5015.937012 Iteration 42Q: 3 clusters Score -3160302 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17120 members Mstep: Class 2 contains 7536 members Entering Unmasked Estep Score: -3160430.000000 Penalty: 5015.937012 Iteration 43Q: 3 clusters Score -3160430 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17490 members Mstep: Class 2 contains 7166 members Entering Unmasked Estep Score: -3160545.000000 Penalty: 5015.937012 Iteration 44Q: 3 clusters Score -3160545 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17861 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -3160675.250000 Penalty: 5015.937012 Iteration 45Q: 3 clusters Score -3160675 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18263 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -3160831.250000 Penalty: 5015.937012 Iteration 46Q: 3 clusters Score -3160831 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18663 members Mstep: Class 2 contains 5993 members Entering Unmasked Estep Score: -3160949.750000 Penalty: 5015.937012 Iteration 47Q: 3 clusters Score -3160950 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19071 members Mstep: Class 2 contains 5585 members Entering Unmasked Estep Score: -3161095.000000 Penalty: 5015.937012 Iteration 48Q: 3 clusters Score -3161095 nChanged 419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19490 members Mstep: Class 2 contains 5166 members Entering Unmasked Estep Score: -3161245.750000 Penalty: 5015.937012 Iteration 49Q: 3 clusters Score -3161246 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19914 members Mstep: Class 2 contains 4742 members Entering Unmasked Estep Score: -3161437.750000 Penalty: 5015.937012 Iteration 50Q: 3 clusters Score -3161438 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20325 members Mstep: Class 2 contains 4331 members Entering Unmasked Estep Score: -3161625.000000 Penalty: 5015.937012 Iteration 51Q: 3 clusters Score -3161625 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20747 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -3161834.000000 Penalty: 5015.937012 Iteration 52Q: 3 clusters Score -3161834 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21111 members Mstep: Class 2 contains 3545 members Entering Unmasked Estep Score: -3161988.750000 Penalty: 5015.937012 Iteration 53Q: 3 clusters Score -3161989 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21439 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -3162157.500000 Penalty: 5015.937012 Iteration 54Q: 3 clusters Score -3162158 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21775 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -3162313.000000 Penalty: 5015.937012 Iteration 55Q: 3 clusters Score -3162313 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22061 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -3162443.250000 Penalty: 5015.937012 Iteration 56Q: 3 clusters Score -3162443 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22288 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -3162540.500000 Penalty: 5015.937012 Iteration 57Q: 3 clusters Score -3162540 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22469 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -3162614.000000 Penalty: 5015.937012 Iteration 58Q: 3 clusters Score -3162614 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22617 members Mstep: Class 2 contains 2039 members Entering Unmasked Estep Score: -3162674.250000 Penalty: 5015.937012 Iteration 59Q: 3 clusters Score -3162674 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22744 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -3162724.250000 Penalty: 5015.937012 Iteration 60F: 3 clusters Score -3162724 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22854 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -3162772.250000 Penalty: 5015.937012 Iteration 61Q: 3 clusters Score -3162772 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22966 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -3162807.500000 Penalty: 5015.937012 Iteration 62Q: 3 clusters Score -3162808 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23073 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -3162861.250000 Penalty: 5015.937012 Iteration 63Q: 3 clusters Score -3162861 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23180 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -3162906.250000 Penalty: 5015.937012 Iteration 64Q: 3 clusters Score -3162906 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23275 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -3162949.000000 Penalty: 5015.937012 Iteration 65Q: 3 clusters Score -3162949 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23354 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -3162992.000000 Penalty: 5015.937012 Iteration 66Q: 3 clusters Score -3162992 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23425 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -3163028.000000 Penalty: 5015.937012 Iteration 67Q: 3 clusters Score -3163028 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23484 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -3163058.500000 Penalty: 5015.937012 Iteration 68Q: 3 clusters Score -3163058 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23526 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -3163073.750000 Penalty: 5015.937012 Iteration 69Q: 3 clusters Score -3163074 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23555 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -3163088.500000 Penalty: 5015.937012 Iteration 70Q: 3 clusters Score -3163088 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23580 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -3163102.750000 Penalty: 5015.937012 Iteration 71Q: 3 clusters Score -3163103 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23608 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -3163126.250000 Penalty: 5015.937012 Iteration 72Q: 3 clusters Score -3163126 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23628 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -3163129.250000 Penalty: 5015.937012 Iteration 73Q: 3 clusters Score -3163129 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23647 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -3163147.000000 Penalty: 5015.937012 Iteration 74Q: 3 clusters Score -3163147 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23669 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -3163153.250000 Penalty: 5015.937012 Iteration 75Q: 3 clusters Score -3163153 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23691 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -3163174.250000 Penalty: 5015.937012 Iteration 76Q: 3 clusters Score -3163174 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23702 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -3163181.500000 Penalty: 5015.937012 Iteration 77Q: 3 clusters Score -3163182 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23712 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -3163183.750000 Penalty: 5015.937012 Iteration 78Q: 3 clusters Score -3163184 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23721 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -3163194.500000 Penalty: 5015.937012 Iteration 79Q: 3 clusters Score -3163194 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23730 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -3163207.000000 Penalty: 5015.937012 Iteration 80F: 3 clusters Score -3163207 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23741 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -3163212.500000 Penalty: 5015.937012 Iteration 81Q: 3 clusters Score -3163212 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23752 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -3163217.750000 Penalty: 5015.937012 Iteration 82Q: 3 clusters Score -3163218 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23761 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -3163229.000000 Penalty: 5015.937012 Iteration 83Q: 3 clusters Score -3163229 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23768 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -3163237.000000 Penalty: 5015.937012 Iteration 84Q: 3 clusters Score -3163237 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23778 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -3163242.500000 Penalty: 5015.937012 Iteration 85Q: 3 clusters Score -3163242 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23788 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -3163237.250000 Penalty: 5015.937012 Iteration 86Q: 3 clusters Score -3163237 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23796 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -3163245.000000 Penalty: 5015.937012 Iteration 87Q: 3 clusters Score -3163245 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23802 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -3163244.500000 Penalty: 5015.937012 Iteration 88Q: 3 clusters Score -3163244 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23806 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -3163242.000000 Penalty: 5015.937012 Iteration 89Q: 3 clusters Score -3163242 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23806 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -3163242.000000 Penalty: 5015.937012 Iteration 90F: 3 clusters Score -3163242 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (21794 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21794 members Entering Unmasked Estep Score: -2809783.250000 Penalty: 2477.368896 Iteration 0F: 2 clusters Score -2809783 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10864 members Mstep: Class 2 contains 10930 members Entering Unmasked Estep Score: -2794646.000000 Penalty: 4954.737793 Iteration 0F: 3 clusters Score -2794646 nChanged 9685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10823 members Mstep: Class 2 contains 10971 members Entering Unmasked Estep Score: -2799799.500000 Penalty: 4954.737793 Iteration 1F: 3 clusters Score -2799800 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10877 members Mstep: Class 2 contains 10917 members Entering Unmasked Estep Score: -2800355.250000 Penalty: 4954.737793 Iteration 2F: 3 clusters Score -2800355 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11062 members Mstep: Class 2 contains 10732 members Entering Unmasked Estep Score: -2800985.500000 Penalty: 4954.737793 Iteration 3F: 3 clusters Score -2800986 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11340 members Mstep: Class 2 contains 10454 members Entering Unmasked Estep Score: -2801562.750000 Penalty: 4954.737793 Iteration 4F: 3 clusters Score -2801563 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11753 members Mstep: Class 2 contains 10041 members Entering Unmasked Estep Score: -2802143.000000 Penalty: 4954.737793 Iteration 5F: 3 clusters Score -2802143 nChanged 1085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12268 members Mstep: Class 2 contains 9526 members Entering Unmasked Estep Score: -2802679.750000 Penalty: 4954.737793 Iteration 6Q: 3 clusters Score -2802680 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12875 members Mstep: Class 2 contains 8919 members Entering Unmasked Estep Score: -2803251.250000 Penalty: 4954.737793 Iteration 7Q: 3 clusters Score -2803251 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13591 members Mstep: Class 2 contains 8203 members Entering Unmasked Estep Score: -2803862.750000 Penalty: 4954.737793 Iteration 8F: 3 clusters Score -2803863 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14347 members Mstep: Class 2 contains 7447 members Entering Unmasked Estep Score: -2804427.250000 Penalty: 4954.737793 Iteration 9Q: 3 clusters Score -2804427 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15127 members Mstep: Class 2 contains 6667 members Entering Unmasked Estep Score: -2805029.000000 Penalty: 4954.737793 Iteration 10Q: 3 clusters Score -2805029 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15936 members Mstep: Class 2 contains 5858 members Entering Unmasked Estep Score: -2805676.500000 Penalty: 4954.737793 Iteration 11Q: 3 clusters Score -2805676 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16667 members Mstep: Class 2 contains 5127 members Entering Unmasked Estep Score: -2806260.250000 Penalty: 4954.737793 Iteration 12Q: 3 clusters Score -2806260 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17282 members Mstep: Class 2 contains 4512 members Entering Unmasked Estep Score: -2806702.750000 Penalty: 4954.737793 Iteration 13Q: 3 clusters Score -2806703 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17785 members Mstep: Class 2 contains 4009 members Entering Unmasked Estep Score: -2807001.000000 Penalty: 4954.737793 Iteration 14Q: 3 clusters Score -2807001 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18204 members Mstep: Class 2 contains 3590 members Entering Unmasked Estep Score: -2807234.250000 Penalty: 4954.737793 Iteration 15Q: 3 clusters Score -2807234 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18562 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -2807402.250000 Penalty: 4954.737793 Iteration 16Q: 3 clusters Score -2807402 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18884 members Mstep: Class 2 contains 2910 members Entering Unmasked Estep Score: -2807563.250000 Penalty: 4954.737793 Iteration 17Q: 3 clusters Score -2807563 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19162 members Mstep: Class 2 contains 2632 members Entering Unmasked Estep Score: -2807689.750000 Penalty: 4954.737793 Iteration 18Q: 3 clusters Score -2807690 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19398 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -2807805.250000 Penalty: 4954.737793 Iteration 19Q: 3 clusters Score -2807805 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19598 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -2807891.750000 Penalty: 4954.737793 Iteration 20F: 3 clusters Score -2807892 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19793 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -2808000.750000 Penalty: 4954.737793 Iteration 21Q: 3 clusters Score -2808001 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19948 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -2808083.250000 Penalty: 4954.737793 Iteration 22Q: 3 clusters Score -2808083 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20086 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -2808135.000000 Penalty: 4954.737793 Iteration 23Q: 3 clusters Score -2808135 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20198 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -2808192.750000 Penalty: 4954.737793 Iteration 24Q: 3 clusters Score -2808193 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20301 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -2808246.750000 Penalty: 4954.737793 Iteration 25Q: 3 clusters Score -2808247 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20392 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -2808300.750000 Penalty: 4954.737793 Iteration 26Q: 3 clusters Score -2808301 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20470 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -2808337.500000 Penalty: 4954.737793 Iteration 27Q: 3 clusters Score -2808338 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20543 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -2808381.750000 Penalty: 4954.737793 Iteration 28Q: 3 clusters Score -2808382 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20607 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -2808424.750000 Penalty: 4954.737793 Iteration 29Q: 3 clusters Score -2808425 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20664 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -2808453.750000 Penalty: 4954.737793 Iteration 30Q: 3 clusters Score -2808454 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20707 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -2808480.250000 Penalty: 4954.737793 Iteration 31Q: 3 clusters Score -2808480 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20733 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -2808496.000000 Penalty: 4954.737793 Iteration 32Q: 3 clusters Score -2808496 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20763 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -2808517.500000 Penalty: 4954.737793 Iteration 33Q: 3 clusters Score -2808518 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20801 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -2808549.250000 Penalty: 4954.737793 Iteration 34Q: 3 clusters Score -2808549 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20828 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -2808577.500000 Penalty: 4954.737793 Iteration 35Q: 3 clusters Score -2808578 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20865 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -2808623.250000 Penalty: 4954.737793 Iteration 36Q: 3 clusters Score -2808623 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20884 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -2808664.750000 Penalty: 4954.737793 Iteration 37Q: 3 clusters Score -2808665 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20909 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -2808692.250000 Penalty: 4954.737793 Iteration 38Q: 3 clusters Score -2808692 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20921 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -2808702.500000 Penalty: 4954.737793 Iteration 39Q: 3 clusters Score -2808702 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20934 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -2808711.000000 Penalty: 4954.737793 Iteration 40F: 3 clusters Score -2808711 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20946 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -2808719.500000 Penalty: 4954.737793 Iteration 41Q: 3 clusters Score -2808720 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20952 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -2808727.250000 Penalty: 4954.737793 Iteration 42Q: 3 clusters Score -2808727 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20956 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -2808728.000000 Penalty: 4954.737793 Iteration 43Q: 3 clusters Score -2808728 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20959 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -2808737.250000 Penalty: 4954.737793 Iteration 44Q: 3 clusters Score -2808737 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20961 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -2808737.500000 Penalty: 4954.737793 Iteration 45Q: 3 clusters Score -2808738 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20968 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -2808738.500000 Penalty: 4954.737793 Iteration 46Q: 3 clusters Score -2808738 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20972 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -2808741.250000 Penalty: 4954.737793 Iteration 47Q: 3 clusters Score -2808741 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20975 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -2808740.000000 Penalty: 4954.737793 Iteration 48Q: 3 clusters Score -2808740 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20977 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -2808743.250000 Penalty: 4954.737793 Iteration 49Q: 3 clusters Score -2808743 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20978 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -2808747.000000 Penalty: 4954.737793 Iteration 50Q: 3 clusters Score -2808747 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20980 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -2808747.000000 Penalty: 4954.737793 Iteration 51Q: 3 clusters Score -2808747 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20981 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -2808745.250000 Penalty: 4954.737793 Iteration 52Q: 3 clusters Score -2808745 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20981 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -2808745.250000 Penalty: 4954.737793 Iteration 53F: 3 clusters Score -2808745 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (5692 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Entering Unmasked Estep Score: -730107.812500 Penalty: 2144.410645 Iteration 0F: 2 clusters Score -730107.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 2797 members Entering Unmasked Estep Score: -725103.312500 Penalty: 4288.821289 Iteration 0F: 3 clusters Score -725103.3 nChanged 2245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -726332.437500 Penalty: 4288.821289 Iteration 1F: 3 clusters Score -726332.4 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -726529.937500 Penalty: 4288.821289 Iteration 2F: 3 clusters Score -726529.9 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2964 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -726649.875000 Penalty: 4288.821289 Iteration 3Q: 3 clusters Score -726649.9 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 2713 members Entering Unmasked Estep Score: -726722.687500 Penalty: 4288.821289 Iteration 4Q: 3 clusters Score -726722.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2997 members Mstep: Class 2 contains 2695 members Entering Unmasked Estep Score: -726769.437500 Penalty: 4288.821289 Iteration 5Q: 3 clusters Score -726769.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -726804.062500 Penalty: 4288.821289 Iteration 6Q: 3 clusters Score -726804.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 2651 members Entering Unmasked Estep Score: -726831.250000 Penalty: 4288.821289 Iteration 7Q: 3 clusters Score -726831.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -726855.562500 Penalty: 4288.821289 Iteration 8Q: 3 clusters Score -726855.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -726880.000000 Penalty: 4288.821289 Iteration 9Q: 3 clusters Score -726880 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -726908.250000 Penalty: 4288.821289 Iteration 10Q: 3 clusters Score -726908.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3134 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -726934.125000 Penalty: 4288.821289 Iteration 11Q: 3 clusters Score -726934.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -726952.062500 Penalty: 4288.821289 Iteration 12Q: 3 clusters Score -726952.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -726968.312500 Penalty: 4288.821289 Iteration 13Q: 3 clusters Score -726968.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -726982.875000 Penalty: 4288.821289 Iteration 14Q: 3 clusters Score -726982.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -726994.500000 Penalty: 4288.821289 Iteration 15Q: 3 clusters Score -726994.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3252 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -727007.375000 Penalty: 4288.821289 Iteration 16Q: 3 clusters Score -727007.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -727018.500000 Penalty: 4288.821289 Iteration 17Q: 3 clusters Score -727018.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3282 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -727030.312500 Penalty: 4288.821289 Iteration 18Q: 3 clusters Score -727030.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -727040.875000 Penalty: 4288.821289 Iteration 19Q: 3 clusters Score -727040.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -727047.375000 Penalty: 4288.821289 Iteration 20F: 3 clusters Score -727047.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -727059.625000 Penalty: 4288.821289 Iteration 21Q: 3 clusters Score -727059.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -727068.000000 Penalty: 4288.821289 Iteration 22Q: 3 clusters Score -727068 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -727074.125000 Penalty: 4288.821289 Iteration 23Q: 3 clusters Score -727074.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -727081.187500 Penalty: 4288.821289 Iteration 24Q: 3 clusters Score -727081.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -727087.875000 Penalty: 4288.821289 Iteration 25Q: 3 clusters Score -727087.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3456 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -727097.500000 Penalty: 4288.821289 Iteration 26Q: 3 clusters Score -727097.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -727105.562500 Penalty: 4288.821289 Iteration 27Q: 3 clusters Score -727105.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -727112.750000 Penalty: 4288.821289 Iteration 28Q: 3 clusters Score -727112.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3524 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -727121.750000 Penalty: 4288.821289 Iteration 29Q: 3 clusters Score -727121.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3549 members Mstep: Class 2 contains 2143 members Entering Unmasked Estep Score: -727132.250000 Penalty: 4288.821289 Iteration 30Q: 3 clusters Score -727132.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -727143.375000 Penalty: 4288.821289 Iteration 31Q: 3 clusters Score -727143.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -727157.375000 Penalty: 4288.821289 Iteration 32Q: 3 clusters Score -727157.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -727174.812500 Penalty: 4288.821289 Iteration 33Q: 3 clusters Score -727174.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3716 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -727200.875000 Penalty: 4288.821289 Iteration 34Q: 3 clusters Score -727200.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -727223.875000 Penalty: 4288.821289 Iteration 35Q: 3 clusters Score -727223.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -727242.875000 Penalty: 4288.821289 Iteration 36Q: 3 clusters Score -727242.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -727266.437500 Penalty: 4288.821289 Iteration 37Q: 3 clusters Score -727266.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -727294.500000 Penalty: 4288.821289 Iteration 38Q: 3 clusters Score -727294.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4042 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -727332.250000 Penalty: 4288.821289 Iteration 39Q: 3 clusters Score -727332.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4113 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -727367.000000 Penalty: 4288.821289 Iteration 40F: 3 clusters Score -727367 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4190 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -727410.500000 Penalty: 4288.821289 Iteration 41Q: 3 clusters Score -727410.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4286 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -727469.500000 Penalty: 4288.821289 Iteration 42Q: 3 clusters Score -727469.5 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -727528.875000 Penalty: 4288.821289 Iteration 43Q: 3 clusters Score -727528.9 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -727594.812500 Penalty: 4288.821289 Iteration 44Q: 3 clusters Score -727594.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4571 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -727654.750000 Penalty: 4288.821289 Iteration 45Q: 3 clusters Score -727654.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -727720.875000 Penalty: 4288.821289 Iteration 46Q: 3 clusters Score -727720.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -727800.500000 Penalty: 4288.821289 Iteration 47Q: 3 clusters Score -727800.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4827 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -727870.937500 Penalty: 4288.821289 Iteration 48Q: 3 clusters Score -727870.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -727929.875000 Penalty: 4288.821289 Iteration 49Q: 3 clusters Score -727929.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4950 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -727982.187500 Penalty: 4288.821289 Iteration 50Q: 3 clusters Score -727982.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4997 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -728031.250000 Penalty: 4288.821289 Iteration 51Q: 3 clusters Score -728031.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5043 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -728081.687500 Penalty: 4288.821289 Iteration 52Q: 3 clusters Score -728081.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5079 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -728125.250000 Penalty: 4288.821289 Iteration 53Q: 3 clusters Score -728125.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -728154.875000 Penalty: 4288.821289 Iteration 54Q: 3 clusters Score -728154.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -728176.687500 Penalty: 4288.821289 Iteration 55Q: 3 clusters Score -728176.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -728189.750000 Penalty: 4288.821289 Iteration 56Q: 3 clusters Score -728189.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5145 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -728204.375000 Penalty: 4288.821289 Iteration 57Q: 3 clusters Score -728204.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5153 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -728223.687500 Penalty: 4288.821289 Iteration 58Q: 3 clusters Score -728223.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -728233.687500 Penalty: 4288.821289 Iteration 59Q: 3 clusters Score -728233.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -728247.562500 Penalty: 4288.821289 Iteration 60F: 3 clusters Score -728247.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -728267.000000 Penalty: 4288.821289 Iteration 61Q: 3 clusters Score -728267 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -728286.937500 Penalty: 4288.821289 Iteration 62Q: 3 clusters Score -728286.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -728295.875000 Penalty: 4288.821289 Iteration 63Q: 3 clusters Score -728295.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5189 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -728306.062500 Penalty: 4288.821289 Iteration 64Q: 3 clusters Score -728306.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5193 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -728315.000000 Penalty: 4288.821289 Iteration 65Q: 3 clusters Score -728315 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5195 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -728326.250000 Penalty: 4288.821289 Iteration 66Q: 3 clusters Score -728326.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -728332.062500 Penalty: 4288.821289 Iteration 67Q: 3 clusters Score -728332.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -728336.437500 Penalty: 4288.821289 Iteration 68Q: 3 clusters Score -728336.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -728339.312500 Penalty: 4288.821289 Iteration 69Q: 3 clusters Score -728339.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -728340.437500 Penalty: 4288.821289 Iteration 70Q: 3 clusters Score -728340.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5196 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -728343.812500 Penalty: 4288.821289 Iteration 71Q: 3 clusters Score -728343.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5198 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -728345.937500 Penalty: 4288.821289 Iteration 72Q: 3 clusters Score -728345.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -728347.750000 Penalty: 4288.821289 Iteration 73Q: 3 clusters Score -728347.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -728348.687500 Penalty: 4288.821289 Iteration 74Q: 3 clusters Score -728348.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -728353.875000 Penalty: 4288.821289 Iteration 75Q: 3 clusters Score -728353.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5193 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -728357.062500 Penalty: 4288.821289 Iteration 76Q: 3 clusters Score -728357.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -728361.375000 Penalty: 4288.821289 Iteration 77Q: 3 clusters Score -728361.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -728364.437500 Penalty: 4288.821289 Iteration 78Q: 3 clusters Score -728364.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -728369.812500 Penalty: 4288.821289 Iteration 79Q: 3 clusters Score -728369.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -728372.625000 Penalty: 4288.821289 Iteration 80F: 3 clusters Score -728372.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -728376.750000 Penalty: 4288.821289 Iteration 81Q: 3 clusters Score -728376.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -728378.312500 Penalty: 4288.821289 Iteration 82Q: 3 clusters Score -728378.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -728377.750000 Penalty: 4288.821289 Iteration 83Q: 3 clusters Score -728377.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5201 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -728379.000000 Penalty: 4288.821289 Iteration 84Q: 3 clusters Score -728379 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -728380.125000 Penalty: 4288.821289 Iteration 85Q: 3 clusters Score -728380.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -728380.125000 Penalty: 4288.821289 Iteration 86F: 3 clusters Score -728380.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1754 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Entering Unmasked Estep Score: -222335.125000 Penalty: 1852.474243 Iteration 0F: 2 clusters Score -222335.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -219857.875000 Penalty: 3704.948486 Iteration 0F: 3 clusters Score -219857.9 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -220253.890625 Penalty: 3704.948486 Iteration 1F: 3 clusters Score -220253.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -220374.796875 Penalty: 3704.948486 Iteration 2F: 3 clusters Score -220374.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -220442.421875 Penalty: 3704.948486 Iteration 3Q: 3 clusters Score -220442.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -220482.531250 Penalty: 3704.948486 Iteration 4Q: 3 clusters Score -220482.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -220511.531250 Penalty: 3704.948486 Iteration 5Q: 3 clusters Score -220511.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -220527.062500 Penalty: 3704.948486 Iteration 6Q: 3 clusters Score -220527.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -220532.828125 Penalty: 3704.948486 Iteration 7Q: 3 clusters Score -220532.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -220540.906250 Penalty: 3704.948486 Iteration 8Q: 3 clusters Score -220540.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -220544.359375 Penalty: 3704.948486 Iteration 9Q: 3 clusters Score -220544.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -220549.531250 Penalty: 3704.948486 Iteration 10Q: 3 clusters Score -220549.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -220554.531250 Penalty: 3704.948486 Iteration 11Q: 3 clusters Score -220554.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -220558.531250 Penalty: 3704.948486 Iteration 12Q: 3 clusters Score -220558.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -220560.156250 Penalty: 3704.948486 Iteration 13Q: 3 clusters Score -220560.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -220564.718750 Penalty: 3704.948486 Iteration 14Q: 3 clusters Score -220564.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -220567.875000 Penalty: 3704.948486 Iteration 15Q: 3 clusters Score -220567.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -220573.453125 Penalty: 3704.948486 Iteration 16Q: 3 clusters Score -220573.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -220578.703125 Penalty: 3704.948486 Iteration 17Q: 3 clusters Score -220578.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -220582.703125 Penalty: 3704.948486 Iteration 18Q: 3 clusters Score -220582.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -220584.046875 Penalty: 3704.948486 Iteration 19Q: 3 clusters Score -220584 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -220584.203125 Penalty: 3704.948486 Iteration 20F: 3 clusters Score -220584.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (941 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Entering Unmasked Estep Score: -106215.679688 Penalty: 1698.041870 Iteration 0F: 2 clusters Score -106215.7 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 472 members Entering Unmasked Estep Score: -104452.218750 Penalty: 3396.083740 Iteration 0F: 3 clusters Score -104452.2 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -105118.312500 Penalty: 3396.083740 Iteration 1F: 3 clusters Score -105118.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -105644.687500 Penalty: 3396.083740 Iteration 2F: 3 clusters Score -105644.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -106000.484375 Penalty: 3396.083740 Iteration 3F: 3 clusters Score -106000.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -106131.718750 Penalty: 3396.083740 Iteration 4F: 3 clusters Score -106131.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -106213.523438 Penalty: 3396.083740 Iteration 5Q: 3 clusters Score -106213.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -106295.609375 Penalty: 3396.083740 Iteration 6Q: 3 clusters Score -106295.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -106324.718750 Penalty: 3396.083740 Iteration 7Q: 3 clusters Score -106324.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -106361.171875 Penalty: 3396.083740 Iteration 8Q: 3 clusters Score -106361.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -106432.421875 Penalty: 3396.083740 Iteration 9Q: 3 clusters Score -106432.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -106455.367188 Penalty: 3396.083740 Iteration 10Q: 3 clusters Score -106455.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -106467.937500 Penalty: 3396.083740 Iteration 11Q: 3 clusters Score -106467.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -106474.226562 Penalty: 3396.083740 Iteration 12Q: 3 clusters Score -106474.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -106481.242188 Penalty: 3396.083740 Iteration 13Q: 3 clusters Score -106481.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -106485.023438 Penalty: 3396.083740 Iteration 14Q: 3 clusters Score -106485 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -106488.117188 Penalty: 3396.083740 Iteration 15Q: 3 clusters Score -106488.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -106491.687500 Penalty: 3396.083740 Iteration 16Q: 3 clusters Score -106491.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -106498.195312 Penalty: 3396.083740 Iteration 17Q: 3 clusters Score -106498.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -106499.343750 Penalty: 3396.083740 Iteration 18Q: 3 clusters Score -106499.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -106499.898438 Penalty: 3396.083740 Iteration 19Q: 3 clusters Score -106499.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -106500.664062 Penalty: 3396.083740 Iteration 20F: 3 clusters Score -106500.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18799 members Mstep: Class 2 contains 71713 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21665 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 164 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 3768 members Mstep: Class 9 contains 14777 members Mstep: Class 10 contains 24656 members Mstep: Class 11 contains 21794 members Mstep: Class 12 contains 5692 members Mstep: Class 13 contains 1754 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 1832 members Mstep: Class 16 contains 8106 members Mstep: Class 17 contains 1862 members Mstep: Class 18 contains 12918 members Mstep: Class 19 contains 164393 members Mstep: Class 20 contains 3519 members Mstep: Class 21 contains 2848 members Mstep: Class 22 contains 913 members Mstep: Class 23 contains 1386 members Mstep: Class 24 contains 8840 members Mstep: Class 25 contains 6827 members Mstep: Class 26 contains 44566 members Mstep: Class 27 contains 371 members Mstep: Class 28 contains 436 members Entering Unmasked Estep Score: -55705504.000000 Penalty: 90319.921875 Splitting cluster 14 changes total score from -55705320.000000 to -55705504.000000 So it's getting split into cluster 28. Entering ConstructFrom: Trying to split cluster 15 (1832 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Entering Unmasked Estep Score: -235382.984375 Penalty: 1863.264526 Iteration 0F: 2 clusters Score -235383 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -232863.718750 Penalty: 3726.529053 Iteration 0F: 3 clusters Score -232863.7 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -233262.843750 Penalty: 3726.529053 Iteration 1F: 3 clusters Score -233262.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -233393.734375 Penalty: 3726.529053 Iteration 2F: 3 clusters Score -233393.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -233463.578125 Penalty: 3726.529053 Iteration 3Q: 3 clusters Score -233463.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -233509.812500 Penalty: 3726.529053 Iteration 4Q: 3 clusters Score -233509.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -233553.484375 Penalty: 3726.529053 Iteration 5Q: 3 clusters Score -233553.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -233588.328125 Penalty: 3726.529053 Iteration 6Q: 3 clusters Score -233588.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -233616.031250 Penalty: 3726.529053 Iteration 7Q: 3 clusters Score -233616 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -233636.625000 Penalty: 3726.529053 Iteration 8Q: 3 clusters Score -233636.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -233644.796875 Penalty: 3726.529053 Iteration 9Q: 3 clusters Score -233644.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -233651.203125 Penalty: 3726.529053 Iteration 10Q: 3 clusters Score -233651.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -233655.453125 Penalty: 3726.529053 Iteration 11Q: 3 clusters Score -233655.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -233658.343750 Penalty: 3726.529053 Iteration 12Q: 3 clusters Score -233658.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -233659.828125 Penalty: 3726.529053 Iteration 13Q: 3 clusters Score -233659.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -233662.015625 Penalty: 3726.529053 Iteration 14Q: 3 clusters Score -233662 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -233662.937500 Penalty: 3726.529053 Iteration 15Q: 3 clusters Score -233662.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -233662.937500 Penalty: 3726.529053 Iteration 16F: 3 clusters Score -233662.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (8106 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8106 members Entering Unmasked Estep Score: -1027909.187500 Penalty: 2232.089111 Iteration 0F: 2 clusters Score -1027909 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -1021375.250000 Penalty: 4464.178223 Iteration 0F: 3 clusters Score -1021375 nChanged 3311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -1023151.187500 Penalty: 4464.178223 Iteration 1F: 3 clusters Score -1023151 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -1023427.187500 Penalty: 4464.178223 Iteration 2F: 3 clusters Score -1023427 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -1023614.187500 Penalty: 4464.178223 Iteration 3F: 3 clusters Score -1023614 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 3461 members Entering Unmasked Estep Score: -1023750.125000 Penalty: 4464.178223 Iteration 4Q: 3 clusters Score -1023750 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -1023857.562500 Penalty: 4464.178223 Iteration 5Q: 3 clusters Score -1023858 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4967 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -1023953.562500 Penalty: 4464.178223 Iteration 6Q: 3 clusters Score -1023954 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -1024064.000000 Penalty: 4464.178223 Iteration 7Q: 3 clusters Score -1024064 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5384 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -1024203.500000 Penalty: 4464.178223 Iteration 8Q: 3 clusters Score -1024204 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5638 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -1024363.750000 Penalty: 4464.178223 Iteration 9Q: 3 clusters Score -1024364 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5916 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -1024561.437500 Penalty: 4464.178223 Iteration 10Q: 3 clusters Score -1024561 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6197 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -1024793.750000 Penalty: 4464.178223 Iteration 11Q: 3 clusters Score -1024794 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6526 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -1025066.875000 Penalty: 4464.178223 Iteration 12Q: 3 clusters Score -1025067 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -1025319.125000 Penalty: 4464.178223 Iteration 13Q: 3 clusters Score -1025319 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7035 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -1025542.437500 Penalty: 4464.178223 Iteration 14Q: 3 clusters Score -1025542 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7215 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -1025745.312500 Penalty: 4464.178223 Iteration 15Q: 3 clusters Score -1025745 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7344 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -1025883.625000 Penalty: 4464.178223 Iteration 16Q: 3 clusters Score -1025884 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7430 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -1025977.062500 Penalty: 4464.178223 Iteration 17Q: 3 clusters Score -1025977 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7491 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -1026048.000000 Penalty: 4464.178223 Iteration 18Q: 3 clusters Score -1026048 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7543 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -1026101.625000 Penalty: 4464.178223 Iteration 19Q: 3 clusters Score -1026102 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7577 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -1026129.562500 Penalty: 4464.178223 Iteration 20F: 3 clusters Score -1026130 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7602 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -1026149.375000 Penalty: 4464.178223 Iteration 21Q: 3 clusters Score -1026149 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7614 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -1026164.937500 Penalty: 4464.178223 Iteration 22Q: 3 clusters Score -1026165 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7621 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -1026177.312500 Penalty: 4464.178223 Iteration 23Q: 3 clusters Score -1026177 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7626 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -1026186.937500 Penalty: 4464.178223 Iteration 24Q: 3 clusters Score -1026187 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7633 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -1026192.250000 Penalty: 4464.178223 Iteration 25Q: 3 clusters Score -1026192 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7640 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -1026197.750000 Penalty: 4464.178223 Iteration 26Q: 3 clusters Score -1026198 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -1026203.500000 Penalty: 4464.178223 Iteration 27Q: 3 clusters Score -1026204 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7647 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -1026209.625000 Penalty: 4464.178223 Iteration 28Q: 3 clusters Score -1026210 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7648 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -1026212.625000 Penalty: 4464.178223 Iteration 29Q: 3 clusters Score -1026213 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7653 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -1026215.750000 Penalty: 4464.178223 Iteration 30Q: 3 clusters Score -1026216 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7653 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -1026217.875000 Penalty: 4464.178223 Iteration 31Q: 3 clusters Score -1026218 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7655 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -1026219.187500 Penalty: 4464.178223 Iteration 32Q: 3 clusters Score -1026219 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -1026218.687500 Penalty: 4464.178223 Iteration 33Q: 3 clusters Score -1026219 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7656 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -1026218.687500 Penalty: 4464.178223 Iteration 34F: 3 clusters Score -1026219 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1862 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Entering Unmasked Estep Score: -222610.734375 Penalty: 1867.292847 Iteration 0F: 2 clusters Score -222610.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -220066.421875 Penalty: 3734.585693 Iteration 0F: 3 clusters Score -220066.4 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -220546.515625 Penalty: 3734.585693 Iteration 1F: 3 clusters Score -220546.5 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -220675.875000 Penalty: 3734.585693 Iteration 2F: 3 clusters Score -220675.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -220766.750000 Penalty: 3734.585693 Iteration 3Q: 3 clusters Score -220766.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -220826.468750 Penalty: 3734.585693 Iteration 4Q: 3 clusters Score -220826.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -220871.281250 Penalty: 3734.585693 Iteration 5Q: 3 clusters Score -220871.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -220922.359375 Penalty: 3734.585693 Iteration 6Q: 3 clusters Score -220922.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -220975.046875 Penalty: 3734.585693 Iteration 7Q: 3 clusters Score -220975 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -221045.921875 Penalty: 3734.585693 Iteration 8Q: 3 clusters Score -221045.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -221121.828125 Penalty: 3734.585693 Iteration 9Q: 3 clusters Score -221121.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -221187.640625 Penalty: 3734.585693 Iteration 10Q: 3 clusters Score -221187.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -221256.562500 Penalty: 3734.585693 Iteration 11Q: 3 clusters Score -221256.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -221316.390625 Penalty: 3734.585693 Iteration 12Q: 3 clusters Score -221316.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -221362.937500 Penalty: 3734.585693 Iteration 13Q: 3 clusters Score -221362.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -221390.453125 Penalty: 3734.585693 Iteration 14Q: 3 clusters Score -221390.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -221425.171875 Penalty: 3734.585693 Iteration 15Q: 3 clusters Score -221425.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -221449.328125 Penalty: 3734.585693 Iteration 16Q: 3 clusters Score -221449.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -221478.718750 Penalty: 3734.585693 Iteration 17Q: 3 clusters Score -221478.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -221516.859375 Penalty: 3734.585693 Iteration 18Q: 3 clusters Score -221516.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -221554.234375 Penalty: 3734.585693 Iteration 19Q: 3 clusters Score -221554.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -221585.390625 Penalty: 3734.585693 Iteration 20F: 3 clusters Score -221585.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -221618.921875 Penalty: 3734.585693 Iteration 21Q: 3 clusters Score -221618.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -221656.687500 Penalty: 3734.585693 Iteration 22Q: 3 clusters Score -221656.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -221706.843750 Penalty: 3734.585693 Iteration 23Q: 3 clusters Score -221706.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -221746.859375 Penalty: 3734.585693 Iteration 24Q: 3 clusters Score -221746.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -221770.968750 Penalty: 3734.585693 Iteration 25Q: 3 clusters Score -221771 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -221790.156250 Penalty: 3734.585693 Iteration 26Q: 3 clusters Score -221790.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -221794.937500 Penalty: 3734.585693 Iteration 27Q: 3 clusters Score -221794.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -221798.218750 Penalty: 3734.585693 Iteration 28Q: 3 clusters Score -221798.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -221799.140625 Penalty: 3734.585693 Iteration 29Q: 3 clusters Score -221799.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -221800.515625 Penalty: 3734.585693 Iteration 30Q: 3 clusters Score -221800.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -221803.156250 Penalty: 3734.585693 Iteration 31Q: 3 clusters Score -221803.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -221805.203125 Penalty: 3734.585693 Iteration 32Q: 3 clusters Score -221805.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -221805.203125 Penalty: 3734.585693 Iteration 33F: 3 clusters Score -221805.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12918 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12918 members Entering Unmasked Estep Score: -1667222.625000 Penalty: 2347.661621 Iteration 0F: 2 clusters Score -1667223 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 6412 members Entering Unmasked Estep Score: -1657694.625000 Penalty: 4695.323242 Iteration 0F: 3 clusters Score -1657695 nChanged 5533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6595 members Mstep: Class 2 contains 6323 members Entering Unmasked Estep Score: -1660680.375000 Penalty: 4695.323242 Iteration 1F: 3 clusters Score -1660680 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6600 members Mstep: Class 2 contains 6318 members Entering Unmasked Estep Score: -1661032.000000 Penalty: 4695.323242 Iteration 2F: 3 clusters Score -1661032 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6583 members Mstep: Class 2 contains 6335 members Entering Unmasked Estep Score: -1661382.250000 Penalty: 4695.323242 Iteration 3F: 3 clusters Score -1661382 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6516 members Mstep: Class 2 contains 6402 members Entering Unmasked Estep Score: -1661729.000000 Penalty: 4695.323242 Iteration 4Q: 3 clusters Score -1661729 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6392 members Mstep: Class 2 contains 6526 members Entering Unmasked Estep Score: -1662046.250000 Penalty: 4695.323242 Iteration 5Q: 3 clusters Score -1662046 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6262 members Mstep: Class 2 contains 6656 members Entering Unmasked Estep Score: -1662349.125000 Penalty: 4695.323242 Iteration 6Q: 3 clusters Score -1662349 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6062 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -1662660.000000 Penalty: 4695.323242 Iteration 7Q: 3 clusters Score -1662660 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5796 members Mstep: Class 2 contains 7122 members Entering Unmasked Estep Score: -1662945.875000 Penalty: 4695.323242 Iteration 8Q: 3 clusters Score -1662946 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 7430 members Entering Unmasked Estep Score: -1663230.750000 Penalty: 4695.323242 Iteration 9Q: 3 clusters Score -1663231 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 7782 members Entering Unmasked Estep Score: -1663576.000000 Penalty: 4695.323242 Iteration 10Q: 3 clusters Score -1663576 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 8164 members Entering Unmasked Estep Score: -1663957.125000 Penalty: 4695.323242 Iteration 11Q: 3 clusters Score -1663957 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4373 members Mstep: Class 2 contains 8545 members Entering Unmasked Estep Score: -1664325.875000 Penalty: 4695.323242 Iteration 12Q: 3 clusters Score -1664326 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 8889 members Entering Unmasked Estep Score: -1664633.125000 Penalty: 4695.323242 Iteration 13Q: 3 clusters Score -1664633 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 9174 members Entering Unmasked Estep Score: -1664843.375000 Penalty: 4695.323242 Iteration 14Q: 3 clusters Score -1664843 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 9439 members Entering Unmasked Estep Score: -1665019.000000 Penalty: 4695.323242 Iteration 15Q: 3 clusters Score -1665019 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 9688 members Entering Unmasked Estep Score: -1665167.625000 Penalty: 4695.323242 Iteration 16Q: 3 clusters Score -1665168 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 9894 members Entering Unmasked Estep Score: -1665261.875000 Penalty: 4695.323242 Iteration 17Q: 3 clusters Score -1665262 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 10088 members Entering Unmasked Estep Score: -1665354.875000 Penalty: 4695.323242 Iteration 18Q: 3 clusters Score -1665355 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2664 members Mstep: Class 2 contains 10254 members Entering Unmasked Estep Score: -1665435.000000 Penalty: 4695.323242 Iteration 19Q: 3 clusters Score -1665435 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 10405 members Entering Unmasked Estep Score: -1665499.375000 Penalty: 4695.323242 Iteration 20F: 3 clusters Score -1665499 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 10528 members Entering Unmasked Estep Score: -1665549.000000 Penalty: 4695.323242 Iteration 21Q: 3 clusters Score -1665549 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 10649 members Entering Unmasked Estep Score: -1665605.125000 Penalty: 4695.323242 Iteration 22Q: 3 clusters Score -1665605 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 10767 members Entering Unmasked Estep Score: -1665654.125000 Penalty: 4695.323242 Iteration 23Q: 3 clusters Score -1665654 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 10877 members Entering Unmasked Estep Score: -1665703.500000 Penalty: 4695.323242 Iteration 24Q: 3 clusters Score -1665704 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 10988 members Entering Unmasked Estep Score: -1665755.125000 Penalty: 4695.323242 Iteration 25Q: 3 clusters Score -1665755 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 11076 members Entering Unmasked Estep Score: -1665800.750000 Penalty: 4695.323242 Iteration 26Q: 3 clusters Score -1665801 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 11138 members Entering Unmasked Estep Score: -1665828.750000 Penalty: 4695.323242 Iteration 27Q: 3 clusters Score -1665829 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 11194 members Entering Unmasked Estep Score: -1665858.875000 Penalty: 4695.323242 Iteration 28Q: 3 clusters Score -1665859 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 11250 members Entering Unmasked Estep Score: -1665887.875000 Penalty: 4695.323242 Iteration 29Q: 3 clusters Score -1665888 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 11298 members Entering Unmasked Estep Score: -1665911.250000 Penalty: 4695.323242 Iteration 30Q: 3 clusters Score -1665911 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 11339 members Entering Unmasked Estep Score: -1665935.375000 Penalty: 4695.323242 Iteration 31Q: 3 clusters Score -1665935 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 11381 members Entering Unmasked Estep Score: -1665966.500000 Penalty: 4695.323242 Iteration 32Q: 3 clusters Score -1665966 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 11423 members Entering Unmasked Estep Score: -1665986.375000 Penalty: 4695.323242 Iteration 33Q: 3 clusters Score -1665986 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 11451 members Entering Unmasked Estep Score: -1665997.625000 Penalty: 4695.323242 Iteration 34Q: 3 clusters Score -1665998 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 11478 members Entering Unmasked Estep Score: -1666013.500000 Penalty: 4695.323242 Iteration 35Q: 3 clusters Score -1666014 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 11502 members Entering Unmasked Estep Score: -1666022.750000 Penalty: 4695.323242 Iteration 36Q: 3 clusters Score -1666023 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 11526 members Entering Unmasked Estep Score: -1666039.000000 Penalty: 4695.323242 Iteration 37Q: 3 clusters Score -1666039 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 11547 members Entering Unmasked Estep Score: -1666047.500000 Penalty: 4695.323242 Iteration 38Q: 3 clusters Score -1666048 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 11563 members Entering Unmasked Estep Score: -1666052.625000 Penalty: 4695.323242 Iteration 39Q: 3 clusters Score -1666053 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 11583 members Entering Unmasked Estep Score: -1666056.250000 Penalty: 4695.323242 Iteration 40F: 3 clusters Score -1666056 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 11598 members Entering Unmasked Estep Score: -1666066.500000 Penalty: 4695.323242 Iteration 41Q: 3 clusters Score -1666066 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 11604 members Entering Unmasked Estep Score: -1666068.625000 Penalty: 4695.323242 Iteration 42Q: 3 clusters Score -1666069 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 11612 members Entering Unmasked Estep Score: -1666072.000000 Penalty: 4695.323242 Iteration 43Q: 3 clusters Score -1666072 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 11621 members Entering Unmasked Estep Score: -1666074.750000 Penalty: 4695.323242 Iteration 44Q: 3 clusters Score -1666075 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 11631 members Entering Unmasked Estep Score: -1666076.625000 Penalty: 4695.323242 Iteration 45Q: 3 clusters Score -1666077 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 11639 members Entering Unmasked Estep Score: -1666076.875000 Penalty: 4695.323242 Iteration 46Q: 3 clusters Score -1666077 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 11649 members Entering Unmasked Estep Score: -1666082.500000 Penalty: 4695.323242 Iteration 47Q: 3 clusters Score -1666082 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 11655 members Entering Unmasked Estep Score: -1666083.000000 Penalty: 4695.323242 Iteration 48Q: 3 clusters Score -1666083 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 11659 members Entering Unmasked Estep Score: -1666083.375000 Penalty: 4695.323242 Iteration 49Q: 3 clusters Score -1666083 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 11664 members Entering Unmasked Estep Score: -1666088.375000 Penalty: 4695.323242 Iteration 50Q: 3 clusters Score -1666088 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 11667 members Entering Unmasked Estep Score: -1666090.625000 Penalty: 4695.323242 Iteration 51Q: 3 clusters Score -1666091 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 11669 members Entering Unmasked Estep Score: -1666088.375000 Penalty: 4695.323242 Iteration 52Q: 3 clusters Score -1666088 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 11671 members Entering Unmasked Estep Score: -1666086.375000 Penalty: 4695.323242 Iteration 53Q: 3 clusters Score -1666086 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 11671 members Entering Unmasked Estep Score: -1666086.375000 Penalty: 4695.323242 Iteration 54F: 3 clusters Score -1666086 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (164393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164393 members Entering Unmasked Estep Score: -20738876.000000 Penalty: 2978.483887 Iteration 0F: 2 clusters Score -2.073888e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82173 members Mstep: Class 2 contains 82220 members Entering Unmasked Estep Score: -20628896.000000 Penalty: 5956.967773 Iteration 0F: 3 clusters Score -2.06289e+07 nChanged 78636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83427 members Mstep: Class 2 contains 80966 members Entering Unmasked Estep Score: -20674526.000000 Penalty: 5956.967773 Iteration 1F: 3 clusters Score -2.067453e+07 nChanged 4455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84338 members Mstep: Class 2 contains 80055 members Entering Unmasked Estep Score: -20675236.000000 Penalty: 5956.967773 Iteration 2Q: 3 clusters Score -2.067524e+07 nChanged 4544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85646 members Mstep: Class 2 contains 78747 members Entering Unmasked Estep Score: -20676006.000000 Penalty: 5956.967773 Iteration 3Q: 3 clusters Score -2.067601e+07 nChanged 4738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87650 members Mstep: Class 2 contains 76743 members Entering Unmasked Estep Score: -20677044.000000 Penalty: 5956.967773 Iteration 4Q: 3 clusters Score -2.067704e+07 nChanged 5262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90646 members Mstep: Class 2 contains 73747 members Entering Unmasked Estep Score: -20678584.000000 Penalty: 5956.967773 Iteration 5Q: 3 clusters Score -2.067858e+07 nChanged 5958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94846 members Mstep: Class 2 contains 69547 members Entering Unmasked Estep Score: -20680606.000000 Penalty: 5956.967773 Iteration 6Q: 3 clusters Score -2.068061e+07 nChanged 7300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100924 members Mstep: Class 2 contains 63469 members Entering Unmasked Estep Score: -20683390.000000 Penalty: 5956.967773 Iteration 7Q: 3 clusters Score -2.068339e+07 nChanged 9060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109268 members Mstep: Class 2 contains 55125 members Entering Unmasked Estep Score: -20688180.000000 Penalty: 5956.967773 Iteration 8F: 3 clusters Score -2.068818e+07 nChanged 11089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120117 members Mstep: Class 2 contains 44276 members Entering Unmasked Estep Score: -20695528.000000 Penalty: 5956.967773 Iteration 9F: 3 clusters Score -2.069553e+07 nChanged 12933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132984 members Mstep: Class 2 contains 31409 members Entering Unmasked Estep Score: -20706424.000000 Penalty: 5956.967773 Iteration 10F: 3 clusters Score -2.070642e+07 nChanged 12731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145713 members Mstep: Class 2 contains 18680 members Entering Unmasked Estep Score: -20718604.000000 Penalty: 5956.967773 Iteration 11F: 3 clusters Score -2.07186e+07 nChanged 9847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155558 members Mstep: Class 2 contains 8835 members Entering Unmasked Estep Score: -20728526.000000 Penalty: 5956.967773 Iteration 12F: 3 clusters Score -2.072853e+07 nChanged 5220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160778 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -20733504.000000 Penalty: 5956.967773 Iteration 13Q: 3 clusters Score -2.07335e+07 nChanged 2087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162865 members Mstep: Class 2 contains 1528 members Entering Unmasked Estep Score: -20735238.000000 Penalty: 5956.967773 Iteration 14Q: 3 clusters Score -2.073524e+07 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163591 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -20735812.000000 Penalty: 5956.967773 Iteration 15Q: 3 clusters Score -2.073581e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163866 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -20736046.000000 Penalty: 5956.967773 Iteration 16Q: 3 clusters Score -2.073605e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163967 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -20736132.000000 Penalty: 5956.967773 Iteration 17Q: 3 clusters Score -2.073613e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164011 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -20736184.000000 Penalty: 5956.967773 Iteration 18Q: 3 clusters Score -2.073618e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164034 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -20736220.000000 Penalty: 5956.967773 Iteration 19Q: 3 clusters Score -2.073622e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164057 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -20736226.000000 Penalty: 5956.967773 Iteration 20F: 3 clusters Score -2.073623e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164068 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -20736242.000000 Penalty: 5956.967773 Iteration 21Q: 3 clusters Score -2.073624e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164074 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -20736258.000000 Penalty: 5956.967773 Iteration 22Q: 3 clusters Score -2.073626e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164076 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -20736260.000000 Penalty: 5956.967773 Iteration 23Q: 3 clusters Score -2.073626e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164076 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -20736268.000000 Penalty: 5956.967773 Iteration 24Q: 3 clusters Score -2.073627e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164076 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -20736254.000000 Penalty: 5956.967773 Iteration 25Q: 3 clusters Score -2.073625e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164077 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -20736264.000000 Penalty: 5956.967773 Iteration 26Q: 3 clusters Score -2.073626e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164075 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -20736262.000000 Penalty: 5956.967773 Iteration 27Q: 3 clusters Score -2.073626e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164076 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -20736274.000000 Penalty: 5956.967773 Iteration 28Q: 3 clusters Score -2.073627e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164077 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -20736288.000000 Penalty: 5956.967773 Iteration 29Q: 3 clusters Score -2.073629e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164078 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -20736290.000000 Penalty: 5956.967773 Iteration 30Q: 3 clusters Score -2.073629e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164078 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -20736290.000000 Penalty: 5956.967773 Iteration 31F: 3 clusters Score -2.073629e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3519 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3519 members Entering Unmasked Estep Score: -450286.125000 Penalty: 2025.151123 Iteration 0F: 2 clusters Score -450286.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -446687.656250 Penalty: 4050.302246 Iteration 0F: 3 clusters Score -446687.7 nChanged 1248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -447423.156250 Penalty: 4050.302246 Iteration 1F: 3 clusters Score -447423.2 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -447587.625000 Penalty: 4050.302246 Iteration 2F: 3 clusters Score -447587.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -447672.812500 Penalty: 4050.302246 Iteration 3Q: 3 clusters Score -447672.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -447736.843750 Penalty: 4050.302246 Iteration 4Q: 3 clusters Score -447736.8 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -447789.218750 Penalty: 4050.302246 Iteration 5Q: 3 clusters Score -447789.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -447842.750000 Penalty: 4050.302246 Iteration 6Q: 3 clusters Score -447842.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -447885.093750 Penalty: 4050.302246 Iteration 7Q: 3 clusters Score -447885.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -447925.781250 Penalty: 4050.302246 Iteration 8Q: 3 clusters Score -447925.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -447965.375000 Penalty: 4050.302246 Iteration 9Q: 3 clusters Score -447965.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -448008.406250 Penalty: 4050.302246 Iteration 10Q: 3 clusters Score -448008.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -448055.718750 Penalty: 4050.302246 Iteration 11Q: 3 clusters Score -448055.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -448093.968750 Penalty: 4050.302246 Iteration 12Q: 3 clusters Score -448094 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -448122.593750 Penalty: 4050.302246 Iteration 13Q: 3 clusters Score -448122.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -448142.125000 Penalty: 4050.302246 Iteration 14Q: 3 clusters Score -448142.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -448160.406250 Penalty: 4050.302246 Iteration 15Q: 3 clusters Score -448160.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -448173.125000 Penalty: 4050.302246 Iteration 16Q: 3 clusters Score -448173.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -448183.375000 Penalty: 4050.302246 Iteration 17Q: 3 clusters Score -448183.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -448192.093750 Penalty: 4050.302246 Iteration 18Q: 3 clusters Score -448192.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -448198.625000 Penalty: 4050.302246 Iteration 19Q: 3 clusters Score -448198.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -448203.562500 Penalty: 4050.302246 Iteration 20F: 3 clusters Score -448203.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -448206.312500 Penalty: 4050.302246 Iteration 21Q: 3 clusters Score -448206.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -448210.281250 Penalty: 4050.302246 Iteration 22Q: 3 clusters Score -448210.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -448217.531250 Penalty: 4050.302246 Iteration 23Q: 3 clusters Score -448217.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -448224.000000 Penalty: 4050.302246 Iteration 24Q: 3 clusters Score -448224 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -448233.937500 Penalty: 4050.302246 Iteration 25Q: 3 clusters Score -448233.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -448242.937500 Penalty: 4050.302246 Iteration 26Q: 3 clusters Score -448242.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -448254.000000 Penalty: 4050.302246 Iteration 27Q: 3 clusters Score -448254 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -448265.093750 Penalty: 4050.302246 Iteration 28Q: 3 clusters Score -448265.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -448276.000000 Penalty: 4050.302246 Iteration 29Q: 3 clusters Score -448276 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -448289.687500 Penalty: 4050.302246 Iteration 30Q: 3 clusters Score -448289.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -448298.906250 Penalty: 4050.302246 Iteration 31Q: 3 clusters Score -448298.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -448304.531250 Penalty: 4050.302246 Iteration 32Q: 3 clusters Score -448304.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -448308.281250 Penalty: 4050.302246 Iteration 33Q: 3 clusters Score -448308.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -448314.000000 Penalty: 4050.302246 Iteration 34Q: 3 clusters Score -448314 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -448316.312500 Penalty: 4050.302246 Iteration 35Q: 3 clusters Score -448316.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -448317.781250 Penalty: 4050.302246 Iteration 36Q: 3 clusters Score -448317.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -448318.906250 Penalty: 4050.302246 Iteration 37Q: 3 clusters Score -448318.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -448319.687500 Penalty: 4050.302246 Iteration 38Q: 3 clusters Score -448319.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -448319.468750 Penalty: 4050.302246 Iteration 39Q: 3 clusters Score -448319.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -448319.468750 Penalty: 4050.302246 Iteration 40F: 3 clusters Score -448319.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2848 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Entering Unmasked Estep Score: -366258.875000 Penalty: 1972.684326 Iteration 0F: 2 clusters Score -366258.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -363082.531250 Penalty: 3945.368652 Iteration 0F: 3 clusters Score -363082.5 nChanged 1001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -363756.406250 Penalty: 3945.368652 Iteration 1F: 3 clusters Score -363756.4 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -364031.250000 Penalty: 3945.368652 Iteration 2F: 3 clusters Score -364031.2 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -364320.968750 Penalty: 3945.368652 Iteration 3F: 3 clusters Score -364321 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -364562.343750 Penalty: 3945.368652 Iteration 4F: 3 clusters Score -364562.3 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -364769.125000 Penalty: 3945.368652 Iteration 5F: 3 clusters Score -364769.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -364884.250000 Penalty: 3945.368652 Iteration 6Q: 3 clusters Score -364884.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -364952.031250 Penalty: 3945.368652 Iteration 7Q: 3 clusters Score -364952 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -365005.875000 Penalty: 3945.368652 Iteration 8Q: 3 clusters Score -365005.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -365053.906250 Penalty: 3945.368652 Iteration 9Q: 3 clusters Score -365053.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -365079.031250 Penalty: 3945.368652 Iteration 10Q: 3 clusters Score -365079 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -365096.406250 Penalty: 3945.368652 Iteration 11Q: 3 clusters Score -365096.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -365110.312500 Penalty: 3945.368652 Iteration 12Q: 3 clusters Score -365110.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -365117.406250 Penalty: 3945.368652 Iteration 13Q: 3 clusters Score -365117.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -365119.437500 Penalty: 3945.368652 Iteration 14Q: 3 clusters Score -365119.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1797 members Entering Unmasked Estep Score: -365121.843750 Penalty: 3945.368652 Iteration 15Q: 3 clusters Score -365121.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -365123.250000 Penalty: 3945.368652 Iteration 16Q: 3 clusters Score -365123.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -365123.968750 Penalty: 3945.368652 Iteration 17Q: 3 clusters Score -365124 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -365125.312500 Penalty: 3945.368652 Iteration 18Q: 3 clusters Score -365125.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -365125.781250 Penalty: 3945.368652 Iteration 19Q: 3 clusters Score -365125.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -365127.125000 Penalty: 3945.368652 Iteration 20F: 3 clusters Score -365127.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -365127.437500 Penalty: 3945.368652 Iteration 21Q: 3 clusters Score -365127.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -365128.187500 Penalty: 3945.368652 Iteration 22Q: 3 clusters Score -365128.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -365128.937500 Penalty: 3945.368652 Iteration 23Q: 3 clusters Score -365128.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -365128.937500 Penalty: 3945.368652 Iteration 24F: 3 clusters Score -365128.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (913 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Entering Unmasked Estep Score: -96466.804688 Penalty: 1690.550415 Iteration 0F: 2 clusters Score -96466.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -94631.523438 Penalty: 3381.100830 Iteration 0F: 3 clusters Score -94631.52 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -95207.695312 Penalty: 3381.100830 Iteration 1F: 3 clusters Score -95207.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -95759.820312 Penalty: 3381.100830 Iteration 2F: 3 clusters Score -95759.82 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -96209.718750 Penalty: 3381.100830 Iteration 3F: 3 clusters Score -96209.72 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -96598.500000 Penalty: 3381.100830 Iteration 4F: 3 clusters Score -96598.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -96910.539062 Penalty: 3381.100830 Iteration 5Q: 3 clusters Score -96910.54 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -96984.593750 Penalty: 3381.100830 Iteration 6Q: 3 clusters Score -96984.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -97032.414062 Penalty: 3381.100830 Iteration 7Q: 3 clusters Score -97032.41 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -97047.078125 Penalty: 3381.100830 Iteration 8Q: 3 clusters Score -97047.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -97050.398438 Penalty: 3381.100830 Iteration 9Q: 3 clusters Score -97050.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -97050.398438 Penalty: 3381.100830 Iteration 10F: 3 clusters Score -97050.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18799 members Mstep: Class 2 contains 71713 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21665 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 164 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 3768 members Mstep: Class 9 contains 14777 members Mstep: Class 10 contains 24656 members Mstep: Class 11 contains 21794 members Mstep: Class 12 contains 5692 members Mstep: Class 13 contains 1754 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 1832 members Mstep: Class 16 contains 8106 members Mstep: Class 17 contains 1862 members Mstep: Class 18 contains 12918 members Mstep: Class 19 contains 164393 members Mstep: Class 20 contains 3519 members Mstep: Class 21 contains 2848 members Mstep: Class 22 contains 362 members Mstep: Class 23 contains 1386 members Mstep: Class 24 contains 8840 members Mstep: Class 25 contains 6827 members Mstep: Class 26 contains 44566 members Mstep: Class 27 contains 371 members Mstep: Class 28 contains 436 members Mstep: Class 29 contains 551 members Entering Unmasked Estep Score: -55704504.000000 Penalty: 93545.632812 Splitting cluster 22 changes total score from -55705320.000000 to -55704504.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (1386 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Entering Unmasked Estep Score: -176203.359375 Penalty: 1794.075928 Iteration 0F: 2 clusters Score -176203.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -173994.359375 Penalty: 3588.151855 Iteration 0F: 3 clusters Score -173994.4 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -174350.593750 Penalty: 3588.151855 Iteration 1F: 3 clusters Score -174350.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -174456.781250 Penalty: 3588.151855 Iteration 2F: 3 clusters Score -174456.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -174510.781250 Penalty: 3588.151855 Iteration 3Q: 3 clusters Score -174510.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -174555.890625 Penalty: 3588.151855 Iteration 4Q: 3 clusters Score -174555.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -174594.921875 Penalty: 3588.151855 Iteration 5Q: 3 clusters Score -174594.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -174618.781250 Penalty: 3588.151855 Iteration 6Q: 3 clusters Score -174618.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -174640.984375 Penalty: 3588.151855 Iteration 7Q: 3 clusters Score -174641 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -174654.250000 Penalty: 3588.151855 Iteration 8Q: 3 clusters Score -174654.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -174667.765625 Penalty: 3588.151855 Iteration 9Q: 3 clusters Score -174667.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -174675.828125 Penalty: 3588.151855 Iteration 10Q: 3 clusters Score -174675.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -174685.500000 Penalty: 3588.151855 Iteration 11Q: 3 clusters Score -174685.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -174692.796875 Penalty: 3588.151855 Iteration 12Q: 3 clusters Score -174692.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -174697.875000 Penalty: 3588.151855 Iteration 13Q: 3 clusters Score -174697.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -174701.609375 Penalty: 3588.151855 Iteration 14Q: 3 clusters Score -174701.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -174703.828125 Penalty: 3588.151855 Iteration 15Q: 3 clusters Score -174703.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -174706.625000 Penalty: 3588.151855 Iteration 16Q: 3 clusters Score -174706.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -174709.203125 Penalty: 3588.151855 Iteration 17Q: 3 clusters Score -174709.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -174711.046875 Penalty: 3588.151855 Iteration 18Q: 3 clusters Score -174711 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -174711.609375 Penalty: 3588.151855 Iteration 19Q: 3 clusters Score -174711.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -174711.609375 Penalty: 3588.151855 Iteration 20F: 3 clusters Score -174711.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (8840 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8840 members Entering Unmasked Estep Score: -1142070.625000 Penalty: 2253.586426 Iteration 0F: 2 clusters Score -1142071 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4496 members Mstep: Class 2 contains 4344 members Entering Unmasked Estep Score: -1135063.750000 Penalty: 4507.172852 Iteration 0F: 3 clusters Score -1135064 nChanged 3666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4676 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -1136965.125000 Penalty: 4507.172852 Iteration 1F: 3 clusters Score -1136965 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4806 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -1137242.375000 Penalty: 4507.172852 Iteration 2F: 3 clusters Score -1137242 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -1137454.375000 Penalty: 4507.172852 Iteration 3Q: 3 clusters Score -1137454 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5164 members Mstep: Class 2 contains 3676 members Entering Unmasked Estep Score: -1137615.125000 Penalty: 4507.172852 Iteration 4Q: 3 clusters Score -1137615 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -1137745.625000 Penalty: 4507.172852 Iteration 5Q: 3 clusters Score -1137746 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5606 members Mstep: Class 2 contains 3234 members Entering Unmasked Estep Score: -1137891.125000 Penalty: 4507.172852 Iteration 6Q: 3 clusters Score -1137891 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5868 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -1138033.375000 Penalty: 4507.172852 Iteration 7Q: 3 clusters Score -1138033 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6142 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -1138184.125000 Penalty: 4507.172852 Iteration 8Q: 3 clusters Score -1138184 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6416 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -1138328.375000 Penalty: 4507.172852 Iteration 9Q: 3 clusters Score -1138328 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6701 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -1138496.375000 Penalty: 4507.172852 Iteration 10Q: 3 clusters Score -1138496 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7021 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -1138735.375000 Penalty: 4507.172852 Iteration 11Q: 3 clusters Score -1138735 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7385 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -1139028.000000 Penalty: 4507.172852 Iteration 12Q: 3 clusters Score -1139028 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7704 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -1139287.375000 Penalty: 4507.172852 Iteration 13Q: 3 clusters Score -1139287 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7976 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -1139519.875000 Penalty: 4507.172852 Iteration 14Q: 3 clusters Score -1139520 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8180 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -1139704.250000 Penalty: 4507.172852 Iteration 15Q: 3 clusters Score -1139704 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8317 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -1139836.375000 Penalty: 4507.172852 Iteration 16Q: 3 clusters Score -1139836 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8410 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -1139936.375000 Penalty: 4507.172852 Iteration 17Q: 3 clusters Score -1139936 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8460 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -1139988.625000 Penalty: 4507.172852 Iteration 18Q: 3 clusters Score -1139989 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8491 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -1140030.750000 Penalty: 4507.172852 Iteration 19Q: 3 clusters Score -1140031 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8521 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -1140068.750000 Penalty: 4507.172852 Iteration 20F: 3 clusters Score -1140069 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8543 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -1140094.125000 Penalty: 4507.172852 Iteration 21Q: 3 clusters Score -1140094 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8553 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -1140109.875000 Penalty: 4507.172852 Iteration 22Q: 3 clusters Score -1140110 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8554 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -1140114.000000 Penalty: 4507.172852 Iteration 23Q: 3 clusters Score -1140114 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8558 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -1140121.000000 Penalty: 4507.172852 Iteration 24Q: 3 clusters Score -1140121 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8565 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -1140129.000000 Penalty: 4507.172852 Iteration 25Q: 3 clusters Score -1140129 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8571 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -1140136.875000 Penalty: 4507.172852 Iteration 26Q: 3 clusters Score -1140137 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8578 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -1140145.625000 Penalty: 4507.172852 Iteration 27Q: 3 clusters Score -1140146 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8580 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -1140148.625000 Penalty: 4507.172852 Iteration 28Q: 3 clusters Score -1140149 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8581 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -1140154.250000 Penalty: 4507.172852 Iteration 29Q: 3 clusters Score -1140154 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8582 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -1140155.375000 Penalty: 4507.172852 Iteration 30Q: 3 clusters Score -1140155 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8583 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -1140154.875000 Penalty: 4507.172852 Iteration 31Q: 3 clusters Score -1140155 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8585 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -1140158.875000 Penalty: 4507.172852 Iteration 32Q: 3 clusters Score -1140159 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8585 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -1140158.875000 Penalty: 4507.172852 Iteration 33F: 3 clusters Score -1140159 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (6827 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6827 members Entering Unmasked Estep Score: -881065.750000 Penalty: 2189.502930 Iteration 0F: 2 clusters Score -881065.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -875370.625000 Penalty: 4379.005859 Iteration 0F: 3 clusters Score -875370.6 nChanged 2708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -876826.125000 Penalty: 4379.005859 Iteration 1F: 3 clusters Score -876826.1 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3511 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -877038.250000 Penalty: 4379.005859 Iteration 2F: 3 clusters Score -877038.2 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3544 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -877176.250000 Penalty: 4379.005859 Iteration 3Q: 3 clusters Score -877176.2 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -877288.687500 Penalty: 4379.005859 Iteration 4Q: 3 clusters Score -877288.7 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -877369.812500 Penalty: 4379.005859 Iteration 5Q: 3 clusters Score -877369.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -877432.312500 Penalty: 4379.005859 Iteration 6Q: 3 clusters Score -877432.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -877472.625000 Penalty: 4379.005859 Iteration 7Q: 3 clusters Score -877472.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -877509.125000 Penalty: 4379.005859 Iteration 8Q: 3 clusters Score -877509.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 3008 members Entering Unmasked Estep Score: -877541.375000 Penalty: 4379.005859 Iteration 9Q: 3 clusters Score -877541.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -877577.687500 Penalty: 4379.005859 Iteration 10Q: 3 clusters Score -877577.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3915 members Mstep: Class 2 contains 2912 members Entering Unmasked Estep Score: -877599.875000 Penalty: 4379.005859 Iteration 11Q: 3 clusters Score -877599.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -877625.625000 Penalty: 4379.005859 Iteration 12Q: 3 clusters Score -877625.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4022 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -877650.750000 Penalty: 4379.005859 Iteration 13Q: 3 clusters Score -877650.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4070 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -877677.750000 Penalty: 4379.005859 Iteration 14Q: 3 clusters Score -877677.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4129 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -877702.875000 Penalty: 4379.005859 Iteration 15Q: 3 clusters Score -877702.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4192 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -877731.187500 Penalty: 4379.005859 Iteration 16Q: 3 clusters Score -877731.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4263 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -877761.312500 Penalty: 4379.005859 Iteration 17Q: 3 clusters Score -877761.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -877796.812500 Penalty: 4379.005859 Iteration 18Q: 3 clusters Score -877796.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -877839.000000 Penalty: 4379.005859 Iteration 19Q: 3 clusters Score -877839 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -877886.937500 Penalty: 4379.005859 Iteration 20F: 3 clusters Score -877886.9 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -877950.687500 Penalty: 4379.005859 Iteration 21Q: 3 clusters Score -877950.7 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4751 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -878016.250000 Penalty: 4379.005859 Iteration 22Q: 3 clusters Score -878016.2 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -878096.625000 Penalty: 4379.005859 Iteration 23Q: 3 clusters Score -878096.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5017 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -878187.437500 Penalty: 4379.005859 Iteration 24Q: 3 clusters Score -878187.4 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -878279.062500 Penalty: 4379.005859 Iteration 25Q: 3 clusters Score -878279.1 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5305 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -878381.437500 Penalty: 4379.005859 Iteration 26Q: 3 clusters Score -878381.4 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -878474.562500 Penalty: 4379.005859 Iteration 27Q: 3 clusters Score -878474.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5568 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -878563.000000 Penalty: 4379.005859 Iteration 28Q: 3 clusters Score -878563 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5687 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -878650.687500 Penalty: 4379.005859 Iteration 29Q: 3 clusters Score -878650.7 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5789 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -878724.687500 Penalty: 4379.005859 Iteration 30Q: 3 clusters Score -878724.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -878781.375000 Penalty: 4379.005859 Iteration 31Q: 3 clusters Score -878781.4 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5944 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -878823.375000 Penalty: 4379.005859 Iteration 32Q: 3 clusters Score -878823.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6004 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -878868.500000 Penalty: 4379.005859 Iteration 33Q: 3 clusters Score -878868.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6051 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -878905.687500 Penalty: 4379.005859 Iteration 34Q: 3 clusters Score -878905.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6090 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -878932.625000 Penalty: 4379.005859 Iteration 35Q: 3 clusters Score -878932.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6133 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -878969.062500 Penalty: 4379.005859 Iteration 36Q: 3 clusters Score -878969.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -878998.875000 Penalty: 4379.005859 Iteration 37Q: 3 clusters Score -878998.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6201 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -879018.500000 Penalty: 4379.005859 Iteration 38Q: 3 clusters Score -879018.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6218 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -879030.187500 Penalty: 4379.005859 Iteration 39Q: 3 clusters Score -879030.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6236 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -879046.562500 Penalty: 4379.005859 Iteration 40F: 3 clusters Score -879046.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6253 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -879058.750000 Penalty: 4379.005859 Iteration 41Q: 3 clusters Score -879058.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6270 members Mstep: Class 2 contains 557 members Entering Unmasked Estep Score: -879069.000000 Penalty: 4379.005859 Iteration 42Q: 3 clusters Score -879069 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -879079.312500 Penalty: 4379.005859 Iteration 43Q: 3 clusters Score -879079.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6305 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -879092.562500 Penalty: 4379.005859 Iteration 44Q: 3 clusters Score -879092.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -879107.875000 Penalty: 4379.005859 Iteration 45Q: 3 clusters Score -879107.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6340 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -879121.687500 Penalty: 4379.005859 Iteration 46Q: 3 clusters Score -879121.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6350 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -879132.687500 Penalty: 4379.005859 Iteration 47Q: 3 clusters Score -879132.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6358 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -879138.000000 Penalty: 4379.005859 Iteration 48Q: 3 clusters Score -879138 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6362 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -879143.375000 Penalty: 4379.005859 Iteration 49Q: 3 clusters Score -879143.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6363 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -879145.375000 Penalty: 4379.005859 Iteration 50Q: 3 clusters Score -879145.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6365 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -879144.875000 Penalty: 4379.005859 Iteration 51Q: 3 clusters Score -879144.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6367 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -879149.250000 Penalty: 4379.005859 Iteration 52Q: 3 clusters Score -879149.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6369 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -879151.250000 Penalty: 4379.005859 Iteration 53Q: 3 clusters Score -879151.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6373 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -879152.187500 Penalty: 4379.005859 Iteration 54Q: 3 clusters Score -879152.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6376 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -879154.562500 Penalty: 4379.005859 Iteration 55Q: 3 clusters Score -879154.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6376 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -879154.562500 Penalty: 4379.005859 Iteration 56F: 3 clusters Score -879154.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18799 members Mstep: Class 2 contains 71713 members Mstep: Class 3 contains 568 members Mstep: Class 4 contains 21665 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 164 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 3768 members Mstep: Class 9 contains 14777 members Mstep: Class 10 contains 24656 members Mstep: Class 11 contains 21794 members Mstep: Class 12 contains 5692 members Mstep: Class 13 contains 1754 members Mstep: Class 14 contains 505 members Mstep: Class 15 contains 1832 members Mstep: Class 16 contains 8106 members Mstep: Class 17 contains 1862 members Mstep: Class 18 contains 12918 members Mstep: Class 19 contains 164393 members Mstep: Class 20 contains 3519 members Mstep: Class 21 contains 2848 members Mstep: Class 22 contains 913 members Mstep: Class 23 contains 1386 members Mstep: Class 24 contains 8840 members Mstep: Class 25 contains 6827 members Entering Unmasked Estep ConsiderDeletion Score: -55708860.000000 Penalty: 90319.921875 Iteration 79Q: 29 clusters Score -5.570886e+07 nChanged 8384 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18814 members Mstep: Class 2 contains 70902 members Mstep: Class 3 contains 567 members Mstep: Class 4 contains 21944 members Mstep: Class 5 contains 174 members Mstep: Class 6 contains 202 members Mstep: Class 7 contains 618 members Mstep: Class 8 contains 3826 members Mstep: Class 9 contains 14804 members Mstep: Class 10 contains 24361 members Mstep: Class 11 contains 21917 members Mstep: Class 12 contains 5959 members Mstep: Class 13 contains 1782 members Mstep: Class 14 contains 606 members Mstep: Class 15 contains 1835 members Mstep: Class 16 contains 8189 members Mstep: Class 17 contains 1833 members Mstep: Class 18 contains 13019 members Mstep: Class 19 contains 166681 members Mstep: Class 20 contains 3575 members Mstep: Class 21 contains 2890 members Mstep: Class 22 contains 874 members Mstep: Class 23 contains 1391 members Mstep: Class 24 contains 8902 members Mstep: Class 25 contains 6953 members Mstep: Class 26 contains 42054 members Mstep: Class 27 contains 369 members Mstep: Class 28 contains 423 members Entering Unmasked Estep ConsiderDeletion Score: -55711756.000000 Penalty: 90319.921875 Iteration 80F: 29 clusters Score -5.571176e+07 nChanged 5226 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18846 members Mstep: Class 2 contains 70114 members Mstep: Class 3 contains 565 members Mstep: Class 4 contains 22080 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 257 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 3844 members Mstep: Class 9 contains 14805 members Mstep: Class 10 contains 24152 members Mstep: Class 11 contains 21959 members Mstep: Class 12 contains 5950 members Mstep: Class 13 contains 1791 members Mstep: Class 14 contains 631 members Mstep: Class 15 contains 1837 members Mstep: Class 16 contains 8199 members Mstep: Class 17 contains 1815 members Mstep: Class 18 contains 13061 members Mstep: Class 19 contains 168180 members Mstep: Class 20 contains 3614 members Mstep: Class 21 contains 2906 members Mstep: Class 22 contains 815 members Mstep: Class 23 contains 1394 members Mstep: Class 24 contains 8933 members Mstep: Class 25 contains 6981 members Mstep: Class 26 contains 41128 members Mstep: Class 27 contains 372 members Mstep: Class 28 contains 445 members Entering Unmasked Estep ConsiderDeletion Score: -55713292.000000 Penalty: 90319.921875 Iteration 81Q: 29 clusters Score -5.571329e+07 nChanged 3292 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18878 members Mstep: Class 2 contains 69462 members Mstep: Class 3 contains 565 members Mstep: Class 4 contains 22161 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 292 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 3842 members Mstep: Class 9 contains 14804 members Mstep: Class 10 contains 24010 members Mstep: Class 11 contains 21962 members Mstep: Class 12 contains 5958 members Mstep: Class 13 contains 1801 members Mstep: Class 14 contains 645 members Mstep: Class 15 contains 1841 members Mstep: Class 16 contains 8205 members Mstep: Class 17 contains 1794 members Mstep: Class 18 contains 13077 members Mstep: Class 19 contains 169575 members Mstep: Class 20 contains 3632 members Mstep: Class 21 contains 2913 members Mstep: Class 22 contains 777 members Mstep: Class 23 contains 1401 members Mstep: Class 24 contains 8936 members Mstep: Class 25 contains 6989 members Mstep: Class 26 contains 40318 members Mstep: Class 27 contains 374 members Mstep: Class 28 contains 463 members Entering Unmasked Estep ConsiderDeletion Score: -55714160.000000 Penalty: 90319.921875 Iteration 82Q: 29 clusters Score -5.571416e+07 nChanged 2466 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 18949 members Mstep: Class 2 contains 68905 members Mstep: Class 3 contains 565 members Mstep: Class 4 contains 22183 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 305 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 3829 members Mstep: Class 9 contains 14804 members Mstep: Class 10 contains 23926 members Mstep: Class 11 contains 21928 members Mstep: Class 12 contains 5976 members Mstep: Class 13 contains 1809 members Mstep: Class 14 contains 649 members Mstep: Class 15 contains 1849 members Mstep: Class 16 contains 8203 members Mstep: Class 17 contains 1776 members Mstep: Class 18 contains 13068 members Mstep: Class 19 contains 170801 members Mstep: Class 20 contains 3647 members Mstep: Class 21 contains 2920 members Mstep: Class 22 contains 764 members Mstep: Class 23 contains 1407 members Mstep: Class 24 contains 8916 members Mstep: Class 25 contains 6976 members Mstep: Class 26 contains 39668 members Mstep: Class 27 contains 373 members Mstep: Class 28 contains 479 members Entering Unmasked Estep ConsiderDeletion Score: -55714608.000000 Penalty: 90319.921875 Iteration 83Q: 29 clusters Score -5.571461e+07 nChanged 1979 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19021 members Mstep: Class 2 contains 68437 members Mstep: Class 3 contains 565 members Mstep: Class 4 contains 22193 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 307 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 3814 members Mstep: Class 9 contains 14800 members Mstep: Class 10 contains 23865 members Mstep: Class 11 contains 21879 members Mstep: Class 12 contains 6010 members Mstep: Class 13 contains 1812 members Mstep: Class 14 contains 646 members Mstep: Class 15 contains 1854 members Mstep: Class 16 contains 8202 members Mstep: Class 17 contains 1756 members Mstep: Class 18 contains 13055 members Mstep: Class 19 contains 171859 members Mstep: Class 20 contains 3650 members Mstep: Class 21 contains 2922 members Mstep: Class 22 contains 762 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8892 members Mstep: Class 25 contains 6939 members Mstep: Class 26 contains 39158 members Mstep: Class 27 contains 373 members Mstep: Class 28 contains 496 members Entering Unmasked Estep ConsiderDeletion Score: -55714736.000000 Penalty: 90319.921875 Iteration 84Q: 29 clusters Score -5.571474e+07 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19099 members Mstep: Class 2 contains 68053 members Mstep: Class 3 contains 565 members Mstep: Class 4 contains 22163 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 312 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 3805 members Mstep: Class 9 contains 14789 members Mstep: Class 10 contains 23825 members Mstep: Class 11 contains 21804 members Mstep: Class 12 contains 6041 members Mstep: Class 13 contains 1817 members Mstep: Class 14 contains 642 members Mstep: Class 15 contains 1859 members Mstep: Class 16 contains 8203 members Mstep: Class 17 contains 1740 members Mstep: Class 18 contains 13039 members Mstep: Class 19 contains 172757 members Mstep: Class 20 contains 3649 members Mstep: Class 21 contains 2914 members Mstep: Class 22 contains 757 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8861 members Mstep: Class 25 contains 6921 members Mstep: Class 26 contains 38769 members Mstep: Class 27 contains 372 members Mstep: Class 28 contains 511 members Entering Unmasked Estep ConsiderDeletion Score: -55714904.000000 Penalty: 90319.921875 Iteration 85Q: 29 clusters Score -5.57149e+07 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19180 members Mstep: Class 2 contains 67678 members Mstep: Class 3 contains 565 members Mstep: Class 4 contains 22119 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 314 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 3792 members Mstep: Class 9 contains 14786 members Mstep: Class 10 contains 23803 members Mstep: Class 11 contains 21711 members Mstep: Class 12 contains 6080 members Mstep: Class 13 contains 1822 members Mstep: Class 14 contains 647 members Mstep: Class 15 contains 1863 members Mstep: Class 16 contains 8200 members Mstep: Class 17 contains 1720 members Mstep: Class 18 contains 13020 members Mstep: Class 19 contains 173604 members Mstep: Class 20 contains 3650 members Mstep: Class 21 contains 2908 members Mstep: Class 22 contains 755 members Mstep: Class 23 contains 1409 members Mstep: Class 24 contains 8821 members Mstep: Class 25 contains 6891 members Mstep: Class 26 contains 38442 members Mstep: Class 27 contains 373 members Mstep: Class 28 contains 522 members Entering Unmasked Estep ConsiderDeletion Score: -55714972.000000 Penalty: 90319.921875 Iteration 86Q: 29 clusters Score -5.571497e+07 nChanged 1210 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19251 members Mstep: Class 2 contains 67327 members Mstep: Class 3 contains 564 members Mstep: Class 4 contains 22083 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 318 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 3774 members Mstep: Class 9 contains 14790 members Mstep: Class 10 contains 23787 members Mstep: Class 11 contains 21620 members Mstep: Class 12 contains 6109 members Mstep: Class 13 contains 1825 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 1866 members Mstep: Class 16 contains 8204 members Mstep: Class 17 contains 1709 members Mstep: Class 18 contains 12999 members Mstep: Class 19 contains 174355 members Mstep: Class 20 contains 3649 members Mstep: Class 21 contains 2901 members Mstep: Class 22 contains 751 members Mstep: Class 23 contains 1409 members Mstep: Class 24 contains 8782 members Mstep: Class 25 contains 6860 members Mstep: Class 26 contains 38186 members Mstep: Class 27 contains 373 members Mstep: Class 28 contains 533 members Entering Unmasked Estep ConsiderDeletion Score: -55715180.000000 Penalty: 90319.921875 Iteration 87Q: 29 clusters Score -5.571518e+07 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19317 members Mstep: Class 2 contains 67008 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 22044 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 318 members Mstep: Class 7 contains 617 members Mstep: Class 8 contains 3759 members Mstep: Class 9 contains 14794 members Mstep: Class 10 contains 23777 members Mstep: Class 11 contains 21538 members Mstep: Class 12 contains 6134 members Mstep: Class 13 contains 1828 members Mstep: Class 14 contains 650 members Mstep: Class 15 contains 1869 members Mstep: Class 16 contains 8207 members Mstep: Class 17 contains 1696 members Mstep: Class 18 contains 12977 members Mstep: Class 19 contains 175021 members Mstep: Class 20 contains 3649 members Mstep: Class 21 contains 2897 members Mstep: Class 22 contains 751 members Mstep: Class 23 contains 1409 members Mstep: Class 24 contains 8752 members Mstep: Class 25 contains 6831 members Mstep: Class 26 contains 37970 members Mstep: Class 27 contains 372 members Mstep: Class 28 contains 544 members Entering Unmasked Estep ConsiderDeletion Score: -55715236.000000 Penalty: 90319.921875 Iteration 88Q: 29 clusters Score -5.571524e+07 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19377 members Mstep: Class 2 contains 66725 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 22021 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 321 members Mstep: Class 7 contains 615 members Mstep: Class 8 contains 3747 members Mstep: Class 9 contains 14795 members Mstep: Class 10 contains 23764 members Mstep: Class 11 contains 21457 members Mstep: Class 12 contains 6143 members Mstep: Class 13 contains 1829 members Mstep: Class 14 contains 674 members Mstep: Class 15 contains 1871 members Mstep: Class 16 contains 8202 members Mstep: Class 17 contains 1687 members Mstep: Class 18 contains 12952 members Mstep: Class 19 contains 175643 members Mstep: Class 20 contains 3645 members Mstep: Class 21 contains 2895 members Mstep: Class 22 contains 748 members Mstep: Class 23 contains 1409 members Mstep: Class 24 contains 8723 members Mstep: Class 25 contains 6810 members Mstep: Class 26 contains 37762 members Mstep: Class 27 contains 368 members Mstep: Class 28 contains 546 members Entering Unmasked Estep ConsiderDeletion Score: -55715212.000000 Penalty: 90319.921875 Iteration 89Q: 29 clusters Score -5.571521e+07 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19419 members Mstep: Class 2 contains 66470 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21986 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 321 members Mstep: Class 7 contains 615 members Mstep: Class 8 contains 3741 members Mstep: Class 9 contains 14794 members Mstep: Class 10 contains 23750 members Mstep: Class 11 contains 21388 members Mstep: Class 12 contains 6157 members Mstep: Class 13 contains 1831 members Mstep: Class 14 contains 699 members Mstep: Class 15 contains 1872 members Mstep: Class 16 contains 8199 members Mstep: Class 17 contains 1681 members Mstep: Class 18 contains 12938 members Mstep: Class 19 contains 176182 members Mstep: Class 20 contains 3645 members Mstep: Class 21 contains 2894 members Mstep: Class 22 contains 748 members Mstep: Class 23 contains 1409 members Mstep: Class 24 contains 8697 members Mstep: Class 25 contains 6785 members Mstep: Class 26 contains 37597 members Mstep: Class 27 contains 365 members Mstep: Class 28 contains 546 members Entering Unmasked Estep ConsiderDeletion Score: -55715440.000000 Penalty: 90319.921875 Iteration 90Q: 29 clusters Score -5.571544e+07 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19460 members Mstep: Class 2 contains 66236 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21957 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 321 members Mstep: Class 7 contains 615 members Mstep: Class 8 contains 3738 members Mstep: Class 9 contains 14795 members Mstep: Class 10 contains 23740 members Mstep: Class 11 contains 21321 members Mstep: Class 12 contains 6169 members Mstep: Class 13 contains 1832 members Mstep: Class 14 contains 713 members Mstep: Class 15 contains 1873 members Mstep: Class 16 contains 8200 members Mstep: Class 17 contains 1672 members Mstep: Class 18 contains 12922 members Mstep: Class 19 contains 176654 members Mstep: Class 20 contains 3656 members Mstep: Class 21 contains 2895 members Mstep: Class 22 contains 748 members Mstep: Class 23 contains 1410 members Mstep: Class 24 contains 8677 members Mstep: Class 25 contains 6764 members Mstep: Class 26 contains 37452 members Mstep: Class 27 contains 361 members Mstep: Class 28 contains 548 members Entering Unmasked Estep ConsiderDeletion Score: -55715400.000000 Penalty: 90319.921875 Iteration 91Q: 29 clusters Score -5.57154e+07 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19510 members Mstep: Class 2 contains 66011 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21919 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 321 members Mstep: Class 7 contains 615 members Mstep: Class 8 contains 3729 members Mstep: Class 9 contains 14794 members Mstep: Class 10 contains 23737 members Mstep: Class 11 contains 21264 members Mstep: Class 12 contains 6175 members Mstep: Class 13 contains 1835 members Mstep: Class 14 contains 715 members Mstep: Class 15 contains 1873 members Mstep: Class 16 contains 8200 members Mstep: Class 17 contains 1664 members Mstep: Class 18 contains 12907 members Mstep: Class 19 contains 177104 members Mstep: Class 20 contains 3662 members Mstep: Class 21 contains 2896 members Mstep: Class 22 contains 748 members Mstep: Class 23 contains 1410 members Mstep: Class 24 contains 8651 members Mstep: Class 25 contains 6746 members Mstep: Class 26 contains 37332 members Mstep: Class 27 contains 360 members Mstep: Class 28 contains 550 members Entering Unmasked Estep ConsiderDeletion Score: -55715380.000000 Penalty: 90319.921875 Iteration 92Q: 29 clusters Score -5.571538e+07 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19562 members Mstep: Class 2 contains 65817 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21891 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 321 members Mstep: Class 7 contains 615 members Mstep: Class 8 contains 3721 members Mstep: Class 9 contains 14796 members Mstep: Class 10 contains 23734 members Mstep: Class 11 contains 21227 members Mstep: Class 12 contains 6177 members Mstep: Class 13 contains 1836 members Mstep: Class 14 contains 720 members Mstep: Class 15 contains 1874 members Mstep: Class 16 contains 8200 members Mstep: Class 17 contains 1655 members Mstep: Class 18 contains 12891 members Mstep: Class 19 contains 177468 members Mstep: Class 20 contains 3664 members Mstep: Class 21 contains 2897 members Mstep: Class 22 contains 748 members Mstep: Class 23 contains 1410 members Mstep: Class 24 contains 8628 members Mstep: Class 25 contains 6727 members Mstep: Class 26 contains 37240 members Mstep: Class 27 contains 359 members Mstep: Class 28 contains 550 members Entering Unmasked Estep ConsiderDeletion Score: -55715428.000000 Penalty: 90319.921875 Iteration 93Q: 29 clusters Score -5.571543e+07 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19588 members Mstep: Class 2 contains 65667 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21857 members Mstep: Class 5 contains 173 members Mstep: Class 6 contains 321 members Mstep: Class 7 contains 615 members Mstep: Class 8 contains 3715 members Mstep: Class 9 contains 14795 members Mstep: Class 10 contains 23730 members Mstep: Class 11 contains 21190 members Mstep: Class 12 contains 6185 members Mstep: Class 13 contains 1837 members Mstep: Class 14 contains 727 members Mstep: Class 15 contains 1876 members Mstep: Class 16 contains 8198 members Mstep: Class 17 contains 1650 members Mstep: Class 18 contains 12869 members Mstep: Class 19 contains 177804 members Mstep: Class 20 contains 3667 members Mstep: Class 21 contains 2895 members Mstep: Class 22 contains 748 members Mstep: Class 23 contains 1410 members Mstep: Class 24 contains 8607 members Mstep: Class 25 contains 6706 members Mstep: Class 26 contains 37163 members Mstep: Class 27 contains 358 members Mstep: Class 28 contains 550 members Entering Unmasked Estep ConsiderDeletion Score: -55715412.000000 Penalty: 90319.921875 Iteration 94Q: 29 clusters Score -5.571541e+07 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19619 members Mstep: Class 2 contains 65523 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21821 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 321 members Mstep: Class 7 contains 615 members Mstep: Class 8 contains 3712 members Mstep: Class 9 contains 14796 members Mstep: Class 10 contains 23729 members Mstep: Class 11 contains 21167 members Mstep: Class 12 contains 6196 members Mstep: Class 13 contains 1837 members Mstep: Class 14 contains 727 members Mstep: Class 15 contains 1877 members Mstep: Class 16 contains 8196 members Mstep: Class 17 contains 1644 members Mstep: Class 18 contains 12851 members Mstep: Class 19 contains 178099 members Mstep: Class 20 contains 3665 members Mstep: Class 21 contains 2894 members Mstep: Class 22 contains 748 members Mstep: Class 23 contains 1410 members Mstep: Class 24 contains 8587 members Mstep: Class 25 contains 6681 members Mstep: Class 26 contains 37106 members Mstep: Class 27 contains 358 members Mstep: Class 28 contains 550 members Entering Unmasked Estep ConsiderDeletion Score: -55715268.000000 Penalty: 90319.921875 Iteration 95Q: 29 clusters Score -5.571527e+07 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19651 members Mstep: Class 2 contains 65392 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21793 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 321 members Mstep: Class 7 contains 615 members Mstep: Class 8 contains 3705 members Mstep: Class 9 contains 14794 members Mstep: Class 10 contains 23727 members Mstep: Class 11 contains 21141 members Mstep: Class 12 contains 6204 members Mstep: Class 13 contains 1837 members Mstep: Class 14 contains 727 members Mstep: Class 15 contains 1878 members Mstep: Class 16 contains 8198 members Mstep: Class 17 contains 1637 members Mstep: Class 18 contains 12830 members Mstep: Class 19 contains 178375 members Mstep: Class 20 contains 3664 members Mstep: Class 21 contains 2891 members Mstep: Class 22 contains 748 members Mstep: Class 23 contains 1410 members Mstep: Class 24 contains 8568 members Mstep: Class 25 contains 6662 members Mstep: Class 26 contains 37053 members Mstep: Class 27 contains 358 members Mstep: Class 28 contains 550 members Entering Unmasked Estep ConsiderDeletion Score: -55715328.000000 Penalty: 90319.921875 Iteration 96Q: 29 clusters Score -5.571533e+07 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19687 members Mstep: Class 2 contains 65278 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21767 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 321 members Mstep: Class 7 contains 615 members Mstep: Class 8 contains 3695 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23726 members Mstep: Class 11 contains 21117 members Mstep: Class 12 contains 6212 members Mstep: Class 13 contains 1836 members Mstep: Class 14 contains 727 members Mstep: Class 15 contains 1881 members Mstep: Class 16 contains 8199 members Mstep: Class 17 contains 1630 members Mstep: Class 18 contains 12810 members Mstep: Class 19 contains 178609 members Mstep: Class 20 contains 3664 members Mstep: Class 21 contains 2888 members Mstep: Class 22 contains 748 members Mstep: Class 23 contains 1410 members Mstep: Class 24 contains 8554 members Mstep: Class 25 contains 6651 members Mstep: Class 26 contains 37004 members Mstep: Class 27 contains 358 members Mstep: Class 28 contains 550 members Entering Unmasked Estep ConsiderDeletion Score: -55715332.000000 Penalty: 90319.921875 Iteration 97Q: 29 clusters Score -5.571533e+07 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19720 members Mstep: Class 2 contains 65171 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21739 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 321 members Mstep: Class 7 contains 615 members Mstep: Class 8 contains 3682 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23726 members Mstep: Class 11 contains 21089 members Mstep: Class 12 contains 6216 members Mstep: Class 13 contains 1837 members Mstep: Class 14 contains 726 members Mstep: Class 15 contains 1883 members Mstep: Class 16 contains 8198 members Mstep: Class 17 contains 1623 members Mstep: Class 18 contains 12787 members Mstep: Class 19 contains 178854 members Mstep: Class 20 contains 3664 members Mstep: Class 21 contains 2887 members Mstep: Class 22 contains 748 members Mstep: Class 23 contains 1410 members Mstep: Class 24 contains 8535 members Mstep: Class 25 contains 6648 members Mstep: Class 26 contains 36950 members Mstep: Class 27 contains 358 members Mstep: Class 28 contains 550 members Entering Unmasked Estep ConsiderDeletion Score: -55715260.000000 Penalty: 90319.921875 Iteration 98Q: 29 clusters Score -5.571526e+07 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19740 members Mstep: Class 2 contains 65074 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21710 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 321 members Mstep: Class 7 contains 615 members Mstep: Class 8 contains 3668 members Mstep: Class 9 contains 14793 members Mstep: Class 10 contains 23724 members Mstep: Class 11 contains 21057 members Mstep: Class 12 contains 6221 members Mstep: Class 13 contains 1838 members Mstep: Class 14 contains 726 members Mstep: Class 15 contains 1884 members Mstep: Class 16 contains 8200 members Mstep: Class 17 contains 1615 members Mstep: Class 18 contains 12769 members Mstep: Class 19 contains 179078 members Mstep: Class 20 contains 3665 members Mstep: Class 21 contains 2885 members Mstep: Class 22 contains 748 members Mstep: Class 23 contains 1410 members Mstep: Class 24 contains 8529 members Mstep: Class 25 contains 6641 members Mstep: Class 26 contains 36910 members Mstep: Class 27 contains 358 members Mstep: Class 28 contains 550 members Entering Unmasked Estep ConsiderDeletion Score: -55715396.000000 Penalty: 90319.921875 Iteration 99Q: 29 clusters Score -5.57154e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19767 members Mstep: Class 2 contains 64972 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21700 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 321 members Mstep: Class 7 contains 615 members Mstep: Class 8 contains 3661 members Mstep: Class 9 contains 14795 members Mstep: Class 10 contains 23724 members Mstep: Class 11 contains 21032 members Mstep: Class 12 contains 6226 members Mstep: Class 13 contains 1838 members Mstep: Class 14 contains 725 members Mstep: Class 15 contains 1885 members Mstep: Class 16 contains 8202 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 12762 members Mstep: Class 19 contains 179247 members Mstep: Class 20 contains 3665 members Mstep: Class 21 contains 2883 members Mstep: Class 22 contains 748 members Mstep: Class 23 contains 1410 members Mstep: Class 24 contains 8521 members Mstep: Class 25 contains 6636 members Mstep: Class 26 contains 36877 members Mstep: Class 27 contains 358 members Mstep: Class 28 contains 550 members Entering Unmasked Estep ConsiderDeletion Score: -55715416.000000 Penalty: 90319.921875 Iteration 100F: 29 clusters Score -5.571542e+07 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19786 members Mstep: Class 2 contains 64900 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21688 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 329 members Mstep: Class 7 contains 615 members Mstep: Class 8 contains 3657 members Mstep: Class 9 contains 14795 members Mstep: Class 10 contains 23723 members Mstep: Class 11 contains 21009 members Mstep: Class 12 contains 6229 members Mstep: Class 13 contains 1838 members Mstep: Class 14 contains 731 members Mstep: Class 15 contains 1887 members Mstep: Class 16 contains 8204 members Mstep: Class 17 contains 1604 members Mstep: Class 18 contains 12754 members Mstep: Class 19 contains 179402 members Mstep: Class 20 contains 3661 members Mstep: Class 21 contains 2883 members Mstep: Class 22 contains 740 members Mstep: Class 23 contains 1410 members Mstep: Class 24 contains 8506 members Mstep: Class 25 contains 6630 members Mstep: Class 26 contains 36843 members Mstep: Class 27 contains 355 members Mstep: Class 28 contains 550 members Entering Unmasked Estep ConsiderDeletion Score: -55715444.000000 Penalty: 90319.921875 Iteration 101Q: 29 clusters Score -5.571544e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19810 members Mstep: Class 2 contains 64847 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21667 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 335 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 3651 members Mstep: Class 9 contains 14796 members Mstep: Class 10 contains 23720 members Mstep: Class 11 contains 20989 members Mstep: Class 12 contains 6226 members Mstep: Class 13 contains 1838 members Mstep: Class 14 contains 732 members Mstep: Class 15 contains 1890 members Mstep: Class 16 contains 8205 members Mstep: Class 17 contains 1603 members Mstep: Class 18 contains 12745 members Mstep: Class 19 contains 179554 members Mstep: Class 20 contains 3658 members Mstep: Class 21 contains 2882 members Mstep: Class 22 contains 735 members Mstep: Class 23 contains 1410 members Mstep: Class 24 contains 8488 members Mstep: Class 25 contains 6623 members Mstep: Class 26 contains 36807 members Mstep: Class 27 contains 354 members Mstep: Class 28 contains 550 members Entering Unmasked Estep ConsiderDeletion Score: -55715512.000000 Penalty: 90319.921875 Iteration 102Q: 29 clusters Score -5.571551e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19832 members Mstep: Class 2 contains 64788 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21651 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 344 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 3643 members Mstep: Class 9 contains 14794 members Mstep: Class 10 contains 23721 members Mstep: Class 11 contains 20969 members Mstep: Class 12 contains 6223 members Mstep: Class 13 contains 1838 members Mstep: Class 14 contains 735 members Mstep: Class 15 contains 1893 members Mstep: Class 16 contains 8207 members Mstep: Class 17 contains 1595 members Mstep: Class 18 contains 12739 members Mstep: Class 19 contains 179695 members Mstep: Class 20 contains 3655 members Mstep: Class 21 contains 2882 members Mstep: Class 22 contains 726 members Mstep: Class 23 contains 1410 members Mstep: Class 24 contains 8478 members Mstep: Class 25 contains 6617 members Mstep: Class 26 contains 36775 members Mstep: Class 27 contains 354 members Mstep: Class 28 contains 551 members Entering Unmasked Estep ConsiderDeletion Score: -55715544.000000 Penalty: 90319.921875 Iteration 103Q: 29 clusters Score -5.571554e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19844 members Mstep: Class 2 contains 64737 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21638 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 347 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 3637 members Mstep: Class 9 contains 14793 members Mstep: Class 10 contains 23719 members Mstep: Class 11 contains 20945 members Mstep: Class 12 contains 6226 members Mstep: Class 13 contains 1838 members Mstep: Class 14 contains 733 members Mstep: Class 15 contains 1896 members Mstep: Class 16 contains 8208 members Mstep: Class 17 contains 1589 members Mstep: Class 18 contains 12729 members Mstep: Class 19 contains 179824 members Mstep: Class 20 contains 3653 members Mstep: Class 21 contains 2882 members Mstep: Class 22 contains 723 members Mstep: Class 23 contains 1410 members Mstep: Class 24 contains 8471 members Mstep: Class 25 contains 6617 members Mstep: Class 26 contains 36751 members Mstep: Class 27 contains 354 members Mstep: Class 28 contains 551 members Entering Unmasked Estep ConsiderDeletion Score: -55715564.000000 Penalty: 90319.921875 Iteration 104Q: 29 clusters Score -5.571556e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19858 members Mstep: Class 2 contains 64687 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21624 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 3632 members Mstep: Class 9 contains 14793 members Mstep: Class 10 contains 23717 members Mstep: Class 11 contains 20931 members Mstep: Class 12 contains 6226 members Mstep: Class 13 contains 1838 members Mstep: Class 14 contains 733 members Mstep: Class 15 contains 1898 members Mstep: Class 16 contains 8209 members Mstep: Class 17 contains 1585 members Mstep: Class 18 contains 12720 members Mstep: Class 19 contains 179941 members Mstep: Class 20 contains 3648 members Mstep: Class 21 contains 2880 members Mstep: Class 22 contains 722 members Mstep: Class 23 contains 1409 members Mstep: Class 24 contains 8468 members Mstep: Class 25 contains 6610 members Mstep: Class 26 contains 36733 members Mstep: Class 27 contains 354 members Mstep: Class 28 contains 551 members Entering Unmasked Estep ConsiderDeletion Score: -55715548.000000 Penalty: 90319.921875 Iteration 105Q: 29 clusters Score -5.571555e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19871 members Mstep: Class 2 contains 64648 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21620 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 349 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 3628 members Mstep: Class 9 contains 14793 members Mstep: Class 10 contains 23716 members Mstep: Class 11 contains 20922 members Mstep: Class 12 contains 6224 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 733 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8208 members Mstep: Class 17 contains 1581 members Mstep: Class 18 contains 12714 members Mstep: Class 19 contains 180030 members Mstep: Class 20 contains 3647 members Mstep: Class 21 contains 2880 members Mstep: Class 22 contains 721 members Mstep: Class 23 contains 1409 members Mstep: Class 24 contains 8468 members Mstep: Class 25 contains 6601 members Mstep: Class 26 contains 36709 members Mstep: Class 27 contains 354 members Mstep: Class 28 contains 551 members Entering Unmasked Estep ConsiderDeletion Score: -55715596.000000 Penalty: 90319.921875 Iteration 106Q: 29 clusters Score -5.57156e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19879 members Mstep: Class 2 contains 64604 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21608 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 350 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 3624 members Mstep: Class 9 contains 14793 members Mstep: Class 10 contains 23719 members Mstep: Class 11 contains 20912 members Mstep: Class 12 contains 6228 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 735 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8209 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 12706 members Mstep: Class 19 contains 180127 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2880 members Mstep: Class 22 contains 720 members Mstep: Class 23 contains 1407 members Mstep: Class 24 contains 8466 members Mstep: Class 25 contains 6592 members Mstep: Class 26 contains 36689 members Mstep: Class 27 contains 354 members Mstep: Class 28 contains 551 members Entering Unmasked Estep ConsiderDeletion Score: -55715636.000000 Penalty: 90319.921875 Iteration 107Q: 29 clusters Score -5.571564e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19884 members Mstep: Class 2 contains 64573 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21601 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 350 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 3621 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23720 members Mstep: Class 11 contains 20900 members Mstep: Class 12 contains 6223 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 736 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8206 members Mstep: Class 17 contains 1576 members Mstep: Class 18 contains 12704 members Mstep: Class 19 contains 180210 members Mstep: Class 20 contains 3647 members Mstep: Class 21 contains 2880 members Mstep: Class 22 contains 720 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8462 members Mstep: Class 25 contains 6580 members Mstep: Class 26 contains 36679 members Mstep: Class 27 contains 354 members Mstep: Class 28 contains 551 members Entering Unmasked Estep ConsiderDeletion Score: -55715628.000000 Penalty: 90319.921875 Iteration 108Q: 29 clusters Score -5.571563e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19892 members Mstep: Class 2 contains 64530 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21592 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 350 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 3618 members Mstep: Class 9 contains 14793 members Mstep: Class 10 contains 23719 members Mstep: Class 11 contains 20892 members Mstep: Class 12 contains 6222 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 736 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8203 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12700 members Mstep: Class 19 contains 180294 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2880 members Mstep: Class 22 contains 720 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8461 members Mstep: Class 25 contains 6568 members Mstep: Class 26 contains 36673 members Mstep: Class 27 contains 354 members Mstep: Class 28 contains 551 members Entering Unmasked Estep ConsiderDeletion Score: -55715608.000000 Penalty: 90319.921875 Iteration 109Q: 29 clusters Score -5.571561e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19896 members Mstep: Class 2 contains 64491 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21584 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 350 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 3618 members Mstep: Class 9 contains 14794 members Mstep: Class 10 contains 23717 members Mstep: Class 11 contains 20883 members Mstep: Class 12 contains 6220 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 737 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8204 members Mstep: Class 17 contains 1576 members Mstep: Class 18 contains 12697 members Mstep: Class 19 contains 180364 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2880 members Mstep: Class 22 contains 720 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8461 members Mstep: Class 25 contains 6559 members Mstep: Class 26 contains 36667 members Mstep: Class 27 contains 354 members Mstep: Class 28 contains 551 members Entering Unmasked Estep ConsiderDeletion Score: -55715628.000000 Penalty: 90319.921875 Iteration 110Q: 29 clusters Score -5.571563e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19901 members Mstep: Class 2 contains 64451 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21579 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 350 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 3619 members Mstep: Class 9 contains 14796 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20875 members Mstep: Class 12 contains 6221 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 738 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8205 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12694 members Mstep: Class 19 contains 180432 members Mstep: Class 20 contains 3645 members Mstep: Class 21 contains 2879 members Mstep: Class 22 contains 720 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8458 members Mstep: Class 25 contains 6552 members Mstep: Class 26 contains 36659 members Mstep: Class 27 contains 354 members Mstep: Class 28 contains 551 members Entering Unmasked Estep ConsiderDeletion Score: -55715608.000000 Penalty: 90319.921875 Iteration 111Q: 29 clusters Score -5.571561e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19907 members Mstep: Class 2 contains 64418 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21576 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 350 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 3619 members Mstep: Class 9 contains 14793 members Mstep: Class 10 contains 23714 members Mstep: Class 11 contains 20871 members Mstep: Class 12 contains 6221 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 739 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8204 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12693 members Mstep: Class 19 contains 180481 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2878 members Mstep: Class 22 contains 720 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8457 members Mstep: Class 25 contains 6547 members Mstep: Class 26 contains 36655 members Mstep: Class 27 contains 354 members Mstep: Class 28 contains 551 members Entering Unmasked Estep ConsiderDeletion Score: -55715664.000000 Penalty: 90319.921875 Iteration 112Q: 29 clusters Score -5.571566e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19910 members Mstep: Class 2 contains 64391 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21571 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 350 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 3619 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23714 members Mstep: Class 11 contains 20871 members Mstep: Class 12 contains 6221 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 740 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8204 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12693 members Mstep: Class 19 contains 180522 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2878 members Mstep: Class 22 contains 720 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8457 members Mstep: Class 25 contains 6539 members Mstep: Class 26 contains 36651 members Mstep: Class 27 contains 354 members Mstep: Class 28 contains 551 members Entering Unmasked Estep ConsiderDeletion Score: -55715660.000000 Penalty: 90319.921875 Iteration 113Q: 29 clusters Score -5.571566e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19914 members Mstep: Class 2 contains 64372 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21569 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 350 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 3619 members Mstep: Class 9 contains 14793 members Mstep: Class 10 contains 23714 members Mstep: Class 11 contains 20865 members Mstep: Class 12 contains 6222 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 742 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8204 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12692 members Mstep: Class 19 contains 180548 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2878 members Mstep: Class 22 contains 720 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8457 members Mstep: Class 25 contains 6534 members Mstep: Class 26 contains 36650 members Mstep: Class 27 contains 354 members Mstep: Class 28 contains 551 members Entering Unmasked Estep ConsiderDeletion Score: -55715652.000000 Penalty: 90319.921875 Iteration 114Q: 29 clusters Score -5.571565e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19918 members Mstep: Class 2 contains 64361 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21567 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 350 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 3619 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23714 members Mstep: Class 11 contains 20854 members Mstep: Class 12 contains 6222 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 742 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8204 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12693 members Mstep: Class 19 contains 180570 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2878 members Mstep: Class 22 contains 720 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8457 members Mstep: Class 25 contains 6532 members Mstep: Class 26 contains 36650 members Mstep: Class 27 contains 354 members Mstep: Class 28 contains 551 members Entering Unmasked Estep ConsiderDeletion Score: -55715664.000000 Penalty: 90319.921875 Iteration 115Q: 29 clusters Score -5.571566e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19919 members Mstep: Class 2 contains 64348 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21567 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 350 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 3619 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23714 members Mstep: Class 11 contains 20840 members Mstep: Class 12 contains 6222 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 742 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8205 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12693 members Mstep: Class 19 contains 180601 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2877 members Mstep: Class 22 contains 720 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8457 members Mstep: Class 25 contains 6528 members Mstep: Class 26 contains 36649 members Mstep: Class 27 contains 354 members Mstep: Class 28 contains 551 members Entering Unmasked Estep ConsiderDeletion Score: -55715684.000000 Penalty: 90319.921875 Iteration 116Q: 29 clusters Score -5.571568e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19919 members Mstep: Class 2 contains 64329 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21567 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 350 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 3618 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23713 members Mstep: Class 11 contains 20834 members Mstep: Class 12 contains 6222 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 743 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8206 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12693 members Mstep: Class 19 contains 180630 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 720 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8457 members Mstep: Class 25 contains 6526 members Mstep: Class 26 contains 36648 members Mstep: Class 27 contains 354 members Mstep: Class 28 contains 551 members Entering Unmasked Estep ConsiderDeletion Score: -55715696.000000 Penalty: 90319.921875 Iteration 117Q: 29 clusters Score -5.57157e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19919 members Mstep: Class 2 contains 64305 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21568 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 350 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 3617 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23713 members Mstep: Class 11 contains 20828 members Mstep: Class 12 contains 6221 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8206 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12694 members Mstep: Class 19 contains 180661 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 720 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8457 members Mstep: Class 25 contains 6526 members Mstep: Class 26 contains 36646 members Mstep: Class 27 contains 354 members Mstep: Class 28 contains 551 members Entering Unmasked Estep ConsiderDeletion Score: -55715692.000000 Penalty: 90319.921875 Iteration 118Q: 29 clusters Score -5.571569e+07 nChanged 38 Entering ConstructFrom: Score: -55715692.000000 Penalty: 90319.921875 Entering ConstructFrom: Trying to split cluster 1 (19919 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19919 members Entering Unmasked Estep Score: -2476729.000000 Penalty: 2455.058594 Iteration 0F: 2 clusters Score -2476729 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10044 members Mstep: Class 2 contains 9875 members Entering Unmasked Estep Score: -2462704.750000 Penalty: 4910.117188 Iteration 0F: 3 clusters Score -2462705 nChanged 8743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10277 members Mstep: Class 2 contains 9642 members Entering Unmasked Estep Score: -2467366.500000 Penalty: 4910.117188 Iteration 1F: 3 clusters Score -2467366 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10362 members Mstep: Class 2 contains 9557 members Entering Unmasked Estep Score: -2467677.750000 Penalty: 4910.117188 Iteration 2Q: 3 clusters Score -2467678 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10475 members Mstep: Class 2 contains 9444 members Entering Unmasked Estep Score: -2467925.500000 Penalty: 4910.117188 Iteration 3Q: 3 clusters Score -2467926 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10650 members Mstep: Class 2 contains 9269 members Entering Unmasked Estep Score: -2468113.250000 Penalty: 4910.117188 Iteration 4Q: 3 clusters Score -2468113 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10894 members Mstep: Class 2 contains 9025 members Entering Unmasked Estep Score: -2468301.250000 Penalty: 4910.117188 Iteration 5Q: 3 clusters Score -2468301 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11232 members Mstep: Class 2 contains 8687 members Entering Unmasked Estep Score: -2468496.500000 Penalty: 4910.117188 Iteration 6Q: 3 clusters Score -2468496 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11659 members Mstep: Class 2 contains 8260 members Entering Unmasked Estep Score: -2468726.500000 Penalty: 4910.117188 Iteration 7Q: 3 clusters Score -2468726 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12199 members Mstep: Class 2 contains 7720 members Entering Unmasked Estep Score: -2469007.000000 Penalty: 4910.117188 Iteration 8Q: 3 clusters Score -2469007 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12909 members Mstep: Class 2 contains 7010 members Entering Unmasked Estep Score: -2469396.250000 Penalty: 4910.117188 Iteration 9Q: 3 clusters Score -2469396 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13753 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -2469954.250000 Penalty: 4910.117188 Iteration 10Q: 3 clusters Score -2469954 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14786 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -2470684.000000 Penalty: 4910.117188 Iteration 11F: 3 clusters Score -2470684 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15920 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -2471546.250000 Penalty: 4910.117188 Iteration 12F: 3 clusters Score -2471546 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16968 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -2472376.750000 Penalty: 4910.117188 Iteration 13F: 3 clusters Score -2472377 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17819 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -2473052.750000 Penalty: 4910.117188 Iteration 14Q: 3 clusters Score -2473053 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18420 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -2473531.500000 Penalty: 4910.117188 Iteration 15Q: 3 clusters Score -2473532 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18853 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -2473884.250000 Penalty: 4910.117188 Iteration 16Q: 3 clusters Score -2473884 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19112 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -2474105.500000 Penalty: 4910.117188 Iteration 17Q: 3 clusters Score -2474106 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19298 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -2474284.500000 Penalty: 4910.117188 Iteration 18Q: 3 clusters Score -2474284 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19402 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -2474377.500000 Penalty: 4910.117188 Iteration 19Q: 3 clusters Score -2474378 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19463 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -2474437.000000 Penalty: 4910.117188 Iteration 20F: 3 clusters Score -2474437 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19505 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -2474490.500000 Penalty: 4910.117188 Iteration 21Q: 3 clusters Score -2474490 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19540 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -2474520.500000 Penalty: 4910.117188 Iteration 22Q: 3 clusters Score -2474520 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19559 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -2474547.000000 Penalty: 4910.117188 Iteration 23Q: 3 clusters Score -2474547 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19570 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -2474560.750000 Penalty: 4910.117188 Iteration 24Q: 3 clusters Score -2474561 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19576 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -2474571.250000 Penalty: 4910.117188 Iteration 25Q: 3 clusters Score -2474571 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19588 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -2474590.250000 Penalty: 4910.117188 Iteration 26Q: 3 clusters Score -2474590 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19593 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -2474595.000000 Penalty: 4910.117188 Iteration 27Q: 3 clusters Score -2474595 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19598 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -2474603.000000 Penalty: 4910.117188 Iteration 28Q: 3 clusters Score -2474603 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19599 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -2474606.250000 Penalty: 4910.117188 Iteration 29Q: 3 clusters Score -2474606 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19599 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -2474611.500000 Penalty: 4910.117188 Iteration 30Q: 3 clusters Score -2474612 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19599 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -2474611.000000 Penalty: 4910.117188 Iteration 31Q: 3 clusters Score -2474611 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19602 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -2474612.500000 Penalty: 4910.117188 Iteration 32Q: 3 clusters Score -2474612 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19602 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -2474612.500000 Penalty: 4910.117188 Iteration 33F: 3 clusters Score -2474612 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (64287 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64287 members Entering Unmasked Estep Score: -8267885.000000 Penalty: 2745.635986 Iteration 0F: 2 clusters Score -8267885 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32057 members Mstep: Class 2 contains 32230 members Entering Unmasked Estep Score: -8224559.500000 Penalty: 5491.271973 Iteration 0F: 3 clusters Score -8224560 nChanged 30012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31273 members Mstep: Class 2 contains 33014 members Entering Unmasked Estep Score: -8241623.000000 Penalty: 5491.271973 Iteration 1F: 3 clusters Score -8241623 nChanged 2446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30845 members Mstep: Class 2 contains 33442 members Entering Unmasked Estep Score: -8242228.500000 Penalty: 5491.271973 Iteration 2Q: 3 clusters Score -8242228 nChanged 2272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30301 members Mstep: Class 2 contains 33986 members Entering Unmasked Estep Score: -8242789.500000 Penalty: 5491.271973 Iteration 3Q: 3 clusters Score -8242790 nChanged 2194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29547 members Mstep: Class 2 contains 34740 members Entering Unmasked Estep Score: -8243342.500000 Penalty: 5491.271973 Iteration 4Q: 3 clusters Score -8243342 nChanged 2184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28467 members Mstep: Class 2 contains 35820 members Entering Unmasked Estep Score: -8243956.500000 Penalty: 5491.271973 Iteration 5Q: 3 clusters Score -8243956 nChanged 2346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26937 members Mstep: Class 2 contains 37350 members Entering Unmasked Estep Score: -8244792.500000 Penalty: 5491.271973 Iteration 6Q: 3 clusters Score -8244792 nChanged 2551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24944 members Mstep: Class 2 contains 39343 members Entering Unmasked Estep Score: -8245876.500000 Penalty: 5491.271973 Iteration 7Q: 3 clusters Score -8245876 nChanged 3076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22224 members Mstep: Class 2 contains 42063 members Entering Unmasked Estep Score: -8247533.000000 Penalty: 5491.271973 Iteration 8Q: 3 clusters Score -8247533 nChanged 3637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18831 members Mstep: Class 2 contains 45456 members Entering Unmasked Estep Score: -8249972.000000 Penalty: 5491.271973 Iteration 9F: 3 clusters Score -8249972 nChanged 4122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14841 members Mstep: Class 2 contains 49446 members Entering Unmasked Estep Score: -8253328.000000 Penalty: 5491.271973 Iteration 10F: 3 clusters Score -8253328 nChanged 3978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10965 members Mstep: Class 2 contains 53322 members Entering Unmasked Estep Score: -8256946.500000 Penalty: 5491.271973 Iteration 11F: 3 clusters Score -8256946 nChanged 3199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7852 members Mstep: Class 2 contains 56435 members Entering Unmasked Estep Score: -8259806.500000 Penalty: 5491.271973 Iteration 12Q: 3 clusters Score -8259806 nChanged 2311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5631 members Mstep: Class 2 contains 58656 members Entering Unmasked Estep Score: -8261731.000000 Penalty: 5491.271973 Iteration 13Q: 3 clusters Score -8261731 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 60167 members Entering Unmasked Estep Score: -8263029.500000 Penalty: 5491.271973 Iteration 14Q: 3 clusters Score -8263030 nChanged 1073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 61214 members Entering Unmasked Estep Score: -8263815.500000 Penalty: 5491.271973 Iteration 15Q: 3 clusters Score -8263816 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 61958 members Entering Unmasked Estep Score: -8264350.500000 Penalty: 5491.271973 Iteration 16Q: 3 clusters Score -8264350 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 62470 members Entering Unmasked Estep Score: -8264680.000000 Penalty: 5491.271973 Iteration 17Q: 3 clusters Score -8264680 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 62805 members Entering Unmasked Estep Score: -8264919.500000 Penalty: 5491.271973 Iteration 18Q: 3 clusters Score -8264920 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 63048 members Entering Unmasked Estep Score: -8265093.000000 Penalty: 5491.271973 Iteration 19Q: 3 clusters Score -8265093 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 63206 members Entering Unmasked Estep Score: -8265172.000000 Penalty: 5491.271973 Iteration 20F: 3 clusters Score -8265172 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 63330 members Entering Unmasked Estep Score: -8265249.500000 Penalty: 5491.271973 Iteration 21Q: 3 clusters Score -8265250 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 63422 members Entering Unmasked Estep Score: -8265306.000000 Penalty: 5491.271973 Iteration 22Q: 3 clusters Score -8265306 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 63476 members Entering Unmasked Estep Score: -8265352.000000 Penalty: 5491.271973 Iteration 23Q: 3 clusters Score -8265352 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 63516 members Entering Unmasked Estep Score: -8265394.000000 Penalty: 5491.271973 Iteration 24Q: 3 clusters Score -8265394 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 63548 members Entering Unmasked Estep Score: -8265415.000000 Penalty: 5491.271973 Iteration 25Q: 3 clusters Score -8265415 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 63569 members Entering Unmasked Estep Score: -8265434.000000 Penalty: 5491.271973 Iteration 26Q: 3 clusters Score -8265434 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 63593 members Entering Unmasked Estep Score: -8265444.500000 Penalty: 5491.271973 Iteration 27Q: 3 clusters Score -8265444 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 63612 members Entering Unmasked Estep Score: -8265460.000000 Penalty: 5491.271973 Iteration 28Q: 3 clusters Score -8265460 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 63627 members Entering Unmasked Estep Score: -8265474.000000 Penalty: 5491.271973 Iteration 29Q: 3 clusters Score -8265474 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 63640 members Entering Unmasked Estep Score: -8265475.000000 Penalty: 5491.271973 Iteration 30Q: 3 clusters Score -8265475 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 63644 members Entering Unmasked Estep Score: -8265475.500000 Penalty: 5491.271973 Iteration 31Q: 3 clusters Score -8265476 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 63647 members Entering Unmasked Estep Score: -8265472.500000 Penalty: 5491.271973 Iteration 32Q: 3 clusters Score -8265472 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 63652 members Entering Unmasked Estep Score: -8265478.500000 Penalty: 5491.271973 Iteration 33Q: 3 clusters Score -8265478 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 63657 members Entering Unmasked Estep Score: -8265484.000000 Penalty: 5491.271973 Iteration 34Q: 3 clusters Score -8265484 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 63662 members Entering Unmasked Estep Score: -8265482.500000 Penalty: 5491.271973 Iteration 35Q: 3 clusters Score -8265482 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 63669 members Entering Unmasked Estep Score: -8265491.000000 Penalty: 5491.271973 Iteration 36Q: 3 clusters Score -8265491 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 63676 members Entering Unmasked Estep Score: -8265490.000000 Penalty: 5491.271973 Iteration 37Q: 3 clusters Score -8265490 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 63680 members Entering Unmasked Estep Score: -8265491.000000 Penalty: 5491.271973 Iteration 38Q: 3 clusters Score -8265491 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 63682 members Entering Unmasked Estep Score: -8265496.500000 Penalty: 5491.271973 Iteration 39Q: 3 clusters Score -8265496 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 63682 members Entering Unmasked Estep Score: -8265492.500000 Penalty: 5491.271973 Iteration 40F: 3 clusters Score -8265492 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 63687 members Entering Unmasked Estep Score: -8265501.500000 Penalty: 5491.271973 Iteration 41Q: 3 clusters Score -8265502 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 63689 members Entering Unmasked Estep Score: -8265496.000000 Penalty: 5491.271973 Iteration 42Q: 3 clusters Score -8265496 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 63692 members Entering Unmasked Estep Score: -8265500.500000 Penalty: 5491.271973 Iteration 43Q: 3 clusters Score -8265500 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 63694 members Entering Unmasked Estep Score: -8265510.000000 Penalty: 5491.271973 Iteration 44Q: 3 clusters Score -8265510 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 63694 members Entering Unmasked Estep Score: -8265510.000000 Penalty: 5491.271973 Iteration 45Q: 3 clusters Score -8265510 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 63697 members Entering Unmasked Estep Score: -8265508.000000 Penalty: 5491.271973 Iteration 46Q: 3 clusters Score -8265508 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 63702 members Entering Unmasked Estep Score: -8265514.000000 Penalty: 5491.271973 Iteration 47Q: 3 clusters Score -8265514 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 63705 members Entering Unmasked Estep Score: -8265515.000000 Penalty: 5491.271973 Iteration 48Q: 3 clusters Score -8265515 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 63707 members Entering Unmasked Estep Score: -8265519.000000 Penalty: 5491.271973 Iteration 49Q: 3 clusters Score -8265519 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 63707 members Entering Unmasked Estep Score: -8265519.000000 Penalty: 5491.271973 Iteration 50F: 3 clusters Score -8265519 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (563 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Entering Unmasked Estep Score: -65400.949219 Penalty: 1570.653320 Iteration 0F: 2 clusters Score -65400.95 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 274 members Entering Unmasked Estep Score: -63847.785156 Penalty: 3141.306641 Iteration 0F: 3 clusters Score -63847.79 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -64124.890625 Penalty: 3141.306641 Iteration 1F: 3 clusters Score -64124.89 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -64217.660156 Penalty: 3141.306641 Iteration 2F: 3 clusters Score -64217.66 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -64291.460938 Penalty: 3141.306641 Iteration 3Q: 3 clusters Score -64291.46 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -64365.980469 Penalty: 3141.306641 Iteration 4Q: 3 clusters Score -64365.98 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -64508.457031 Penalty: 3141.306641 Iteration 5Q: 3 clusters Score -64508.46 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -64741.312500 Penalty: 3141.306641 Iteration 6F: 3 clusters Score -64741.31 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -64920.441406 Penalty: 3141.306641 Iteration 7Q: 3 clusters Score -64920.44 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -64965.562500 Penalty: 3141.306641 Iteration 8Q: 3 clusters Score -64965.56 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -65014.656250 Penalty: 3141.306641 Iteration 9Q: 3 clusters Score -65014.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -65045.839844 Penalty: 3141.306641 Iteration 10Q: 3 clusters Score -65045.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -65069.898438 Penalty: 3141.306641 Iteration 11Q: 3 clusters Score -65069.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -65084.183594 Penalty: 3141.306641 Iteration 12Q: 3 clusters Score -65084.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -65105.039062 Penalty: 3141.306641 Iteration 13Q: 3 clusters Score -65105.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -65125.671875 Penalty: 3141.306641 Iteration 14Q: 3 clusters Score -65125.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -65135.527344 Penalty: 3141.306641 Iteration 15Q: 3 clusters Score -65135.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -65146.343750 Penalty: 3141.306641 Iteration 16Q: 3 clusters Score -65146.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -65151.718750 Penalty: 3141.306641 Iteration 17Q: 3 clusters Score -65151.72 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -65154.453125 Penalty: 3141.306641 Iteration 18Q: 3 clusters Score -65154.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -65158.992188 Penalty: 3141.306641 Iteration 19Q: 3 clusters Score -65158.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -65158.992188 Penalty: 3141.306641 Iteration 20F: 3 clusters Score -65158.99 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (21568 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21568 members Entering Unmasked Estep Score: -2779879.500000 Penalty: 2474.783447 Iteration 0F: 2 clusters Score -2779880 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10719 members Mstep: Class 2 contains 10849 members Entering Unmasked Estep Score: -2764797.500000 Penalty: 4949.566895 Iteration 0F: 3 clusters Score -2764798 nChanged 9517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10444 members Mstep: Class 2 contains 11124 members Entering Unmasked Estep Score: -2769841.000000 Penalty: 4949.566895 Iteration 1F: 3 clusters Score -2769841 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10195 members Mstep: Class 2 contains 11373 members Entering Unmasked Estep Score: -2770310.500000 Penalty: 4949.566895 Iteration 2F: 3 clusters Score -2770310 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9819 members Mstep: Class 2 contains 11749 members Entering Unmasked Estep Score: -2770712.500000 Penalty: 4949.566895 Iteration 3Q: 3 clusters Score -2770712 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9309 members Mstep: Class 2 contains 12259 members Entering Unmasked Estep Score: -2771147.750000 Penalty: 4949.566895 Iteration 4Q: 3 clusters Score -2771148 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8643 members Mstep: Class 2 contains 12925 members Entering Unmasked Estep Score: -2771703.000000 Penalty: 4949.566895 Iteration 5F: 3 clusters Score -2771703 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 13774 members Entering Unmasked Estep Score: -2772412.000000 Penalty: 4949.566895 Iteration 6F: 3 clusters Score -2772412 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6752 members Mstep: Class 2 contains 14816 members Entering Unmasked Estep Score: -2773386.250000 Penalty: 4949.566895 Iteration 7F: 3 clusters Score -2773386 nChanged 1474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Mstep: Class 2 contains 15976 members Entering Unmasked Estep Score: -2774654.750000 Penalty: 4949.566895 Iteration 8F: 3 clusters Score -2774655 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 17091 members Entering Unmasked Estep Score: -2776093.250000 Penalty: 4949.566895 Iteration 9F: 3 clusters Score -2776093 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3620 members Mstep: Class 2 contains 17948 members Entering Unmasked Estep Score: -2777447.000000 Penalty: 4949.566895 Iteration 10F: 3 clusters Score -2777447 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3225 members Mstep: Class 2 contains 18343 members Entering Unmasked Estep Score: -2778320.250000 Penalty: 4949.566895 Iteration 11Q: 3 clusters Score -2778320 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 18481 members Entering Unmasked Estep Score: -2778712.750000 Penalty: 4949.566895 Iteration 12Q: 3 clusters Score -2778713 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 18502 members Entering Unmasked Estep Score: -2778869.000000 Penalty: 4949.566895 Iteration 13Q: 3 clusters Score -2778869 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 18492 members Entering Unmasked Estep Score: -2778936.250000 Penalty: 4949.566895 Iteration 14Q: 3 clusters Score -2778936 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3096 members Mstep: Class 2 contains 18472 members Entering Unmasked Estep Score: -2778964.750000 Penalty: 4949.566895 Iteration 15Q: 3 clusters Score -2778965 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 18451 members Entering Unmasked Estep Score: -2778977.250000 Penalty: 4949.566895 Iteration 16Q: 3 clusters Score -2778977 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 18423 members Entering Unmasked Estep Score: -2778990.750000 Penalty: 4949.566895 Iteration 17Q: 3 clusters Score -2778991 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 18401 members Entering Unmasked Estep Score: -2779001.750000 Penalty: 4949.566895 Iteration 18Q: 3 clusters Score -2779002 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 18386 members Entering Unmasked Estep Score: -2779007.500000 Penalty: 4949.566895 Iteration 19Q: 3 clusters Score -2779008 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 18367 members Entering Unmasked Estep Score: -2779006.750000 Penalty: 4949.566895 Iteration 20F: 3 clusters Score -2779007 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3216 members Mstep: Class 2 contains 18352 members Entering Unmasked Estep Score: -2779016.250000 Penalty: 4949.566895 Iteration 21Q: 3 clusters Score -2779016 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 18338 members Entering Unmasked Estep Score: -2779014.000000 Penalty: 4949.566895 Iteration 22Q: 3 clusters Score -2779014 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 18331 members Entering Unmasked Estep Score: -2779017.250000 Penalty: 4949.566895 Iteration 23Q: 3 clusters Score -2779017 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3242 members Mstep: Class 2 contains 18326 members Entering Unmasked Estep Score: -2779019.750000 Penalty: 4949.566895 Iteration 24Q: 3 clusters Score -2779020 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 18322 members Entering Unmasked Estep Score: -2779017.750000 Penalty: 4949.566895 Iteration 25Q: 3 clusters Score -2779018 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 18323 members Entering Unmasked Estep Score: -2779018.500000 Penalty: 4949.566895 Iteration 26Q: 3 clusters Score -2779018 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 18322 members Entering Unmasked Estep Score: -2779020.000000 Penalty: 4949.566895 Iteration 27Q: 3 clusters Score -2779020 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 18320 members Entering Unmasked Estep Score: -2779024.750000 Penalty: 4949.566895 Iteration 28Q: 3 clusters Score -2779025 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 18318 members Entering Unmasked Estep Score: -2779021.250000 Penalty: 4949.566895 Iteration 29Q: 3 clusters Score -2779021 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 18317 members Entering Unmasked Estep Score: -2779022.250000 Penalty: 4949.566895 Iteration 30Q: 3 clusters Score -2779022 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3251 members Mstep: Class 2 contains 18317 members Entering Unmasked Estep Score: -2779022.250000 Penalty: 4949.566895 Iteration 31F: 3 clusters Score -2779022 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (172 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Entering Unmasked Estep Score: -20062.828125 Penalty: 1276.578613 Iteration 0F: 2 clusters Score -20062.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -19017.130859 Penalty: 2553.157227 Iteration 0F: 3 clusters Score -19017.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -19044.078125 Penalty: 2553.157227 Iteration 1Q: 3 clusters Score -19044.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -19044.078125 Penalty: 2553.157227 Iteration 2F: 3 clusters Score -19044.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Entering Unmasked Estep Score: -37893.460938 Penalty: 1452.767334 Iteration 0F: 2 clusters Score -37893.46 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -36606.187500 Penalty: 2905.534668 Iteration 0F: 3 clusters Score -36606.19 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -36727.660156 Penalty: 2905.534668 Iteration 1F: 3 clusters Score -36727.66 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -36749.281250 Penalty: 2905.534668 Iteration 2Q: 3 clusters Score -36749.28 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -36764.824219 Penalty: 2905.534668 Iteration 3Q: 3 clusters Score -36764.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -36778.937500 Penalty: 2905.534668 Iteration 4Q: 3 clusters Score -36778.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -36778.937500 Penalty: 2905.534668 Iteration 5F: 3 clusters Score -36778.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (614 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Entering Unmasked Estep Score: -69539.835938 Penalty: 1592.158691 Iteration 0F: 2 clusters Score -69539.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -68047.429688 Penalty: 3184.317383 Iteration 0F: 3 clusters Score -68047.43 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -68544.171875 Penalty: 3184.317383 Iteration 1F: 3 clusters Score -68544.17 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -68853.992188 Penalty: 3184.317383 Iteration 2F: 3 clusters Score -68853.99 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -69077.382812 Penalty: 3184.317383 Iteration 3F: 3 clusters Score -69077.38 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -69155.187500 Penalty: 3184.317383 Iteration 4Q: 3 clusters Score -69155.19 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -69193.062500 Penalty: 3184.317383 Iteration 5Q: 3 clusters Score -69193.06 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -69268.835938 Penalty: 3184.317383 Iteration 6Q: 3 clusters Score -69268.84 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -69348.585938 Penalty: 3184.317383 Iteration 7Q: 3 clusters Score -69348.59 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -69480.531250 Penalty: 3184.317383 Iteration 8Q: 3 clusters Score -69480.53 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -69581.328125 Penalty: 3184.317383 Iteration 9Q: 3 clusters Score -69581.33 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -69631.289062 Penalty: 3184.317383 Iteration 10Q: 3 clusters Score -69631.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -69653.062500 Penalty: 3184.317383 Iteration 11Q: 3 clusters Score -69653.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -69668.718750 Penalty: 3184.317383 Iteration 12Q: 3 clusters Score -69668.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -69684.414062 Penalty: 3184.317383 Iteration 13Q: 3 clusters Score -69684.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -69686.679688 Penalty: 3184.317383 Iteration 14Q: 3 clusters Score -69686.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -69688.554688 Penalty: 3184.317383 Iteration 15Q: 3 clusters Score -69688.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -69692.007812 Penalty: 3184.317383 Iteration 16Q: 3 clusters Score -69692.01 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -69694.335938 Penalty: 3184.317383 Iteration 17Q: 3 clusters Score -69694.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -69698.171875 Penalty: 3184.317383 Iteration 18F: 3 clusters Score -69698.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -69703.820312 Penalty: 3184.317383 Iteration 19Q: 3 clusters Score -69703.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -69706.625000 Penalty: 3184.317383 Iteration 20F: 3 clusters Score -69706.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -69715.664062 Penalty: 3184.317383 Iteration 21Q: 3 clusters Score -69715.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -69728.710938 Penalty: 3184.317383 Iteration 22Q: 3 clusters Score -69728.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -69744.742188 Penalty: 3184.317383 Iteration 23Q: 3 clusters Score -69744.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -69759.718750 Penalty: 3184.317383 Iteration 24Q: 3 clusters Score -69759.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -69788.476562 Penalty: 3184.317383 Iteration 25Q: 3 clusters Score -69788.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -69806.742188 Penalty: 3184.317383 Iteration 26Q: 3 clusters Score -69806.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -69823.054688 Penalty: 3184.317383 Iteration 27Q: 3 clusters Score -69823.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -69829.500000 Penalty: 3184.317383 Iteration 28Q: 3 clusters Score -69829.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -69839.375000 Penalty: 3184.317383 Iteration 29Q: 3 clusters Score -69839.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -69852.406250 Penalty: 3184.317383 Iteration 30Q: 3 clusters Score -69852.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -69862.617188 Penalty: 3184.317383 Iteration 31Q: 3 clusters Score -69862.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -69875.125000 Penalty: 3184.317383 Iteration 32Q: 3 clusters Score -69875.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -69881.179688 Penalty: 3184.317383 Iteration 33Q: 3 clusters Score -69881.18 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -69895.882812 Penalty: 3184.317383 Iteration 34Q: 3 clusters Score -69895.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -69918.718750 Penalty: 3184.317383 Iteration 35Q: 3 clusters Score -69918.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -69922.906250 Penalty: 3184.317383 Iteration 36Q: 3 clusters Score -69922.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -69932.898438 Penalty: 3184.317383 Iteration 37Q: 3 clusters Score -69932.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -69943.734375 Penalty: 3184.317383 Iteration 38Q: 3 clusters Score -69943.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -69946.390625 Penalty: 3184.317383 Iteration 39Q: 3 clusters Score -69946.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -69955.765625 Penalty: 3184.317383 Iteration 40F: 3 clusters Score -69955.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -69964.171875 Penalty: 3184.317383 Iteration 41Q: 3 clusters Score -69964.17 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -69967.382812 Penalty: 3184.317383 Iteration 42Q: 3 clusters Score -69967.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -69972.148438 Penalty: 3184.317383 Iteration 43Q: 3 clusters Score -69972.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 382 members Entering Unmasked Estep Score: -69972.148438 Penalty: 3184.317383 Iteration 44F: 3 clusters Score -69972.15 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19919 members Mstep: Class 2 contains 64287 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21568 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 350 members Mstep: Class 7 contains 232 members Mstep: Class 8 contains 3617 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23713 members Mstep: Class 11 contains 20818 members Mstep: Class 12 contains 6222 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8206 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12693 members Mstep: Class 19 contains 180691 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 720 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8456 members Mstep: Class 25 contains 6526 members Mstep: Class 26 contains 36645 members Mstep: Class 27 contains 354 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 382 members Entering Unmasked Estep Score: -55714424.000000 Penalty: 93545.632812 Splitting cluster 7 changes total score from -55715692.000000 to -55714424.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 8 (3617 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3617 members Entering Unmasked Estep Score: -467688.375000 Penalty: 2031.963257 Iteration 0F: 2 clusters Score -467688.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -463982.093750 Penalty: 4063.926514 Iteration 0F: 3 clusters Score -463982.1 nChanged 1323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -464740.906250 Penalty: 4063.926514 Iteration 1F: 3 clusters Score -464740.9 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -464912.656250 Penalty: 4063.926514 Iteration 2F: 3 clusters Score -464912.7 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -465021.218750 Penalty: 4063.926514 Iteration 3Q: 3 clusters Score -465021.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -465099.531250 Penalty: 4063.926514 Iteration 4Q: 3 clusters Score -465099.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -465169.437500 Penalty: 4063.926514 Iteration 5Q: 3 clusters Score -465169.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -465212.531250 Penalty: 4063.926514 Iteration 6Q: 3 clusters Score -465212.5 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -465245.437500 Penalty: 4063.926514 Iteration 7Q: 3 clusters Score -465245.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -465265.031250 Penalty: 4063.926514 Iteration 8Q: 3 clusters Score -465265 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -465276.406250 Penalty: 4063.926514 Iteration 9Q: 3 clusters Score -465276.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -465288.093750 Penalty: 4063.926514 Iteration 10Q: 3 clusters Score -465288.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -465292.968750 Penalty: 4063.926514 Iteration 11Q: 3 clusters Score -465293 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -465298.531250 Penalty: 4063.926514 Iteration 12Q: 3 clusters Score -465298.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -465303.500000 Penalty: 4063.926514 Iteration 13Q: 3 clusters Score -465303.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -465308.468750 Penalty: 4063.926514 Iteration 14Q: 3 clusters Score -465308.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -465317.093750 Penalty: 4063.926514 Iteration 15Q: 3 clusters Score -465317.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -465322.406250 Penalty: 4063.926514 Iteration 16Q: 3 clusters Score -465322.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -465326.281250 Penalty: 4063.926514 Iteration 17Q: 3 clusters Score -465326.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -465332.062500 Penalty: 4063.926514 Iteration 18Q: 3 clusters Score -465332.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -465333.375000 Penalty: 4063.926514 Iteration 19Q: 3 clusters Score -465333.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -465336.218750 Penalty: 4063.926514 Iteration 20F: 3 clusters Score -465336.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -465337.156250 Penalty: 4063.926514 Iteration 21Q: 3 clusters Score -465337.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -465339.562500 Penalty: 4063.926514 Iteration 22Q: 3 clusters Score -465339.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -465340.968750 Penalty: 4063.926514 Iteration 23Q: 3 clusters Score -465341 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -465342.062500 Penalty: 4063.926514 Iteration 24Q: 3 clusters Score -465342.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -465343.156250 Penalty: 4063.926514 Iteration 25Q: 3 clusters Score -465343.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -465343.500000 Penalty: 4063.926514 Iteration 26Q: 3 clusters Score -465343.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -465343.937500 Penalty: 4063.926514 Iteration 27Q: 3 clusters Score -465343.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -465344.812500 Penalty: 4063.926514 Iteration 28Q: 3 clusters Score -465344.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -465345.718750 Penalty: 4063.926514 Iteration 29Q: 3 clusters Score -465345.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -465345.937500 Penalty: 4063.926514 Iteration 30Q: 3 clusters Score -465345.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -465347.031250 Penalty: 4063.926514 Iteration 31Q: 3 clusters Score -465347 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -465351.500000 Penalty: 4063.926514 Iteration 32Q: 3 clusters Score -465351.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -465355.250000 Penalty: 4063.926514 Iteration 33Q: 3 clusters Score -465355.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -465358.937500 Penalty: 4063.926514 Iteration 34Q: 3 clusters Score -465358.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -465363.343750 Penalty: 4063.926514 Iteration 35Q: 3 clusters Score -465363.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -465367.000000 Penalty: 4063.926514 Iteration 36Q: 3 clusters Score -465367 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -465368.750000 Penalty: 4063.926514 Iteration 37Q: 3 clusters Score -465368.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -465370.312500 Penalty: 4063.926514 Iteration 38Q: 3 clusters Score -465370.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -465371.781250 Penalty: 4063.926514 Iteration 39Q: 3 clusters Score -465371.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -465375.687500 Penalty: 4063.926514 Iteration 40F: 3 clusters Score -465375.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -465378.687500 Penalty: 4063.926514 Iteration 41Q: 3 clusters Score -465378.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -465379.218750 Penalty: 4063.926514 Iteration 42Q: 3 clusters Score -465379.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -465379.750000 Penalty: 4063.926514 Iteration 43Q: 3 clusters Score -465379.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -465380.750000 Penalty: 4063.926514 Iteration 44Q: 3 clusters Score -465380.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -465380.750000 Penalty: 4063.926514 Iteration 45F: 3 clusters Score -465380.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (14792 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14792 members Entering Unmasked Estep Score: -1899631.500000 Penalty: 2381.256836 Iteration 0F: 2 clusters Score -1899632 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Mstep: Class 2 contains 7442 members Entering Unmasked Estep Score: -1888855.250000 Penalty: 4762.513672 Iteration 0F: 3 clusters Score -1888855 nChanged 6387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7017 members Mstep: Class 2 contains 7775 members Entering Unmasked Estep Score: -1892347.625000 Penalty: 4762.513672 Iteration 1F: 3 clusters Score -1892348 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 8001 members Entering Unmasked Estep Score: -1892723.125000 Penalty: 4762.513672 Iteration 2F: 3 clusters Score -1892723 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6493 members Mstep: Class 2 contains 8299 members Entering Unmasked Estep Score: -1893025.750000 Penalty: 4762.513672 Iteration 3Q: 3 clusters Score -1893026 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6103 members Mstep: Class 2 contains 8689 members Entering Unmasked Estep Score: -1893307.875000 Penalty: 4762.513672 Iteration 4Q: 3 clusters Score -1893308 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5641 members Mstep: Class 2 contains 9151 members Entering Unmasked Estep Score: -1893633.750000 Penalty: 4762.513672 Iteration 5Q: 3 clusters Score -1893634 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 9708 members Entering Unmasked Estep Score: -1894058.625000 Penalty: 4762.513672 Iteration 6Q: 3 clusters Score -1894059 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 10411 members Entering Unmasked Estep Score: -1894635.500000 Penalty: 4762.513672 Iteration 7F: 3 clusters Score -1894636 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 11152 members Entering Unmasked Estep Score: -1895304.500000 Penalty: 4762.513672 Iteration 8F: 3 clusters Score -1895304 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 11945 members Entering Unmasked Estep Score: -1896068.500000 Penalty: 4762.513672 Iteration 9F: 3 clusters Score -1896068 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 12667 members Entering Unmasked Estep Score: -1896761.250000 Penalty: 4762.513672 Iteration 10F: 3 clusters Score -1896761 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 13231 members Entering Unmasked Estep Score: -1897266.250000 Penalty: 4762.513672 Iteration 11Q: 3 clusters Score -1897266 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 13599 members Entering Unmasked Estep Score: -1897568.750000 Penalty: 4762.513672 Iteration 12Q: 3 clusters Score -1897569 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 13839 members Entering Unmasked Estep Score: -1897769.250000 Penalty: 4762.513672 Iteration 13Q: 3 clusters Score -1897769 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 13989 members Entering Unmasked Estep Score: -1897897.000000 Penalty: 4762.513672 Iteration 14Q: 3 clusters Score -1897897 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 14091 members Entering Unmasked Estep Score: -1897985.250000 Penalty: 4762.513672 Iteration 15Q: 3 clusters Score -1897985 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 14141 members Entering Unmasked Estep Score: -1898021.250000 Penalty: 4762.513672 Iteration 16Q: 3 clusters Score -1898021 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 14171 members Entering Unmasked Estep Score: -1898041.250000 Penalty: 4762.513672 Iteration 17Q: 3 clusters Score -1898041 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 14195 members Entering Unmasked Estep Score: -1898054.250000 Penalty: 4762.513672 Iteration 18Q: 3 clusters Score -1898054 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 14211 members Entering Unmasked Estep Score: -1898065.750000 Penalty: 4762.513672 Iteration 19Q: 3 clusters Score -1898066 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 14223 members Entering Unmasked Estep Score: -1898072.125000 Penalty: 4762.513672 Iteration 20F: 3 clusters Score -1898072 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 14237 members Entering Unmasked Estep Score: -1898081.750000 Penalty: 4762.513672 Iteration 21Q: 3 clusters Score -1898082 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 14247 members Entering Unmasked Estep Score: -1898087.875000 Penalty: 4762.513672 Iteration 22Q: 3 clusters Score -1898088 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 14251 members Entering Unmasked Estep Score: -1898089.375000 Penalty: 4762.513672 Iteration 23Q: 3 clusters Score -1898089 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 14252 members Entering Unmasked Estep Score: -1898090.750000 Penalty: 4762.513672 Iteration 24Q: 3 clusters Score -1898091 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 14252 members Entering Unmasked Estep Score: -1898090.750000 Penalty: 4762.513672 Iteration 25F: 3 clusters Score -1898091 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (23713 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23713 members Entering Unmasked Estep Score: -3045843.750000 Penalty: 2498.297119 Iteration 0F: 2 clusters Score -3045844 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11890 members Mstep: Class 2 contains 11823 members Entering Unmasked Estep Score: -3029317.500000 Penalty: 4996.594238 Iteration 0F: 3 clusters Score -3029318 nChanged 10681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12001 members Mstep: Class 2 contains 11712 members Entering Unmasked Estep Score: -3035133.250000 Penalty: 4996.594238 Iteration 1F: 3 clusters Score -3035133 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12093 members Mstep: Class 2 contains 11620 members Entering Unmasked Estep Score: -3035691.000000 Penalty: 4996.594238 Iteration 2F: 3 clusters Score -3035691 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12215 members Mstep: Class 2 contains 11498 members Entering Unmasked Estep Score: -3036167.750000 Penalty: 4996.594238 Iteration 3Q: 3 clusters Score -3036168 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12413 members Mstep: Class 2 contains 11300 members Entering Unmasked Estep Score: -3036610.000000 Penalty: 4996.594238 Iteration 4Q: 3 clusters Score -3036610 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12715 members Mstep: Class 2 contains 10998 members Entering Unmasked Estep Score: -3036962.750000 Penalty: 4996.594238 Iteration 5Q: 3 clusters Score -3036963 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13142 members Mstep: Class 2 contains 10571 members Entering Unmasked Estep Score: -3037301.750000 Penalty: 4996.594238 Iteration 6Q: 3 clusters Score -3037302 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13669 members Mstep: Class 2 contains 10044 members Entering Unmasked Estep Score: -3037657.500000 Penalty: 4996.594238 Iteration 7Q: 3 clusters Score -3037658 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14346 members Mstep: Class 2 contains 9367 members Entering Unmasked Estep Score: -3038053.250000 Penalty: 4996.594238 Iteration 8Q: 3 clusters Score -3038053 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15191 members Mstep: Class 2 contains 8522 members Entering Unmasked Estep Score: -3038569.250000 Penalty: 4996.594238 Iteration 9Q: 3 clusters Score -3038569 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16147 members Mstep: Class 2 contains 7566 members Entering Unmasked Estep Score: -3039172.750000 Penalty: 4996.594238 Iteration 10Q: 3 clusters Score -3039173 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17189 members Mstep: Class 2 contains 6524 members Entering Unmasked Estep Score: -3039915.750000 Penalty: 4996.594238 Iteration 11Q: 3 clusters Score -3039916 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18230 members Mstep: Class 2 contains 5483 members Entering Unmasked Estep Score: -3040763.750000 Penalty: 4996.594238 Iteration 12Q: 3 clusters Score -3040764 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19195 members Mstep: Class 2 contains 4518 members Entering Unmasked Estep Score: -3041538.500000 Penalty: 4996.594238 Iteration 13Q: 3 clusters Score -3041538 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19991 members Mstep: Class 2 contains 3722 members Entering Unmasked Estep Score: -3042123.000000 Penalty: 4996.594238 Iteration 14Q: 3 clusters Score -3042123 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20630 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -3042577.250000 Penalty: 4996.594238 Iteration 15Q: 3 clusters Score -3042577 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21151 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -3042942.000000 Penalty: 4996.594238 Iteration 16Q: 3 clusters Score -3042942 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21567 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -3043233.500000 Penalty: 4996.594238 Iteration 17Q: 3 clusters Score -3043234 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21888 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -3043462.750000 Penalty: 4996.594238 Iteration 18Q: 3 clusters Score -3043463 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22130 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -3043618.750000 Penalty: 4996.594238 Iteration 19Q: 3 clusters Score -3043619 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22290 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -3043737.750000 Penalty: 4996.594238 Iteration 20F: 3 clusters Score -3043738 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22412 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -3043800.500000 Penalty: 4996.594238 Iteration 21Q: 3 clusters Score -3043800 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22510 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -3043847.000000 Penalty: 4996.594238 Iteration 22Q: 3 clusters Score -3043847 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22596 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -3043909.250000 Penalty: 4996.594238 Iteration 23Q: 3 clusters Score -3043909 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22662 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -3043947.500000 Penalty: 4996.594238 Iteration 24Q: 3 clusters Score -3043948 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22709 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -3043983.000000 Penalty: 4996.594238 Iteration 25Q: 3 clusters Score -3043983 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22743 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -3043992.750000 Penalty: 4996.594238 Iteration 26Q: 3 clusters Score -3043993 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22777 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -3044006.750000 Penalty: 4996.594238 Iteration 27Q: 3 clusters Score -3044007 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22803 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -3044035.500000 Penalty: 4996.594238 Iteration 28Q: 3 clusters Score -3044036 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22826 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -3044045.750000 Penalty: 4996.594238 Iteration 29Q: 3 clusters Score -3044046 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22847 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -3044058.250000 Penalty: 4996.594238 Iteration 30Q: 3 clusters Score -3044058 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22862 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -3044062.750000 Penalty: 4996.594238 Iteration 31Q: 3 clusters Score -3044063 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22875 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -3044069.250000 Penalty: 4996.594238 Iteration 32Q: 3 clusters Score -3044069 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22887 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -3044069.500000 Penalty: 4996.594238 Iteration 33Q: 3 clusters Score -3044070 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22894 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -3044070.750000 Penalty: 4996.594238 Iteration 34Q: 3 clusters Score -3044071 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22900 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -3044071.750000 Penalty: 4996.594238 Iteration 35Q: 3 clusters Score -3044072 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22904 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -3044074.750000 Penalty: 4996.594238 Iteration 36Q: 3 clusters Score -3044075 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22909 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -3044075.750000 Penalty: 4996.594238 Iteration 37Q: 3 clusters Score -3044076 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22911 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -3044071.500000 Penalty: 4996.594238 Iteration 38Q: 3 clusters Score -3044072 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22912 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -3044073.000000 Penalty: 4996.594238 Iteration 39Q: 3 clusters Score -3044073 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22913 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -3044075.000000 Penalty: 4996.594238 Iteration 40F: 3 clusters Score -3044075 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (20818 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20818 members Entering Unmasked Estep Score: -2685696.000000 Penalty: 2466.006104 Iteration 0F: 2 clusters Score -2685696 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10361 members Mstep: Class 2 contains 10457 members Entering Unmasked Estep Score: -2671075.000000 Penalty: 4932.012207 Iteration 0F: 3 clusters Score -2671075 nChanged 9221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10184 members Mstep: Class 2 contains 10634 members Entering Unmasked Estep Score: -2675917.000000 Penalty: 4932.012207 Iteration 1F: 3 clusters Score -2675917 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10062 members Mstep: Class 2 contains 10756 members Entering Unmasked Estep Score: -2676434.250000 Penalty: 4932.012207 Iteration 2F: 3 clusters Score -2676434 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9949 members Mstep: Class 2 contains 10869 members Entering Unmasked Estep Score: -2676938.500000 Penalty: 4932.012207 Iteration 3F: 3 clusters Score -2676938 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9915 members Mstep: Class 2 contains 10903 members Entering Unmasked Estep Score: -2677396.000000 Penalty: 4932.012207 Iteration 4Q: 3 clusters Score -2677396 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9937 members Mstep: Class 2 contains 10881 members Entering Unmasked Estep Score: -2677787.750000 Penalty: 4932.012207 Iteration 5Q: 3 clusters Score -2677788 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10037 members Mstep: Class 2 contains 10781 members Entering Unmasked Estep Score: -2678132.750000 Penalty: 4932.012207 Iteration 6Q: 3 clusters Score -2678133 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10212 members Mstep: Class 2 contains 10606 members Entering Unmasked Estep Score: -2678489.000000 Penalty: 4932.012207 Iteration 7Q: 3 clusters Score -2678489 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10442 members Mstep: Class 2 contains 10376 members Entering Unmasked Estep Score: -2678878.250000 Penalty: 4932.012207 Iteration 8Q: 3 clusters Score -2678878 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10686 members Mstep: Class 2 contains 10132 members Entering Unmasked Estep Score: -2679254.750000 Penalty: 4932.012207 Iteration 9Q: 3 clusters Score -2679255 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10982 members Mstep: Class 2 contains 9836 members Entering Unmasked Estep Score: -2679629.000000 Penalty: 4932.012207 Iteration 10Q: 3 clusters Score -2679629 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11316 members Mstep: Class 2 contains 9502 members Entering Unmasked Estep Score: -2680007.250000 Penalty: 4932.012207 Iteration 11Q: 3 clusters Score -2680007 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11711 members Mstep: Class 2 contains 9107 members Entering Unmasked Estep Score: -2680386.250000 Penalty: 4932.012207 Iteration 12Q: 3 clusters Score -2680386 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12116 members Mstep: Class 2 contains 8702 members Entering Unmasked Estep Score: -2680798.000000 Penalty: 4932.012207 Iteration 13Q: 3 clusters Score -2680798 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12555 members Mstep: Class 2 contains 8263 members Entering Unmasked Estep Score: -2681210.000000 Penalty: 4932.012207 Iteration 14Q: 3 clusters Score -2681210 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12987 members Mstep: Class 2 contains 7831 members Entering Unmasked Estep Score: -2681565.000000 Penalty: 4932.012207 Iteration 15Q: 3 clusters Score -2681565 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13396 members Mstep: Class 2 contains 7422 members Entering Unmasked Estep Score: -2681814.250000 Penalty: 4932.012207 Iteration 16Q: 3 clusters Score -2681814 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13765 members Mstep: Class 2 contains 7053 members Entering Unmasked Estep Score: -2682010.500000 Penalty: 4932.012207 Iteration 17Q: 3 clusters Score -2682010 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14105 members Mstep: Class 2 contains 6713 members Entering Unmasked Estep Score: -2682148.000000 Penalty: 4932.012207 Iteration 18Q: 3 clusters Score -2682148 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14400 members Mstep: Class 2 contains 6418 members Entering Unmasked Estep Score: -2682266.000000 Penalty: 4932.012207 Iteration 19Q: 3 clusters Score -2682266 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14702 members Mstep: Class 2 contains 6116 members Entering Unmasked Estep Score: -2682389.250000 Penalty: 4932.012207 Iteration 20F: 3 clusters Score -2682389 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14978 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -2682494.250000 Penalty: 4932.012207 Iteration 21Q: 3 clusters Score -2682494 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15248 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -2682590.750000 Penalty: 4932.012207 Iteration 22Q: 3 clusters Score -2682591 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15485 members Mstep: Class 2 contains 5333 members Entering Unmasked Estep Score: -2682653.500000 Penalty: 4932.012207 Iteration 23Q: 3 clusters Score -2682654 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15727 members Mstep: Class 2 contains 5091 members Entering Unmasked Estep Score: -2682732.500000 Penalty: 4932.012207 Iteration 24Q: 3 clusters Score -2682732 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15939 members Mstep: Class 2 contains 4879 members Entering Unmasked Estep Score: -2682804.750000 Penalty: 4932.012207 Iteration 25Q: 3 clusters Score -2682805 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16169 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -2682869.500000 Penalty: 4932.012207 Iteration 26Q: 3 clusters Score -2682870 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16374 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -2682922.000000 Penalty: 4932.012207 Iteration 27Q: 3 clusters Score -2682922 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16559 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -2682970.500000 Penalty: 4932.012207 Iteration 28Q: 3 clusters Score -2682970 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16753 members Mstep: Class 2 contains 4065 members Entering Unmasked Estep Score: -2683056.000000 Penalty: 4932.012207 Iteration 29Q: 3 clusters Score -2683056 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16957 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -2683117.750000 Penalty: 4932.012207 Iteration 30Q: 3 clusters Score -2683118 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17161 members Mstep: Class 2 contains 3657 members Entering Unmasked Estep Score: -2683190.750000 Penalty: 4932.012207 Iteration 31Q: 3 clusters Score -2683191 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17385 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -2683269.750000 Penalty: 4932.012207 Iteration 32Q: 3 clusters Score -2683270 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17624 members Mstep: Class 2 contains 3194 members Entering Unmasked Estep Score: -2683357.250000 Penalty: 4932.012207 Iteration 33Q: 3 clusters Score -2683357 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17818 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -2683433.500000 Penalty: 4932.012207 Iteration 34Q: 3 clusters Score -2683434 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18009 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -2683497.250000 Penalty: 4932.012207 Iteration 35Q: 3 clusters Score -2683497 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18199 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -2683587.500000 Penalty: 4932.012207 Iteration 36Q: 3 clusters Score -2683588 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18392 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -2683676.000000 Penalty: 4932.012207 Iteration 37Q: 3 clusters Score -2683676 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18578 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -2683765.000000 Penalty: 4932.012207 Iteration 38Q: 3 clusters Score -2683765 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18753 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -2683844.750000 Penalty: 4932.012207 Iteration 39Q: 3 clusters Score -2683845 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18911 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -2683920.500000 Penalty: 4932.012207 Iteration 40F: 3 clusters Score -2683920 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19066 members Mstep: Class 2 contains 1752 members Entering Unmasked Estep Score: -2684006.750000 Penalty: 4932.012207 Iteration 41Q: 3 clusters Score -2684007 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19189 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -2684064.000000 Penalty: 4932.012207 Iteration 42Q: 3 clusters Score -2684064 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19276 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -2684105.750000 Penalty: 4932.012207 Iteration 43Q: 3 clusters Score -2684106 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19345 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -2684144.250000 Penalty: 4932.012207 Iteration 44Q: 3 clusters Score -2684144 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19406 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -2684171.750000 Penalty: 4932.012207 Iteration 45Q: 3 clusters Score -2684172 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19464 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -2684203.250000 Penalty: 4932.012207 Iteration 46Q: 3 clusters Score -2684203 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19508 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -2684214.000000 Penalty: 4932.012207 Iteration 47Q: 3 clusters Score -2684214 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19551 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -2684232.000000 Penalty: 4932.012207 Iteration 48Q: 3 clusters Score -2684232 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19591 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -2684246.250000 Penalty: 4932.012207 Iteration 49Q: 3 clusters Score -2684246 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19636 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -2684261.750000 Penalty: 4932.012207 Iteration 50Q: 3 clusters Score -2684262 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19670 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -2684287.250000 Penalty: 4932.012207 Iteration 51Q: 3 clusters Score -2684287 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19702 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -2684306.250000 Penalty: 4932.012207 Iteration 52Q: 3 clusters Score -2684306 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19729 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -2684330.500000 Penalty: 4932.012207 Iteration 53Q: 3 clusters Score -2684330 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19758 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -2684345.750000 Penalty: 4932.012207 Iteration 54Q: 3 clusters Score -2684346 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19783 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -2684360.750000 Penalty: 4932.012207 Iteration 55Q: 3 clusters Score -2684361 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19800 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -2684370.250000 Penalty: 4932.012207 Iteration 56Q: 3 clusters Score -2684370 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19812 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -2684380.250000 Penalty: 4932.012207 Iteration 57Q: 3 clusters Score -2684380 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19826 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -2684388.500000 Penalty: 4932.012207 Iteration 58Q: 3 clusters Score -2684388 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19842 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -2684401.250000 Penalty: 4932.012207 Iteration 59Q: 3 clusters Score -2684401 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19861 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -2684420.750000 Penalty: 4932.012207 Iteration 60F: 3 clusters Score -2684421 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19873 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -2684427.500000 Penalty: 4932.012207 Iteration 61Q: 3 clusters Score -2684428 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19889 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -2684443.250000 Penalty: 4932.012207 Iteration 62Q: 3 clusters Score -2684443 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19911 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -2684471.500000 Penalty: 4932.012207 Iteration 63Q: 3 clusters Score -2684472 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19933 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -2684496.000000 Penalty: 4932.012207 Iteration 64Q: 3 clusters Score -2684496 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19946 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -2684520.250000 Penalty: 4932.012207 Iteration 65Q: 3 clusters Score -2684520 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19961 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -2684544.750000 Penalty: 4932.012207 Iteration 66Q: 3 clusters Score -2684545 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19973 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -2684560.250000 Penalty: 4932.012207 Iteration 67Q: 3 clusters Score -2684560 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19978 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -2684571.750000 Penalty: 4932.012207 Iteration 68Q: 3 clusters Score -2684572 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19990 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -2684573.250000 Penalty: 4932.012207 Iteration 69Q: 3 clusters Score -2684573 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19995 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -2684579.750000 Penalty: 4932.012207 Iteration 70Q: 3 clusters Score -2684580 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19999 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -2684584.250000 Penalty: 4932.012207 Iteration 71Q: 3 clusters Score -2684584 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20001 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -2684590.500000 Penalty: 4932.012207 Iteration 72Q: 3 clusters Score -2684590 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20002 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -2684597.250000 Penalty: 4932.012207 Iteration 73Q: 3 clusters Score -2684597 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20001 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -2684596.500000 Penalty: 4932.012207 Iteration 74Q: 3 clusters Score -2684596 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20000 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -2684602.000000 Penalty: 4932.012207 Iteration 75Q: 3 clusters Score -2684602 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20001 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -2684605.500000 Penalty: 4932.012207 Iteration 76Q: 3 clusters Score -2684606 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20005 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -2684612.500000 Penalty: 4932.012207 Iteration 77Q: 3 clusters Score -2684612 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20010 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -2684614.250000 Penalty: 4932.012207 Iteration 78Q: 3 clusters Score -2684614 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20010 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -2684616.750000 Penalty: 4932.012207 Iteration 79Q: 3 clusters Score -2684617 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20011 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -2684616.000000 Penalty: 4932.012207 Iteration 80F: 3 clusters Score -2684616 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (6222 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6222 members Entering Unmasked Estep Score: -797931.625000 Penalty: 2166.489990 Iteration 0F: 2 clusters Score -797931.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3088 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -792702.062500 Penalty: 4332.979980 Iteration 0F: 3 clusters Score -792702.1 nChanged 2417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -794018.937500 Penalty: 4332.979980 Iteration 1F: 3 clusters Score -794018.9 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -794196.875000 Penalty: 4332.979980 Iteration 2F: 3 clusters Score -794196.9 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -794292.187500 Penalty: 4332.979980 Iteration 3Q: 3 clusters Score -794292.2 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -794378.625000 Penalty: 4332.979980 Iteration 4Q: 3 clusters Score -794378.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 3338 members Entering Unmasked Estep Score: -794448.125000 Penalty: 4332.979980 Iteration 5Q: 3 clusters Score -794448.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -794506.875000 Penalty: 4332.979980 Iteration 6Q: 3 clusters Score -794506.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -794555.250000 Penalty: 4332.979980 Iteration 7Q: 3 clusters Score -794555.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 3554 members Entering Unmasked Estep Score: -794589.312500 Penalty: 4332.979980 Iteration 8Q: 3 clusters Score -794589.3 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -794624.750000 Penalty: 4332.979980 Iteration 9Q: 3 clusters Score -794624.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -794661.500000 Penalty: 4332.979980 Iteration 10Q: 3 clusters Score -794661.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 3775 members Entering Unmasked Estep Score: -794698.062500 Penalty: 4332.979980 Iteration 11Q: 3 clusters Score -794698.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 3841 members Entering Unmasked Estep Score: -794736.000000 Penalty: 4332.979980 Iteration 12Q: 3 clusters Score -794736 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -794773.875000 Penalty: 4332.979980 Iteration 13Q: 3 clusters Score -794773.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 3999 members Entering Unmasked Estep Score: -794814.750000 Penalty: 4332.979980 Iteration 14Q: 3 clusters Score -794814.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -794858.312500 Penalty: 4332.979980 Iteration 15Q: 3 clusters Score -794858.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -794908.125000 Penalty: 4332.979980 Iteration 16Q: 3 clusters Score -794908.1 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -794961.812500 Penalty: 4332.979980 Iteration 17Q: 3 clusters Score -794961.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -795020.125000 Penalty: 4332.979980 Iteration 18Q: 3 clusters Score -795020.1 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -795094.437500 Penalty: 4332.979980 Iteration 19Q: 3 clusters Score -795094.4 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -795164.687500 Penalty: 4332.979980 Iteration 20F: 3 clusters Score -795164.7 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -795252.250000 Penalty: 4332.979980 Iteration 21Q: 3 clusters Score -795252.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 4938 members Entering Unmasked Estep Score: -795347.875000 Penalty: 4332.979980 Iteration 22Q: 3 clusters Score -795347.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 5077 members Entering Unmasked Estep Score: -795440.062500 Penalty: 4332.979980 Iteration 23Q: 3 clusters Score -795440.1 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -795527.937500 Penalty: 4332.979980 Iteration 24Q: 3 clusters Score -795527.9 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 5325 members Entering Unmasked Estep Score: -795609.250000 Penalty: 4332.979980 Iteration 25Q: 3 clusters Score -795609.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 5414 members Entering Unmasked Estep Score: -795674.437500 Penalty: 4332.979980 Iteration 26Q: 3 clusters Score -795674.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 5499 members Entering Unmasked Estep Score: -795736.187500 Penalty: 4332.979980 Iteration 27Q: 3 clusters Score -795736.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 5567 members Entering Unmasked Estep Score: -795794.562500 Penalty: 4332.979980 Iteration 28Q: 3 clusters Score -795794.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -795847.250000 Penalty: 4332.979980 Iteration 29Q: 3 clusters Score -795847.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 5658 members Entering Unmasked Estep Score: -795880.937500 Penalty: 4332.979980 Iteration 30Q: 3 clusters Score -795880.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 5707 members Entering Unmasked Estep Score: -795924.000000 Penalty: 4332.979980 Iteration 31Q: 3 clusters Score -795924 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -795949.187500 Penalty: 4332.979980 Iteration 32Q: 3 clusters Score -795949.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 5759 members Entering Unmasked Estep Score: -795972.687500 Penalty: 4332.979980 Iteration 33Q: 3 clusters Score -795972.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -795988.812500 Penalty: 4332.979980 Iteration 34Q: 3 clusters Score -795988.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 5790 members Entering Unmasked Estep Score: -796004.750000 Penalty: 4332.979980 Iteration 35Q: 3 clusters Score -796004.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 5803 members Entering Unmasked Estep Score: -796016.437500 Penalty: 4332.979980 Iteration 36Q: 3 clusters Score -796016.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 5818 members Entering Unmasked Estep Score: -796026.375000 Penalty: 4332.979980 Iteration 37Q: 3 clusters Score -796026.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 5826 members Entering Unmasked Estep Score: -796034.312500 Penalty: 4332.979980 Iteration 38Q: 3 clusters Score -796034.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 5834 members Entering Unmasked Estep Score: -796039.687500 Penalty: 4332.979980 Iteration 39Q: 3 clusters Score -796039.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 5837 members Entering Unmasked Estep Score: -796043.937500 Penalty: 4332.979980 Iteration 40F: 3 clusters Score -796043.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -796045.250000 Penalty: 4332.979980 Iteration 41Q: 3 clusters Score -796045.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 5839 members Entering Unmasked Estep Score: -796045.125000 Penalty: 4332.979980 Iteration 42Q: 3 clusters Score -796045.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -796046.250000 Penalty: 4332.979980 Iteration 43Q: 3 clusters Score -796046.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 5840 members Entering Unmasked Estep Score: -796046.250000 Penalty: 4332.979980 Iteration 44F: 3 clusters Score -796046.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1839 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Entering Unmasked Estep Score: -232998.656250 Penalty: 1864.210327 Iteration 0F: 2 clusters Score -232998.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -230506.875000 Penalty: 3728.420654 Iteration 0F: 3 clusters Score -230506.9 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -230935.656250 Penalty: 3728.420654 Iteration 1F: 3 clusters Score -230935.7 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -231029.468750 Penalty: 3728.420654 Iteration 2F: 3 clusters Score -231029.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -231066.843750 Penalty: 3728.420654 Iteration 3Q: 3 clusters Score -231066.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -231097.468750 Penalty: 3728.420654 Iteration 4Q: 3 clusters Score -231097.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -231111.703125 Penalty: 3728.420654 Iteration 5Q: 3 clusters Score -231111.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -231123.359375 Penalty: 3728.420654 Iteration 6Q: 3 clusters Score -231123.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -231131.000000 Penalty: 3728.420654 Iteration 7Q: 3 clusters Score -231131 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -231137.187500 Penalty: 3728.420654 Iteration 8Q: 3 clusters Score -231137.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -231144.968750 Penalty: 3728.420654 Iteration 9Q: 3 clusters Score -231145 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -231152.421875 Penalty: 3728.420654 Iteration 10Q: 3 clusters Score -231152.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -231157.234375 Penalty: 3728.420654 Iteration 11Q: 3 clusters Score -231157.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -231159.500000 Penalty: 3728.420654 Iteration 12Q: 3 clusters Score -231159.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -231163.203125 Penalty: 3728.420654 Iteration 13Q: 3 clusters Score -231163.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -231165.156250 Penalty: 3728.420654 Iteration 14Q: 3 clusters Score -231165.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -231167.156250 Penalty: 3728.420654 Iteration 15Q: 3 clusters Score -231167.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -231167.156250 Penalty: 3728.420654 Iteration 16F: 3 clusters Score -231167.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (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: -89560.656250 Penalty: 1639.786133 Iteration 0F: 2 clusters Score -89560.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -87809.296875 Penalty: 3279.572266 Iteration 0F: 3 clusters Score -87809.3 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -88049.273438 Penalty: 3279.572266 Iteration 1F: 3 clusters Score -88049.27 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -88133.375000 Penalty: 3279.572266 Iteration 2F: 3 clusters Score -88133.38 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -88171.687500 Penalty: 3279.572266 Iteration 3Q: 3 clusters Score -88171.69 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -88205.750000 Penalty: 3279.572266 Iteration 4Q: 3 clusters Score -88205.75 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -88233.843750 Penalty: 3279.572266 Iteration 5Q: 3 clusters Score -88233.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -88249.289062 Penalty: 3279.572266 Iteration 6Q: 3 clusters Score -88249.29 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -88267.304688 Penalty: 3279.572266 Iteration 7Q: 3 clusters Score -88267.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -88281.203125 Penalty: 3279.572266 Iteration 8Q: 3 clusters Score -88281.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -88292.523438 Penalty: 3279.572266 Iteration 9Q: 3 clusters Score -88292.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -88306.750000 Penalty: 3279.572266 Iteration 10Q: 3 clusters Score -88306.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -88312.921875 Penalty: 3279.572266 Iteration 11Q: 3 clusters Score -88312.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -88317.234375 Penalty: 3279.572266 Iteration 12Q: 3 clusters Score -88317.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -88319.945312 Penalty: 3279.572266 Iteration 13Q: 3 clusters Score -88319.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -88323.726562 Penalty: 3279.572266 Iteration 14Q: 3 clusters Score -88323.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -88326.843750 Penalty: 3279.572266 Iteration 15Q: 3 clusters Score -88326.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -88328.289062 Penalty: 3279.572266 Iteration 16Q: 3 clusters Score -88328.29 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -88329.343750 Penalty: 3279.572266 Iteration 17Q: 3 clusters Score -88329.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -88329.343750 Penalty: 3279.572266 Iteration 18F: 3 clusters Score -88329.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1899 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Entering Unmasked Estep Score: -243969.968750 Penalty: 1872.172485 Iteration 0F: 2 clusters Score -243970 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -241360.406250 Penalty: 3744.344971 Iteration 0F: 3 clusters Score -241360.4 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -241826.375000 Penalty: 3744.344971 Iteration 1F: 3 clusters Score -241826.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -241941.765625 Penalty: 3744.344971 Iteration 2F: 3 clusters Score -241941.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -241990.125000 Penalty: 3744.344971 Iteration 3Q: 3 clusters Score -241990.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -242018.125000 Penalty: 3744.344971 Iteration 4Q: 3 clusters Score -242018.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -242034.656250 Penalty: 3744.344971 Iteration 5Q: 3 clusters Score -242034.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -242043.031250 Penalty: 3744.344971 Iteration 6Q: 3 clusters Score -242043 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -242048.125000 Penalty: 3744.344971 Iteration 7Q: 3 clusters Score -242048.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -242050.968750 Penalty: 3744.344971 Iteration 8Q: 3 clusters Score -242051 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -242052.328125 Penalty: 3744.344971 Iteration 9Q: 3 clusters Score -242052.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -242053.562500 Penalty: 3744.344971 Iteration 10Q: 3 clusters Score -242053.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -242055.531250 Penalty: 3744.344971 Iteration 11Q: 3 clusters Score -242055.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -242065.500000 Penalty: 3744.344971 Iteration 12Q: 3 clusters Score -242065.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -242074.937500 Penalty: 3744.344971 Iteration 13Q: 3 clusters Score -242074.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -242081.359375 Penalty: 3744.344971 Iteration 14Q: 3 clusters Score -242081.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -242084.765625 Penalty: 3744.344971 Iteration 15Q: 3 clusters Score -242084.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -242088.421875 Penalty: 3744.344971 Iteration 16Q: 3 clusters Score -242088.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -242090.765625 Penalty: 3744.344971 Iteration 17Q: 3 clusters Score -242090.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -242093.812500 Penalty: 3744.344971 Iteration 18Q: 3 clusters Score -242093.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -242093.812500 Penalty: 3744.344971 Iteration 19F: 3 clusters Score -242093.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (8206 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8206 members Entering Unmasked Estep Score: -1040971.500000 Penalty: 2235.129883 Iteration 0F: 2 clusters Score -1040972 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 4145 members Entering Unmasked Estep Score: -1034465.125000 Penalty: 4470.259766 Iteration 0F: 3 clusters Score -1034465 nChanged 3292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -1036153.437500 Penalty: 4470.259766 Iteration 1F: 3 clusters Score -1036153 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -1036410.500000 Penalty: 4470.259766 Iteration 2F: 3 clusters Score -1036410 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1036597.312500 Penalty: 4470.259766 Iteration 3Q: 3 clusters Score -1036597 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 4693 members Entering Unmasked Estep Score: -1036783.937500 Penalty: 4470.259766 Iteration 4Q: 3 clusters Score -1036784 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3305 members Mstep: Class 2 contains 4901 members Entering Unmasked Estep Score: -1036967.500000 Penalty: 4470.259766 Iteration 5Q: 3 clusters Score -1036968 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 5146 members Entering Unmasked Estep Score: -1037195.437500 Penalty: 4470.259766 Iteration 6Q: 3 clusters Score -1037195 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 5426 members Entering Unmasked Estep Score: -1037484.562500 Penalty: 4470.259766 Iteration 7Q: 3 clusters Score -1037485 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 5740 members Entering Unmasked Estep Score: -1037844.125000 Penalty: 4470.259766 Iteration 8F: 3 clusters Score -1037844 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 6043 members Entering Unmasked Estep Score: -1038201.812500 Penalty: 4470.259766 Iteration 9F: 3 clusters Score -1038202 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -1038548.687500 Penalty: 4470.259766 Iteration 10Q: 3 clusters Score -1038549 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 6579 members Entering Unmasked Estep Score: -1038840.375000 Penalty: 4470.259766 Iteration 11Q: 3 clusters Score -1038840 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 6740 members Entering Unmasked Estep Score: -1039043.937500 Penalty: 4470.259766 Iteration 12Q: 3 clusters Score -1039044 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 6866 members Entering Unmasked Estep Score: -1039184.125000 Penalty: 4470.259766 Iteration 13Q: 3 clusters Score -1039184 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 6925 members Entering Unmasked Estep Score: -1039270.750000 Penalty: 4470.259766 Iteration 14Q: 3 clusters Score -1039271 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 6974 members Entering Unmasked Estep Score: -1039338.437500 Penalty: 4470.259766 Iteration 15Q: 3 clusters Score -1039338 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 7010 members Entering Unmasked Estep Score: -1039375.625000 Penalty: 4470.259766 Iteration 16Q: 3 clusters Score -1039376 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 7031 members Entering Unmasked Estep Score: -1039405.875000 Penalty: 4470.259766 Iteration 17Q: 3 clusters Score -1039406 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 7055 members Entering Unmasked Estep Score: -1039427.812500 Penalty: 4470.259766 Iteration 18Q: 3 clusters Score -1039428 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 7077 members Entering Unmasked Estep Score: -1039459.125000 Penalty: 4470.259766 Iteration 19Q: 3 clusters Score -1039459 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 7092 members Entering Unmasked Estep Score: -1039474.750000 Penalty: 4470.259766 Iteration 20F: 3 clusters Score -1039475 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 7103 members Entering Unmasked Estep Score: -1039486.312500 Penalty: 4470.259766 Iteration 21Q: 3 clusters Score -1039486 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 7106 members Entering Unmasked Estep Score: -1039496.062500 Penalty: 4470.259766 Iteration 22Q: 3 clusters Score -1039496 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 7116 members Entering Unmasked Estep Score: -1039502.437500 Penalty: 4470.259766 Iteration 23Q: 3 clusters Score -1039502 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 7123 members Entering Unmasked Estep Score: -1039510.937500 Penalty: 4470.259766 Iteration 24Q: 3 clusters Score -1039511 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 7128 members Entering Unmasked Estep Score: -1039513.000000 Penalty: 4470.259766 Iteration 25Q: 3 clusters Score -1039513 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 7132 members Entering Unmasked Estep Score: -1039519.625000 Penalty: 4470.259766 Iteration 26Q: 3 clusters Score -1039520 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 7138 members Entering Unmasked Estep Score: -1039529.437500 Penalty: 4470.259766 Iteration 27Q: 3 clusters Score -1039529 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 7143 members Entering Unmasked Estep Score: -1039541.125000 Penalty: 4470.259766 Iteration 28Q: 3 clusters Score -1039541 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 7159 members Entering Unmasked Estep Score: -1039566.437500 Penalty: 4470.259766 Iteration 29Q: 3 clusters Score -1039566 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 7179 members Entering Unmasked Estep Score: -1039621.812500 Penalty: 4470.259766 Iteration 30Q: 3 clusters Score -1039622 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 7202 members Entering Unmasked Estep Score: -1039698.687500 Penalty: 4470.259766 Iteration 31Q: 3 clusters Score -1039699 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 7209 members Entering Unmasked Estep Score: -1039773.125000 Penalty: 4470.259766 Iteration 32Q: 3 clusters Score -1039773 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 7207 members Entering Unmasked Estep Score: -1039859.625000 Penalty: 4470.259766 Iteration 33Q: 3 clusters Score -1039860 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 7193 members Entering Unmasked Estep Score: -1039941.250000 Penalty: 4470.259766 Iteration 34Q: 3 clusters Score -1039941 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 7184 members Entering Unmasked Estep Score: -1039998.937500 Penalty: 4470.259766 Iteration 35Q: 3 clusters Score -1039999 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 7170 members Entering Unmasked Estep Score: -1040037.875000 Penalty: 4470.259766 Iteration 36Q: 3 clusters Score -1040038 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -1040062.687500 Penalty: 4470.259766 Iteration 37Q: 3 clusters Score -1040063 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 7125 members Entering Unmasked Estep Score: -1040081.687500 Penalty: 4470.259766 Iteration 38Q: 3 clusters Score -1040082 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 7097 members Entering Unmasked Estep Score: -1040091.875000 Penalty: 4470.259766 Iteration 39Q: 3 clusters Score -1040092 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 7084 members Entering Unmasked Estep Score: -1040100.500000 Penalty: 4470.259766 Iteration 40F: 3 clusters Score -1040100 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 7067 members Entering Unmasked Estep Score: -1040109.000000 Penalty: 4470.259766 Iteration 41Q: 3 clusters Score -1040109 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 7052 members Entering Unmasked Estep Score: -1040120.375000 Penalty: 4470.259766 Iteration 42Q: 3 clusters Score -1040120 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 7031 members Entering Unmasked Estep Score: -1040134.437500 Penalty: 4470.259766 Iteration 43Q: 3 clusters Score -1040134 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 7013 members Entering Unmasked Estep Score: -1040145.312500 Penalty: 4470.259766 Iteration 44Q: 3 clusters Score -1040145 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 6997 members Entering Unmasked Estep Score: -1040156.750000 Penalty: 4470.259766 Iteration 45Q: 3 clusters Score -1040157 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -1040165.625000 Penalty: 4470.259766 Iteration 46Q: 3 clusters Score -1040166 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 6966 members Entering Unmasked Estep Score: -1040175.312500 Penalty: 4470.259766 Iteration 47Q: 3 clusters Score -1040175 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 6951 members Entering Unmasked Estep Score: -1040182.500000 Penalty: 4470.259766 Iteration 48Q: 3 clusters Score -1040182 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 6936 members Entering Unmasked Estep Score: -1040192.875000 Penalty: 4470.259766 Iteration 49Q: 3 clusters Score -1040193 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 6922 members Entering Unmasked Estep Score: -1040198.187500 Penalty: 4470.259766 Iteration 50Q: 3 clusters Score -1040198 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 6908 members Entering Unmasked Estep Score: -1040206.437500 Penalty: 4470.259766 Iteration 51Q: 3 clusters Score -1040206 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 6896 members Entering Unmasked Estep Score: -1040210.312500 Penalty: 4470.259766 Iteration 52Q: 3 clusters Score -1040210 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 6884 members Entering Unmasked Estep Score: -1040216.875000 Penalty: 4470.259766 Iteration 53Q: 3 clusters Score -1040217 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 6875 members Entering Unmasked Estep Score: -1040218.937500 Penalty: 4470.259766 Iteration 54Q: 3 clusters Score -1040219 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 6869 members Entering Unmasked Estep Score: -1040221.375000 Penalty: 4470.259766 Iteration 55Q: 3 clusters Score -1040221 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 6863 members Entering Unmasked Estep Score: -1040223.437500 Penalty: 4470.259766 Iteration 56Q: 3 clusters Score -1040223 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -1040225.875000 Penalty: 4470.259766 Iteration 57Q: 3 clusters Score -1040226 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -1040226.125000 Penalty: 4470.259766 Iteration 58Q: 3 clusters Score -1040226 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 6845 members Entering Unmasked Estep Score: -1040226.000000 Penalty: 4470.259766 Iteration 59Q: 3 clusters Score -1040226 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 6835 members Entering Unmasked Estep Score: -1040232.125000 Penalty: 4470.259766 Iteration 60F: 3 clusters Score -1040232 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 6821 members Entering Unmasked Estep Score: -1040240.687500 Penalty: 4470.259766 Iteration 61Q: 3 clusters Score -1040241 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 6805 members Entering Unmasked Estep Score: -1040247.625000 Penalty: 4470.259766 Iteration 62Q: 3 clusters Score -1040248 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 6796 members Entering Unmasked Estep Score: -1040249.000000 Penalty: 4470.259766 Iteration 63Q: 3 clusters Score -1040249 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 6787 members Entering Unmasked Estep Score: -1040252.125000 Penalty: 4470.259766 Iteration 64Q: 3 clusters Score -1040252 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 6778 members Entering Unmasked Estep Score: -1040255.562500 Penalty: 4470.259766 Iteration 65Q: 3 clusters Score -1040256 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1435 members Mstep: Class 2 contains 6771 members Entering Unmasked Estep Score: -1040257.812500 Penalty: 4470.259766 Iteration 66Q: 3 clusters Score -1040258 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 6764 members Entering Unmasked Estep Score: -1040261.187500 Penalty: 4470.259766 Iteration 67Q: 3 clusters Score -1040261 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 6759 members Entering Unmasked Estep Score: -1040261.000000 Penalty: 4470.259766 Iteration 68Q: 3 clusters Score -1040261 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 6754 members Entering Unmasked Estep Score: -1040262.500000 Penalty: 4470.259766 Iteration 69Q: 3 clusters Score -1040262 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 6752 members Entering Unmasked Estep Score: -1040262.687500 Penalty: 4470.259766 Iteration 70Q: 3 clusters Score -1040263 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 6750 members Entering Unmasked Estep Score: -1040261.250000 Penalty: 4470.259766 Iteration 71Q: 3 clusters Score -1040261 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 6748 members Entering Unmasked Estep Score: -1040264.375000 Penalty: 4470.259766 Iteration 72Q: 3 clusters Score -1040264 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 6744 members Entering Unmasked Estep Score: -1040268.625000 Penalty: 4470.259766 Iteration 73Q: 3 clusters Score -1040269 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 6741 members Entering Unmasked Estep Score: -1040269.375000 Penalty: 4470.259766 Iteration 74Q: 3 clusters Score -1040269 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 6741 members Entering Unmasked Estep Score: -1040269.375000 Penalty: 4470.259766 Iteration 75F: 3 clusters Score -1040269 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Entering Unmasked Estep Score: -187959.500000 Penalty: 1825.778564 Iteration 0F: 2 clusters Score -187959.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -185688.406250 Penalty: 3651.557129 Iteration 0F: 3 clusters Score -185688.4 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -186095.000000 Penalty: 3651.557129 Iteration 1F: 3 clusters Score -186095 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -186203.015625 Penalty: 3651.557129 Iteration 2F: 3 clusters Score -186203 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -186259.687500 Penalty: 3651.557129 Iteration 3Q: 3 clusters Score -186259.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -186315.406250 Penalty: 3651.557129 Iteration 4Q: 3 clusters Score -186315.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -186362.968750 Penalty: 3651.557129 Iteration 5Q: 3 clusters Score -186363 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -186402.984375 Penalty: 3651.557129 Iteration 6Q: 3 clusters Score -186403 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -186432.546875 Penalty: 3651.557129 Iteration 7Q: 3 clusters Score -186432.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -186461.953125 Penalty: 3651.557129 Iteration 8Q: 3 clusters Score -186462 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 647 members Entering Unmasked Estep Score: -186489.109375 Penalty: 3651.557129 Iteration 9Q: 3 clusters Score -186489.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -186516.359375 Penalty: 3651.557129 Iteration 10Q: 3 clusters Score -186516.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -186547.562500 Penalty: 3651.557129 Iteration 11Q: 3 clusters Score -186547.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -186579.843750 Penalty: 3651.557129 Iteration 12Q: 3 clusters Score -186579.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -186604.359375 Penalty: 3651.557129 Iteration 13Q: 3 clusters Score -186604.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -186628.062500 Penalty: 3651.557129 Iteration 14Q: 3 clusters Score -186628.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -186648.015625 Penalty: 3651.557129 Iteration 15Q: 3 clusters Score -186648 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -186663.062500 Penalty: 3651.557129 Iteration 16Q: 3 clusters Score -186663.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -186680.078125 Penalty: 3651.557129 Iteration 17Q: 3 clusters Score -186680.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -186697.093750 Penalty: 3651.557129 Iteration 18Q: 3 clusters Score -186697.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -186705.515625 Penalty: 3651.557129 Iteration 19Q: 3 clusters Score -186705.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -186716.859375 Penalty: 3651.557129 Iteration 20F: 3 clusters Score -186716.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -186726.906250 Penalty: 3651.557129 Iteration 21Q: 3 clusters Score -186726.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -186733.000000 Penalty: 3651.557129 Iteration 22Q: 3 clusters Score -186733 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -186742.078125 Penalty: 3651.557129 Iteration 23Q: 3 clusters Score -186742.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -186748.859375 Penalty: 3651.557129 Iteration 24Q: 3 clusters Score -186748.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -186752.562500 Penalty: 3651.557129 Iteration 25Q: 3 clusters Score -186752.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -186754.718750 Penalty: 3651.557129 Iteration 26Q: 3 clusters Score -186754.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -186755.359375 Penalty: 3651.557129 Iteration 27Q: 3 clusters Score -186755.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -186755.828125 Penalty: 3651.557129 Iteration 28Q: 3 clusters Score -186755.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -186755.828125 Penalty: 3651.557129 Iteration 29F: 3 clusters Score -186755.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12693 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12693 members Entering Unmasked Estep Score: -1638542.250000 Penalty: 2343.303955 Iteration 0F: 2 clusters Score -1638542 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6383 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -1629129.750000 Penalty: 4686.607910 Iteration 0F: 3 clusters Score -1629130 nChanged 5444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 6276 members Entering Unmasked Estep Score: -1632015.875000 Penalty: 4686.607910 Iteration 1F: 3 clusters Score -1632016 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6424 members Mstep: Class 2 contains 6269 members Entering Unmasked Estep Score: -1632367.625000 Penalty: 4686.607910 Iteration 2F: 3 clusters Score -1632368 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6399 members Mstep: Class 2 contains 6294 members Entering Unmasked Estep Score: -1632641.250000 Penalty: 4686.607910 Iteration 3Q: 3 clusters Score -1632641 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6342 members Mstep: Class 2 contains 6351 members Entering Unmasked Estep Score: -1632823.375000 Penalty: 4686.607910 Iteration 4Q: 3 clusters Score -1632823 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6234 members Mstep: Class 2 contains 6459 members Entering Unmasked Estep Score: -1633008.125000 Penalty: 4686.607910 Iteration 5Q: 3 clusters Score -1633008 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6155 members Mstep: Class 2 contains 6538 members Entering Unmasked Estep Score: -1633219.500000 Penalty: 4686.607910 Iteration 6Q: 3 clusters Score -1633220 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6046 members Mstep: Class 2 contains 6647 members Entering Unmasked Estep Score: -1633475.125000 Penalty: 4686.607910 Iteration 7Q: 3 clusters Score -1633475 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5951 members Mstep: Class 2 contains 6742 members Entering Unmasked Estep Score: -1633739.250000 Penalty: 4686.607910 Iteration 8Q: 3 clusters Score -1633739 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 6849 members Entering Unmasked Estep Score: -1633981.750000 Penalty: 4686.607910 Iteration 9Q: 3 clusters Score -1633982 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5794 members Mstep: Class 2 contains 6899 members Entering Unmasked Estep Score: -1634200.375000 Penalty: 4686.607910 Iteration 10Q: 3 clusters Score -1634200 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5722 members Mstep: Class 2 contains 6971 members Entering Unmasked Estep Score: -1634388.375000 Penalty: 4686.607910 Iteration 11Q: 3 clusters Score -1634388 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5646 members Mstep: Class 2 contains 7047 members Entering Unmasked Estep Score: -1634556.250000 Penalty: 4686.607910 Iteration 12Q: 3 clusters Score -1634556 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5604 members Mstep: Class 2 contains 7089 members Entering Unmasked Estep Score: -1634713.000000 Penalty: 4686.607910 Iteration 13Q: 3 clusters Score -1634713 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 7129 members Entering Unmasked Estep Score: -1634826.750000 Penalty: 4686.607910 Iteration 14Q: 3 clusters Score -1634827 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 7173 members Entering Unmasked Estep Score: -1634920.750000 Penalty: 4686.607910 Iteration 15Q: 3 clusters Score -1634921 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 7246 members Entering Unmasked Estep Score: -1635007.500000 Penalty: 4686.607910 Iteration 16Q: 3 clusters Score -1635008 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5384 members Mstep: Class 2 contains 7309 members Entering Unmasked Estep Score: -1635089.000000 Penalty: 4686.607910 Iteration 17Q: 3 clusters Score -1635089 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5320 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -1635155.125000 Penalty: 4686.607910 Iteration 18Q: 3 clusters Score -1635155 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5248 members Mstep: Class 2 contains 7445 members Entering Unmasked Estep Score: -1635189.625000 Penalty: 4686.607910 Iteration 19Q: 3 clusters Score -1635190 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 7520 members Entering Unmasked Estep Score: -1635215.500000 Penalty: 4686.607910 Iteration 20F: 3 clusters Score -1635216 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 7585 members Entering Unmasked Estep Score: -1635247.000000 Penalty: 4686.607910 Iteration 21Q: 3 clusters Score -1635247 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 7659 members Entering Unmasked Estep Score: -1635267.875000 Penalty: 4686.607910 Iteration 22Q: 3 clusters Score -1635268 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4961 members Mstep: Class 2 contains 7732 members Entering Unmasked Estep Score: -1635286.625000 Penalty: 4686.607910 Iteration 23Q: 3 clusters Score -1635287 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 7795 members Entering Unmasked Estep Score: -1635307.375000 Penalty: 4686.607910 Iteration 24Q: 3 clusters Score -1635307 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 7844 members Entering Unmasked Estep Score: -1635326.625000 Penalty: 4686.607910 Iteration 25Q: 3 clusters Score -1635327 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 7891 members Entering Unmasked Estep Score: -1635338.625000 Penalty: 4686.607910 Iteration 26Q: 3 clusters Score -1635339 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 7946 members Entering Unmasked Estep Score: -1635355.250000 Penalty: 4686.607910 Iteration 27Q: 3 clusters Score -1635355 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4682 members Mstep: Class 2 contains 8011 members Entering Unmasked Estep Score: -1635370.125000 Penalty: 4686.607910 Iteration 28Q: 3 clusters Score -1635370 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4631 members Mstep: Class 2 contains 8062 members Entering Unmasked Estep Score: -1635383.000000 Penalty: 4686.607910 Iteration 29Q: 3 clusters Score -1635383 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 8108 members Entering Unmasked Estep Score: -1635395.375000 Penalty: 4686.607910 Iteration 30Q: 3 clusters Score -1635395 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4538 members Mstep: Class 2 contains 8155 members Entering Unmasked Estep Score: -1635408.250000 Penalty: 4686.607910 Iteration 31Q: 3 clusters Score -1635408 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 8206 members Entering Unmasked Estep Score: -1635419.875000 Penalty: 4686.607910 Iteration 32Q: 3 clusters Score -1635420 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -1635428.625000 Penalty: 4686.607910 Iteration 33Q: 3 clusters Score -1635429 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 8307 members Entering Unmasked Estep Score: -1635445.750000 Penalty: 4686.607910 Iteration 34Q: 3 clusters Score -1635446 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 8351 members Entering Unmasked Estep Score: -1635457.750000 Penalty: 4686.607910 Iteration 35Q: 3 clusters Score -1635458 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 8409 members Entering Unmasked Estep Score: -1635465.125000 Penalty: 4686.607910 Iteration 36Q: 3 clusters Score -1635465 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 8465 members Entering Unmasked Estep Score: -1635480.750000 Penalty: 4686.607910 Iteration 37Q: 3 clusters Score -1635481 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 8525 members Entering Unmasked Estep Score: -1635492.000000 Penalty: 4686.607910 Iteration 38Q: 3 clusters Score -1635492 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4120 members Mstep: Class 2 contains 8573 members Entering Unmasked Estep Score: -1635506.250000 Penalty: 4686.607910 Iteration 39Q: 3 clusters Score -1635506 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4072 members Mstep: Class 2 contains 8621 members Entering Unmasked Estep Score: -1635516.125000 Penalty: 4686.607910 Iteration 40F: 3 clusters Score -1635516 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 8665 members Entering Unmasked Estep Score: -1635527.375000 Penalty: 4686.607910 Iteration 41Q: 3 clusters Score -1635527 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 8717 members Entering Unmasked Estep Score: -1635544.250000 Penalty: 4686.607910 Iteration 42Q: 3 clusters Score -1635544 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 8763 members Entering Unmasked Estep Score: -1635554.375000 Penalty: 4686.607910 Iteration 43Q: 3 clusters Score -1635554 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3887 members Mstep: Class 2 contains 8806 members Entering Unmasked Estep Score: -1635562.875000 Penalty: 4686.607910 Iteration 44Q: 3 clusters Score -1635563 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 8858 members Entering Unmasked Estep Score: -1635578.875000 Penalty: 4686.607910 Iteration 45Q: 3 clusters Score -1635579 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 8913 members Entering Unmasked Estep Score: -1635591.500000 Penalty: 4686.607910 Iteration 46Q: 3 clusters Score -1635592 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 8966 members Entering Unmasked Estep Score: -1635602.250000 Penalty: 4686.607910 Iteration 47Q: 3 clusters Score -1635602 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3679 members Mstep: Class 2 contains 9014 members Entering Unmasked Estep Score: -1635607.375000 Penalty: 4686.607910 Iteration 48Q: 3 clusters Score -1635607 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 9065 members Entering Unmasked Estep Score: -1635622.625000 Penalty: 4686.607910 Iteration 49Q: 3 clusters Score -1635623 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3567 members Mstep: Class 2 contains 9126 members Entering Unmasked Estep Score: -1635634.750000 Penalty: 4686.607910 Iteration 50Q: 3 clusters Score -1635635 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3506 members Mstep: Class 2 contains 9187 members Entering Unmasked Estep Score: -1635653.625000 Penalty: 4686.607910 Iteration 51Q: 3 clusters Score -1635654 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 9238 members Entering Unmasked Estep Score: -1635660.375000 Penalty: 4686.607910 Iteration 52Q: 3 clusters Score -1635660 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 9299 members Entering Unmasked Estep Score: -1635679.625000 Penalty: 4686.607910 Iteration 53Q: 3 clusters Score -1635680 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 9360 members Entering Unmasked Estep Score: -1635696.500000 Penalty: 4686.607910 Iteration 54Q: 3 clusters Score -1635696 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 9423 members Entering Unmasked Estep Score: -1635712.125000 Penalty: 4686.607910 Iteration 55Q: 3 clusters Score -1635712 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 9498 members Entering Unmasked Estep Score: -1635731.625000 Penalty: 4686.607910 Iteration 56Q: 3 clusters Score -1635732 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 9572 members Entering Unmasked Estep Score: -1635757.500000 Penalty: 4686.607910 Iteration 57Q: 3 clusters Score -1635758 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 9639 members Entering Unmasked Estep Score: -1635773.375000 Penalty: 4686.607910 Iteration 58Q: 3 clusters Score -1635773 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2986 members Mstep: Class 2 contains 9707 members Entering Unmasked Estep Score: -1635794.625000 Penalty: 4686.607910 Iteration 59Q: 3 clusters Score -1635795 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2920 members Mstep: Class 2 contains 9773 members Entering Unmasked Estep Score: -1635816.000000 Penalty: 4686.607910 Iteration 60F: 3 clusters Score -1635816 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 9846 members Entering Unmasked Estep Score: -1635838.625000 Penalty: 4686.607910 Iteration 61Q: 3 clusters Score -1635839 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 9912 members Entering Unmasked Estep Score: -1635851.000000 Penalty: 4686.607910 Iteration 62Q: 3 clusters Score -1635851 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 9974 members Entering Unmasked Estep Score: -1635872.250000 Penalty: 4686.607910 Iteration 63Q: 3 clusters Score -1635872 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 10037 members Entering Unmasked Estep Score: -1635893.625000 Penalty: 4686.607910 Iteration 64Q: 3 clusters Score -1635894 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 10106 members Entering Unmasked Estep Score: -1635913.625000 Penalty: 4686.607910 Iteration 65Q: 3 clusters Score -1635914 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 10167 members Entering Unmasked Estep Score: -1635931.875000 Penalty: 4686.607910 Iteration 66Q: 3 clusters Score -1635932 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 10235 members Entering Unmasked Estep Score: -1635953.500000 Penalty: 4686.607910 Iteration 67Q: 3 clusters Score -1635954 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 10294 members Entering Unmasked Estep Score: -1635965.125000 Penalty: 4686.607910 Iteration 68Q: 3 clusters Score -1635965 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 10352 members Entering Unmasked Estep Score: -1635995.750000 Penalty: 4686.607910 Iteration 69Q: 3 clusters Score -1635996 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 10415 members Entering Unmasked Estep Score: -1636016.875000 Penalty: 4686.607910 Iteration 70Q: 3 clusters Score -1636017 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 10476 members Entering Unmasked Estep Score: -1636034.250000 Penalty: 4686.607910 Iteration 71Q: 3 clusters Score -1636034 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 10525 members Entering Unmasked Estep Score: -1636050.500000 Penalty: 4686.607910 Iteration 72Q: 3 clusters Score -1636050 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 10577 members Entering Unmasked Estep Score: -1636063.250000 Penalty: 4686.607910 Iteration 73Q: 3 clusters Score -1636063 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 10620 members Entering Unmasked Estep Score: -1636077.250000 Penalty: 4686.607910 Iteration 74Q: 3 clusters Score -1636077 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 10662 members Entering Unmasked Estep Score: -1636093.875000 Penalty: 4686.607910 Iteration 75Q: 3 clusters Score -1636094 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1986 members Mstep: Class 2 contains 10707 members Entering Unmasked Estep Score: -1636105.500000 Penalty: 4686.607910 Iteration 76Q: 3 clusters Score -1636106 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 10752 members Entering Unmasked Estep Score: -1636123.125000 Penalty: 4686.607910 Iteration 77Q: 3 clusters Score -1636123 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 10797 members Entering Unmasked Estep Score: -1636133.250000 Penalty: 4686.607910 Iteration 78Q: 3 clusters Score -1636133 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 10832 members Entering Unmasked Estep Score: -1636144.875000 Penalty: 4686.607910 Iteration 79Q: 3 clusters Score -1636145 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 10855 members Entering Unmasked Estep Score: -1636152.875000 Penalty: 4686.607910 Iteration 80F: 3 clusters Score -1636153 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 10871 members Entering Unmasked Estep Score: -1636157.125000 Penalty: 4686.607910 Iteration 81Q: 3 clusters Score -1636157 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 10885 members Entering Unmasked Estep Score: -1636162.750000 Penalty: 4686.607910 Iteration 82Q: 3 clusters Score -1636163 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 10898 members Entering Unmasked Estep Score: -1636164.625000 Penalty: 4686.607910 Iteration 83Q: 3 clusters Score -1636165 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 10909 members Entering Unmasked Estep Score: -1636169.500000 Penalty: 4686.607910 Iteration 84Q: 3 clusters Score -1636170 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 10922 members Entering Unmasked Estep Score: -1636172.375000 Penalty: 4686.607910 Iteration 85Q: 3 clusters Score -1636172 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 10938 members Entering Unmasked Estep Score: -1636172.500000 Penalty: 4686.607910 Iteration 86Q: 3 clusters Score -1636172 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 10952 members Entering Unmasked Estep Score: -1636177.250000 Penalty: 4686.607910 Iteration 87Q: 3 clusters Score -1636177 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 10973 members Entering Unmasked Estep Score: -1636188.000000 Penalty: 4686.607910 Iteration 88Q: 3 clusters Score -1636188 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 10989 members Entering Unmasked Estep Score: -1636191.750000 Penalty: 4686.607910 Iteration 89Q: 3 clusters Score -1636192 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 11004 members Entering Unmasked Estep Score: -1636194.875000 Penalty: 4686.607910 Iteration 90Q: 3 clusters Score -1636195 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 11031 members Entering Unmasked Estep Score: -1636210.750000 Penalty: 4686.607910 Iteration 91Q: 3 clusters Score -1636211 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 11061 members Entering Unmasked Estep Score: -1636221.500000 Penalty: 4686.607910 Iteration 92Q: 3 clusters Score -1636222 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 11095 members Entering Unmasked Estep Score: -1636226.750000 Penalty: 4686.607910 Iteration 93Q: 3 clusters Score -1636227 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 11124 members Entering Unmasked Estep Score: -1636239.250000 Penalty: 4686.607910 Iteration 94Q: 3 clusters Score -1636239 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 11149 members Entering Unmasked Estep Score: -1636249.625000 Penalty: 4686.607910 Iteration 95Q: 3 clusters Score -1636250 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 11178 members Entering Unmasked Estep Score: -1636255.625000 Penalty: 4686.607910 Iteration 96Q: 3 clusters Score -1636256 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 11205 members Entering Unmasked Estep Score: -1636265.375000 Penalty: 4686.607910 Iteration 97Q: 3 clusters Score -1636265 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 11235 members Entering Unmasked Estep Score: -1636272.375000 Penalty: 4686.607910 Iteration 98Q: 3 clusters Score -1636272 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 11262 members Entering Unmasked Estep Score: -1636286.625000 Penalty: 4686.607910 Iteration 99Q: 3 clusters Score -1636287 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 11282 members Entering Unmasked Estep Score: -1636292.875000 Penalty: 4686.607910 Iteration 100F: 3 clusters Score -1636293 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 11303 members Entering Unmasked Estep Score: -1636301.250000 Penalty: 4686.607910 Iteration 101Q: 3 clusters Score -1636301 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 11322 members Entering Unmasked Estep Score: -1636310.500000 Penalty: 4686.607910 Iteration 102Q: 3 clusters Score -1636310 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 11338 members Entering Unmasked Estep Score: -1636318.250000 Penalty: 4686.607910 Iteration 103Q: 3 clusters Score -1636318 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 11360 members Entering Unmasked Estep Score: -1636324.250000 Penalty: 4686.607910 Iteration 104Q: 3 clusters Score -1636324 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 11378 members Entering Unmasked Estep Score: -1636328.250000 Penalty: 4686.607910 Iteration 105Q: 3 clusters Score -1636328 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 11397 members Entering Unmasked Estep Score: -1636337.125000 Penalty: 4686.607910 Iteration 106Q: 3 clusters Score -1636337 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 11408 members Entering Unmasked Estep Score: -1636337.500000 Penalty: 4686.607910 Iteration 107Q: 3 clusters Score -1636338 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 11420 members Entering Unmasked Estep Score: -1636343.500000 Penalty: 4686.607910 Iteration 108Q: 3 clusters Score -1636344 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 11430 members Entering Unmasked Estep Score: -1636348.125000 Penalty: 4686.607910 Iteration 109Q: 3 clusters Score -1636348 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 11439 members Entering Unmasked Estep Score: -1636350.625000 Penalty: 4686.607910 Iteration 110Q: 3 clusters Score -1636351 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 11446 members Entering Unmasked Estep Score: -1636354.000000 Penalty: 4686.607910 Iteration 111Q: 3 clusters Score -1636354 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 11451 members Entering Unmasked Estep Score: -1636352.625000 Penalty: 4686.607910 Iteration 112Q: 3 clusters Score -1636353 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 11457 members Entering Unmasked Estep Score: -1636355.750000 Penalty: 4686.607910 Iteration 113Q: 3 clusters Score -1636356 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 11458 members Entering Unmasked Estep Score: -1636355.875000 Penalty: 4686.607910 Iteration 114Q: 3 clusters Score -1636356 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 11459 members Entering Unmasked Estep Score: -1636355.000000 Penalty: 4686.607910 Iteration 115Q: 3 clusters Score -1636355 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 11459 members Entering Unmasked Estep Score: -1636355.000000 Penalty: 4686.607910 Iteration 116F: 3 clusters Score -1636355 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (180691 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180691 members Entering Unmasked Estep Score: -22798226.000000 Penalty: 3001.926758 Iteration 0F: 2 clusters Score -2.279823e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90305 members Mstep: Class 2 contains 90386 members Entering Unmasked Estep Score: -22677570.000000 Penalty: 6003.853516 Iteration 0F: 3 clusters Score -2.267757e+07 nChanged 86618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89727 members Mstep: Class 2 contains 90964 members Entering Unmasked Estep Score: -22727888.000000 Penalty: 6003.853516 Iteration 1F: 3 clusters Score -2.272789e+07 nChanged 4336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89409 members Mstep: Class 2 contains 91282 members Entering Unmasked Estep Score: -22728684.000000 Penalty: 6003.853516 Iteration 2Q: 3 clusters Score -2.272868e+07 nChanged 4303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88902 members Mstep: Class 2 contains 91789 members Entering Unmasked Estep Score: -22729492.000000 Penalty: 6003.853516 Iteration 3Q: 3 clusters Score -2.272949e+07 nChanged 4569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88135 members Mstep: Class 2 contains 92556 members Entering Unmasked Estep Score: -22730428.000000 Penalty: 6003.853516 Iteration 4Q: 3 clusters Score -2.273043e+07 nChanged 4634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87023 members Mstep: Class 2 contains 93668 members Entering Unmasked Estep Score: -22731208.000000 Penalty: 6003.853516 Iteration 5Q: 3 clusters Score -2.273121e+07 nChanged 4896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85337 members Mstep: Class 2 contains 95354 members Entering Unmasked Estep Score: -22732306.000000 Penalty: 6003.853516 Iteration 6Q: 3 clusters Score -2.273231e+07 nChanged 5271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82944 members Mstep: Class 2 contains 97747 members Entering Unmasked Estep Score: -22733564.000000 Penalty: 6003.853516 Iteration 7Q: 3 clusters Score -2.273356e+07 nChanged 6001 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79367 members Mstep: Class 2 contains 101324 members Entering Unmasked Estep Score: -22735526.000000 Penalty: 6003.853516 Iteration 8Q: 3 clusters Score -2.273553e+07 nChanged 7146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74369 members Mstep: Class 2 contains 106322 members Entering Unmasked Estep Score: -22738466.000000 Penalty: 6003.853516 Iteration 9Q: 3 clusters Score -2.273847e+07 nChanged 8734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67459 members Mstep: Class 2 contains 113232 members Entering Unmasked Estep Score: -22742914.000000 Penalty: 6003.853516 Iteration 10Q: 3 clusters Score -2.274291e+07 nChanged 10268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58685 members Mstep: Class 2 contains 122006 members Entering Unmasked Estep Score: -22749428.000000 Penalty: 6003.853516 Iteration 11F: 3 clusters Score -2.274943e+07 nChanged 11101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48802 members Mstep: Class 2 contains 131889 members Entering Unmasked Estep Score: -22757702.000000 Penalty: 6003.853516 Iteration 12F: 3 clusters Score -2.27577e+07 nChanged 10790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39008 members Mstep: Class 2 contains 141683 members Entering Unmasked Estep Score: -22766322.000000 Penalty: 6003.853516 Iteration 13F: 3 clusters Score -2.276632e+07 nChanged 8906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30862 members Mstep: Class 2 contains 149829 members Entering Unmasked Estep Score: -22773328.000000 Penalty: 6003.853516 Iteration 14Q: 3 clusters Score -2.277333e+07 nChanged 7040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24356 members Mstep: Class 2 contains 156335 members Entering Unmasked Estep Score: -22778296.000000 Penalty: 6003.853516 Iteration 15Q: 3 clusters Score -2.27783e+07 nChanged 5423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19177 members Mstep: Class 2 contains 161514 members Entering Unmasked Estep Score: -22782018.000000 Penalty: 6003.853516 Iteration 16Q: 3 clusters Score -2.278202e+07 nChanged 4362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14893 members Mstep: Class 2 contains 165798 members Entering Unmasked Estep Score: -22784872.000000 Penalty: 6003.853516 Iteration 17Q: 3 clusters Score -2.278487e+07 nChanged 3651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11258 members Mstep: Class 2 contains 169433 members Entering Unmasked Estep Score: -22787274.000000 Penalty: 6003.853516 Iteration 18Q: 3 clusters Score -2.278727e+07 nChanged 2941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8319 members Mstep: Class 2 contains 172372 members Entering Unmasked Estep Score: -22789318.000000 Penalty: 6003.853516 Iteration 19Q: 3 clusters Score -2.278932e+07 nChanged 2354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5965 members Mstep: Class 2 contains 174726 members Entering Unmasked Estep Score: -22791094.000000 Penalty: 6003.853516 Iteration 20F: 3 clusters Score -2.279109e+07 nChanged 1843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4122 members Mstep: Class 2 contains 176569 members Entering Unmasked Estep Score: -22792454.000000 Penalty: 6003.853516 Iteration 21Q: 3 clusters Score -2.279245e+07 nChanged 1385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 177952 members Entering Unmasked Estep Score: -22793460.000000 Penalty: 6003.853516 Iteration 22Q: 3 clusters Score -2.279346e+07 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 178892 members Entering Unmasked Estep Score: -22794262.000000 Penalty: 6003.853516 Iteration 23Q: 3 clusters Score -2.279426e+07 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 179491 members Entering Unmasked Estep Score: -22794748.000000 Penalty: 6003.853516 Iteration 24Q: 3 clusters Score -2.279475e+07 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 179816 members Entering Unmasked Estep Score: -22795102.000000 Penalty: 6003.853516 Iteration 25Q: 3 clusters Score -2.27951e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 179997 members Entering Unmasked Estep Score: -22795234.000000 Penalty: 6003.853516 Iteration 26Q: 3 clusters Score -2.279523e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 180095 members Entering Unmasked Estep Score: -22795334.000000 Penalty: 6003.853516 Iteration 27Q: 3 clusters Score -2.279533e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 180154 members Entering Unmasked Estep Score: -22795390.000000 Penalty: 6003.853516 Iteration 28Q: 3 clusters Score -2.279539e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 180195 members Entering Unmasked Estep Score: -22795432.000000 Penalty: 6003.853516 Iteration 29Q: 3 clusters Score -2.279543e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 180220 members Entering Unmasked Estep Score: -22795474.000000 Penalty: 6003.853516 Iteration 30Q: 3 clusters Score -2.279547e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 180246 members Entering Unmasked Estep Score: -22795480.000000 Penalty: 6003.853516 Iteration 31Q: 3 clusters Score -2.279548e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 180265 members Entering Unmasked Estep Score: -22795502.000000 Penalty: 6003.853516 Iteration 32Q: 3 clusters Score -2.27955e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 180274 members Entering Unmasked Estep Score: -22795536.000000 Penalty: 6003.853516 Iteration 33Q: 3 clusters Score -2.279554e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 180278 members Entering Unmasked Estep Score: -22795528.000000 Penalty: 6003.853516 Iteration 34Q: 3 clusters Score -2.279553e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 180281 members Entering Unmasked Estep Score: -22795526.000000 Penalty: 6003.853516 Iteration 35Q: 3 clusters Score -2.279553e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 180287 members Entering Unmasked Estep Score: -22795544.000000 Penalty: 6003.853516 Iteration 36Q: 3 clusters Score -2.279554e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 180291 members Entering Unmasked Estep Score: -22795528.000000 Penalty: 6003.853516 Iteration 37Q: 3 clusters Score -2.279553e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 180295 members Entering Unmasked Estep Score: -22795542.000000 Penalty: 6003.853516 Iteration 38Q: 3 clusters Score -2.279554e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 180300 members Entering Unmasked Estep Score: -22795548.000000 Penalty: 6003.853516 Iteration 39Q: 3 clusters Score -2.279555e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 180305 members Entering Unmasked Estep Score: -22795554.000000 Penalty: 6003.853516 Iteration 40F: 3 clusters Score -2.279555e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 180308 members Entering Unmasked Estep Score: -22795552.000000 Penalty: 6003.853516 Iteration 41Q: 3 clusters Score -2.279555e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 180310 members Entering Unmasked Estep Score: -22795552.000000 Penalty: 6003.853516 Iteration 42Q: 3 clusters Score -2.279555e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 180312 members Entering Unmasked Estep Score: -22795566.000000 Penalty: 6003.853516 Iteration 43Q: 3 clusters Score -2.279557e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 180313 members Entering Unmasked Estep Score: -22795554.000000 Penalty: 6003.853516 Iteration 44Q: 3 clusters Score -2.279555e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 180311 members Entering Unmasked Estep Score: -22795558.000000 Penalty: 6003.853516 Iteration 45Q: 3 clusters Score -2.279556e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 180311 members Entering Unmasked Estep Score: -22795562.000000 Penalty: 6003.853516 Iteration 46Q: 3 clusters Score -2.279556e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 180313 members Entering Unmasked Estep Score: -22795574.000000 Penalty: 6003.853516 Iteration 47Q: 3 clusters Score -2.279557e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 180315 members Entering Unmasked Estep Score: -22795562.000000 Penalty: 6003.853516 Iteration 48Q: 3 clusters Score -2.279556e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 180316 members Entering Unmasked Estep Score: -22795584.000000 Penalty: 6003.853516 Iteration 49Q: 3 clusters Score -2.279558e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 180317 members Entering Unmasked Estep Score: -22795576.000000 Penalty: 6003.853516 Iteration 50Q: 3 clusters Score -2.279558e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 180317 members Entering Unmasked Estep Score: -22795576.000000 Penalty: 6003.853516 Iteration 51F: 3 clusters Score -2.279558e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3646 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Entering Unmasked Estep Score: -466418.750000 Penalty: 2033.943604 Iteration 0F: 2 clusters Score -466418.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -462742.125000 Penalty: 4067.887207 Iteration 0F: 3 clusters Score -462742.1 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -463574.000000 Penalty: 4067.887207 Iteration 1F: 3 clusters Score -463574 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -463796.843750 Penalty: 4067.887207 Iteration 2F: 3 clusters Score -463796.8 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -463948.562500 Penalty: 4067.887207 Iteration 3F: 3 clusters Score -463948.6 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -464036.562500 Penalty: 4067.887207 Iteration 4Q: 3 clusters Score -464036.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -464083.031250 Penalty: 4067.887207 Iteration 5Q: 3 clusters Score -464083 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -464127.656250 Penalty: 4067.887207 Iteration 6Q: 3 clusters Score -464127.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -464175.750000 Penalty: 4067.887207 Iteration 7Q: 3 clusters Score -464175.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -464215.593750 Penalty: 4067.887207 Iteration 8Q: 3 clusters Score -464215.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -464244.093750 Penalty: 4067.887207 Iteration 9Q: 3 clusters Score -464244.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -464265.437500 Penalty: 4067.887207 Iteration 10Q: 3 clusters Score -464265.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -464283.687500 Penalty: 4067.887207 Iteration 11Q: 3 clusters Score -464283.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -464300.531250 Penalty: 4067.887207 Iteration 12Q: 3 clusters Score -464300.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -464317.906250 Penalty: 4067.887207 Iteration 13Q: 3 clusters Score -464317.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -464338.375000 Penalty: 4067.887207 Iteration 14Q: 3 clusters Score -464338.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -464360.406250 Penalty: 4067.887207 Iteration 15Q: 3 clusters Score -464360.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -464382.906250 Penalty: 4067.887207 Iteration 16Q: 3 clusters Score -464382.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -464407.812500 Penalty: 4067.887207 Iteration 17Q: 3 clusters Score -464407.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -464429.687500 Penalty: 4067.887207 Iteration 18Q: 3 clusters Score -464429.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -464453.156250 Penalty: 4067.887207 Iteration 19Q: 3 clusters Score -464453.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -464468.531250 Penalty: 4067.887207 Iteration 20F: 3 clusters Score -464468.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -464477.218750 Penalty: 4067.887207 Iteration 21Q: 3 clusters Score -464477.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1984 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -464484.343750 Penalty: 4067.887207 Iteration 22Q: 3 clusters Score -464484.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -464493.875000 Penalty: 4067.887207 Iteration 23Q: 3 clusters Score -464493.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -464515.031250 Penalty: 4067.887207 Iteration 24Q: 3 clusters Score -464515 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1927 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -464534.687500 Penalty: 4067.887207 Iteration 25Q: 3 clusters Score -464534.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -464554.531250 Penalty: 4067.887207 Iteration 26Q: 3 clusters Score -464554.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -464576.718750 Penalty: 4067.887207 Iteration 27Q: 3 clusters Score -464576.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -464589.343750 Penalty: 4067.887207 Iteration 28Q: 3 clusters Score -464589.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 1765 members Entering Unmasked Estep Score: -464601.125000 Penalty: 4067.887207 Iteration 29Q: 3 clusters Score -464601.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -464612.625000 Penalty: 4067.887207 Iteration 30Q: 3 clusters Score -464612.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -464622.875000 Penalty: 4067.887207 Iteration 31Q: 3 clusters Score -464622.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -464635.812500 Penalty: 4067.887207 Iteration 32Q: 3 clusters Score -464635.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -464650.218750 Penalty: 4067.887207 Iteration 33Q: 3 clusters Score -464650.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -464663.968750 Penalty: 4067.887207 Iteration 34Q: 3 clusters Score -464664 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -464678.937500 Penalty: 4067.887207 Iteration 35Q: 3 clusters Score -464678.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -464693.968750 Penalty: 4067.887207 Iteration 36Q: 3 clusters Score -464694 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -464704.343750 Penalty: 4067.887207 Iteration 37Q: 3 clusters Score -464704.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -464715.750000 Penalty: 4067.887207 Iteration 38Q: 3 clusters Score -464715.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -464724.031250 Penalty: 4067.887207 Iteration 39Q: 3 clusters Score -464724 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -464735.718750 Penalty: 4067.887207 Iteration 40F: 3 clusters Score -464735.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -464743.656250 Penalty: 4067.887207 Iteration 41Q: 3 clusters Score -464743.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -464751.062500 Penalty: 4067.887207 Iteration 42Q: 3 clusters Score -464751.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -464759.437500 Penalty: 4067.887207 Iteration 43Q: 3 clusters Score -464759.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -464764.468750 Penalty: 4067.887207 Iteration 44Q: 3 clusters Score -464764.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -464765.812500 Penalty: 4067.887207 Iteration 45Q: 3 clusters Score -464765.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -464767.812500 Penalty: 4067.887207 Iteration 46Q: 3 clusters Score -464767.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -464769.156250 Penalty: 4067.887207 Iteration 47Q: 3 clusters Score -464769.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1648 members Mstep: Class 2 contains 1998 members Entering Unmasked Estep Score: -464773.343750 Penalty: 4067.887207 Iteration 48Q: 3 clusters Score -464773.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -464780.125000 Penalty: 4067.887207 Iteration 49Q: 3 clusters Score -464780.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -464787.968750 Penalty: 4067.887207 Iteration 50Q: 3 clusters Score -464788 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -464796.000000 Penalty: 4067.887207 Iteration 51Q: 3 clusters Score -464796 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -464806.968750 Penalty: 4067.887207 Iteration 52Q: 3 clusters Score -464807 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -464812.718750 Penalty: 4067.887207 Iteration 53Q: 3 clusters Score -464812.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -464818.781250 Penalty: 4067.887207 Iteration 54Q: 3 clusters Score -464818.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -464823.781250 Penalty: 4067.887207 Iteration 55Q: 3 clusters Score -464823.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -464831.781250 Penalty: 4067.887207 Iteration 56Q: 3 clusters Score -464831.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -464838.968750 Penalty: 4067.887207 Iteration 57Q: 3 clusters Score -464839 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -464844.312500 Penalty: 4067.887207 Iteration 58Q: 3 clusters Score -464844.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1518 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -464850.062500 Penalty: 4067.887207 Iteration 59Q: 3 clusters Score -464850.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -464852.218750 Penalty: 4067.887207 Iteration 60F: 3 clusters Score -464852.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -464853.937500 Penalty: 4067.887207 Iteration 61Q: 3 clusters Score -464853.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -464855.656250 Penalty: 4067.887207 Iteration 62Q: 3 clusters Score -464855.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -464856.968750 Penalty: 4067.887207 Iteration 63Q: 3 clusters Score -464857 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -464857.406250 Penalty: 4067.887207 Iteration 64Q: 3 clusters Score -464857.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 2149 members Entering Unmasked Estep Score: -464857.406250 Penalty: 4067.887207 Iteration 65F: 3 clusters Score -464857.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Entering Unmasked Estep Score: -369738.187500 Penalty: 1975.110596 Iteration 0F: 2 clusters Score -369738.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -366563.625000 Penalty: 3950.221191 Iteration 0F: 3 clusters Score -366563.6 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -367189.437500 Penalty: 3950.221191 Iteration 1F: 3 clusters Score -367189.4 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1561 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -367399.937500 Penalty: 3950.221191 Iteration 2F: 3 clusters Score -367399.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -367593.593750 Penalty: 3950.221191 Iteration 3F: 3 clusters Score -367593.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -367773.843750 Penalty: 3950.221191 Iteration 4F: 3 clusters Score -367773.8 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -367953.531250 Penalty: 3950.221191 Iteration 5F: 3 clusters Score -367953.5 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -368113.500000 Penalty: 3950.221191 Iteration 6F: 3 clusters Score -368113.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -368239.156250 Penalty: 3950.221191 Iteration 7Q: 3 clusters Score -368239.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -368341.250000 Penalty: 3950.221191 Iteration 8Q: 3 clusters Score -368341.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -368408.062500 Penalty: 3950.221191 Iteration 9Q: 3 clusters Score -368408.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -368437.531250 Penalty: 3950.221191 Iteration 10Q: 3 clusters Score -368437.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -368453.875000 Penalty: 3950.221191 Iteration 11Q: 3 clusters Score -368453.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -368462.000000 Penalty: 3950.221191 Iteration 12Q: 3 clusters Score -368462 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -368469.906250 Penalty: 3950.221191 Iteration 13Q: 3 clusters Score -368469.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -368480.593750 Penalty: 3950.221191 Iteration 14Q: 3 clusters Score -368480.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -368488.062500 Penalty: 3950.221191 Iteration 15Q: 3 clusters Score -368488.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -368499.218750 Penalty: 3950.221191 Iteration 16Q: 3 clusters Score -368499.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -368508.250000 Penalty: 3950.221191 Iteration 17Q: 3 clusters Score -368508.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -368513.812500 Penalty: 3950.221191 Iteration 18Q: 3 clusters Score -368513.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -368520.093750 Penalty: 3950.221191 Iteration 19Q: 3 clusters Score -368520.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -368528.437500 Penalty: 3950.221191 Iteration 20F: 3 clusters Score -368528.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -368531.750000 Penalty: 3950.221191 Iteration 21Q: 3 clusters Score -368531.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -368534.187500 Penalty: 3950.221191 Iteration 22Q: 3 clusters Score -368534.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -368536.406250 Penalty: 3950.221191 Iteration 23Q: 3 clusters Score -368536.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -368537.687500 Penalty: 3950.221191 Iteration 24Q: 3 clusters Score -368537.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -368539.531250 Penalty: 3950.221191 Iteration 25Q: 3 clusters Score -368539.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -368539.843750 Penalty: 3950.221191 Iteration 26Q: 3 clusters Score -368539.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -368540.906250 Penalty: 3950.221191 Iteration 27Q: 3 clusters Score -368540.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -368540.906250 Penalty: 3950.221191 Iteration 28F: 3 clusters Score -368540.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (720 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Entering Unmasked Estep Score: -76980.890625 Penalty: 1631.654297 Iteration 0F: 2 clusters Score -76980.89 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 368 members Entering Unmasked Estep Score: -75294.187500 Penalty: 3263.308594 Iteration 0F: 3 clusters Score -75294.19 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -75585.179688 Penalty: 3263.308594 Iteration 1F: 3 clusters Score -75585.18 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -75715.226562 Penalty: 3263.308594 Iteration 2F: 3 clusters Score -75715.23 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -75843.281250 Penalty: 3263.308594 Iteration 3F: 3 clusters Score -75843.28 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -76021.296875 Penalty: 3263.308594 Iteration 4F: 3 clusters Score -76021.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -76254.179688 Penalty: 3263.308594 Iteration 5F: 3 clusters Score -76254.18 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -76536.125000 Penalty: 3263.308594 Iteration 6F: 3 clusters Score -76536.12 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -77087.976562 Penalty: 3263.308594 Iteration 7F: 3 clusters Score -77087.98 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -77529.234375 Penalty: 3263.308594 Iteration 8Q: 3 clusters Score -77529.23 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -77586.312500 Penalty: 3263.308594 Iteration 9Q: 3 clusters Score -77586.31 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -77662.992188 Penalty: 3263.308594 Iteration 10Q: 3 clusters Score -77662.99 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -77796.476562 Penalty: 3263.308594 Iteration 11Q: 3 clusters Score -77796.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -77897.234375 Penalty: 3263.308594 Iteration 12Q: 3 clusters Score -77897.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -77959.882812 Penalty: 3263.308594 Iteration 13Q: 3 clusters Score -77959.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -77976.929688 Penalty: 3263.308594 Iteration 14Q: 3 clusters Score -77976.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -77988.570312 Penalty: 3263.308594 Iteration 15Q: 3 clusters Score -77988.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -78013.242188 Penalty: 3263.308594 Iteration 16Q: 3 clusters Score -78013.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -78018.773438 Penalty: 3263.308594 Iteration 17Q: 3 clusters Score -78018.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -78031.898438 Penalty: 3263.308594 Iteration 18Q: 3 clusters Score -78031.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -78046.242188 Penalty: 3263.308594 Iteration 19Q: 3 clusters Score -78046.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -78059.796875 Penalty: 3263.308594 Iteration 20F: 3 clusters Score -78059.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -78089.843750 Penalty: 3263.308594 Iteration 21Q: 3 clusters Score -78089.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -78353.812500 Penalty: 3263.308594 Iteration 22Q: 3 clusters Score -78353.81 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -78405.539062 Penalty: 3263.308594 Iteration 23Q: 3 clusters Score -78405.54 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -78497.812500 Penalty: 3263.308594 Iteration 24Q: 3 clusters Score -78497.81 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -78555.734375 Penalty: 3263.308594 Iteration 25Q: 3 clusters Score -78555.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -78585.960938 Penalty: 3263.308594 Iteration 26Q: 3 clusters Score -78585.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -78623.976562 Penalty: 3263.308594 Iteration 27Q: 3 clusters Score -78623.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -78725.898438 Penalty: 3263.308594 Iteration 28Q: 3 clusters Score -78725.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -78863.531250 Penalty: 3263.308594 Iteration 29Q: 3 clusters Score -78863.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -78981.992188 Penalty: 3263.308594 Iteration 30Q: 3 clusters Score -78981.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -78981.992188 Penalty: 3263.308594 Iteration 31F: 3 clusters Score -78981.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19919 members Mstep: Class 2 contains 64287 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21568 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 350 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 3617 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23713 members Mstep: Class 11 contains 20818 members Mstep: Class 12 contains 6222 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8206 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12693 members Mstep: Class 19 contains 180691 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 398 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8456 members Mstep: Class 25 contains 6526 members Mstep: Class 26 contains 36645 members Mstep: Class 27 contains 354 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 322 members Entering Unmasked Estep Score: -55716128.000000 Penalty: 93545.632812 Splitting cluster 22 changes total score from -55715692.000000 to -55716128.000000 So it's getting split into cluster 29. Entering ConstructFrom: Trying to split cluster 23 (1408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Entering Unmasked Estep Score: -179087.046875 Penalty: 1797.981567 Iteration 0F: 2 clusters Score -179087 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -176811.703125 Penalty: 3595.963135 Iteration 0F: 3 clusters Score -176811.7 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -177186.781250 Penalty: 3595.963135 Iteration 1F: 3 clusters Score -177186.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -177299.281250 Penalty: 3595.963135 Iteration 2F: 3 clusters Score -177299.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -177358.421875 Penalty: 3595.963135 Iteration 3Q: 3 clusters Score -177358.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -177394.375000 Penalty: 3595.963135 Iteration 4Q: 3 clusters Score -177394.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -177421.437500 Penalty: 3595.963135 Iteration 5Q: 3 clusters Score -177421.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -177452.109375 Penalty: 3595.963135 Iteration 6Q: 3 clusters Score -177452.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -177473.656250 Penalty: 3595.963135 Iteration 7Q: 3 clusters Score -177473.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -177488.390625 Penalty: 3595.963135 Iteration 8Q: 3 clusters Score -177488.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -177493.859375 Penalty: 3595.963135 Iteration 9Q: 3 clusters Score -177493.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -177497.265625 Penalty: 3595.963135 Iteration 10Q: 3 clusters Score -177497.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -177499.265625 Penalty: 3595.963135 Iteration 11Q: 3 clusters Score -177499.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -177501.625000 Penalty: 3595.963135 Iteration 12Q: 3 clusters Score -177501.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -177503.781250 Penalty: 3595.963135 Iteration 13Q: 3 clusters Score -177503.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -177503.781250 Penalty: 3595.963135 Iteration 14F: 3 clusters Score -177503.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (8456 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8456 members Entering Unmasked Estep Score: -1092835.625000 Penalty: 2242.572510 Iteration 0F: 2 clusters Score -1092836 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4173 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -1086101.000000 Penalty: 4485.145020 Iteration 0F: 3 clusters Score -1086101 nChanged 3432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 4453 members Entering Unmasked Estep Score: -1087920.250000 Penalty: 4485.145020 Iteration 1F: 3 clusters Score -1087920 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 4579 members Entering Unmasked Estep Score: -1088204.000000 Penalty: 4485.145020 Iteration 2F: 3 clusters Score -1088204 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3746 members Mstep: Class 2 contains 4710 members Entering Unmasked Estep Score: -1088367.375000 Penalty: 4485.145020 Iteration 3Q: 3 clusters Score -1088367 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 4866 members Entering Unmasked Estep Score: -1088501.250000 Penalty: 4485.145020 Iteration 4Q: 3 clusters Score -1088501 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 5058 members Entering Unmasked Estep Score: -1088624.125000 Penalty: 4485.145020 Iteration 5Q: 3 clusters Score -1088624 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3195 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -1088742.250000 Penalty: 4485.145020 Iteration 6Q: 3 clusters Score -1088742 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2970 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -1088873.000000 Penalty: 4485.145020 Iteration 7Q: 3 clusters Score -1088873 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 5737 members Entering Unmasked Estep Score: -1089028.375000 Penalty: 4485.145020 Iteration 8Q: 3 clusters Score -1089028 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 6023 members Entering Unmasked Estep Score: -1089217.250000 Penalty: 4485.145020 Iteration 9Q: 3 clusters Score -1089217 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 6311 members Entering Unmasked Estep Score: -1089421.625000 Penalty: 4485.145020 Iteration 10Q: 3 clusters Score -1089422 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 6594 members Entering Unmasked Estep Score: -1089643.750000 Penalty: 4485.145020 Iteration 11Q: 3 clusters Score -1089644 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 6890 members Entering Unmasked Estep Score: -1089878.625000 Penalty: 4485.145020 Iteration 12Q: 3 clusters Score -1089879 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 7183 members Entering Unmasked Estep Score: -1090123.500000 Penalty: 4485.145020 Iteration 13Q: 3 clusters Score -1090124 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 7416 members Entering Unmasked Estep Score: -1090330.625000 Penalty: 4485.145020 Iteration 14Q: 3 clusters Score -1090331 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 7604 members Entering Unmasked Estep Score: -1090503.250000 Penalty: 4485.145020 Iteration 15Q: 3 clusters Score -1090503 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 7739 members Entering Unmasked Estep Score: -1090625.500000 Penalty: 4485.145020 Iteration 16Q: 3 clusters Score -1090626 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 7825 members Entering Unmasked Estep Score: -1090700.000000 Penalty: 4485.145020 Iteration 17Q: 3 clusters Score -1090700 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 7887 members Entering Unmasked Estep Score: -1090759.500000 Penalty: 4485.145020 Iteration 18Q: 3 clusters Score -1090760 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 7937 members Entering Unmasked Estep Score: -1090802.500000 Penalty: 4485.145020 Iteration 19Q: 3 clusters Score -1090802 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 7985 members Entering Unmasked Estep Score: -1090843.625000 Penalty: 4485.145020 Iteration 20F: 3 clusters Score -1090844 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 8011 members Entering Unmasked Estep Score: -1090873.750000 Penalty: 4485.145020 Iteration 21Q: 3 clusters Score -1090874 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 8035 members Entering Unmasked Estep Score: -1090899.375000 Penalty: 4485.145020 Iteration 22Q: 3 clusters Score -1090899 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 8052 members Entering Unmasked Estep Score: -1090908.250000 Penalty: 4485.145020 Iteration 23Q: 3 clusters Score -1090908 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 8065 members Entering Unmasked Estep Score: -1090917.000000 Penalty: 4485.145020 Iteration 24Q: 3 clusters Score -1090917 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 8073 members Entering Unmasked Estep Score: -1090925.375000 Penalty: 4485.145020 Iteration 25Q: 3 clusters Score -1090925 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 8077 members Entering Unmasked Estep Score: -1090930.625000 Penalty: 4485.145020 Iteration 26Q: 3 clusters Score -1090931 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 8083 members Entering Unmasked Estep Score: -1090939.250000 Penalty: 4485.145020 Iteration 27Q: 3 clusters Score -1090939 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 8085 members Entering Unmasked Estep Score: -1090942.875000 Penalty: 4485.145020 Iteration 28Q: 3 clusters Score -1090943 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 8087 members Entering Unmasked Estep Score: -1090946.375000 Penalty: 4485.145020 Iteration 29Q: 3 clusters Score -1090946 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 8089 members Entering Unmasked Estep Score: -1090948.625000 Penalty: 4485.145020 Iteration 30Q: 3 clusters Score -1090949 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 8093 members Entering Unmasked Estep Score: -1090953.250000 Penalty: 4485.145020 Iteration 31Q: 3 clusters Score -1090953 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 8095 members Entering Unmasked Estep Score: -1090960.250000 Penalty: 4485.145020 Iteration 32Q: 3 clusters Score -1090960 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 8097 members Entering Unmasked Estep Score: -1090960.750000 Penalty: 4485.145020 Iteration 33Q: 3 clusters Score -1090961 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 8097 members Entering Unmasked Estep Score: -1090960.750000 Penalty: 4485.145020 Iteration 34F: 3 clusters Score -1090961 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (6526 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6526 members Entering Unmasked Estep Score: -842382.000000 Penalty: 2178.320312 Iteration 0F: 2 clusters Score -842382 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -836927.812500 Penalty: 4356.640625 Iteration 0F: 3 clusters Score -836927.8 nChanged 2554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -838260.125000 Penalty: 4356.640625 Iteration 1F: 3 clusters Score -838260.1 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2925 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -838487.000000 Penalty: 4356.640625 Iteration 2F: 3 clusters Score -838487 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -838633.187500 Penalty: 4356.640625 Iteration 3Q: 3 clusters Score -838633.2 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -838741.875000 Penalty: 4356.640625 Iteration 4Q: 3 clusters Score -838741.9 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 3921 members Entering Unmasked Estep Score: -838840.312500 Penalty: 4356.640625 Iteration 5Q: 3 clusters Score -838840.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -838918.812500 Penalty: 4356.640625 Iteration 6Q: 3 clusters Score -838918.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 4164 members Entering Unmasked Estep Score: -838998.187500 Penalty: 4356.640625 Iteration 7Q: 3 clusters Score -838998.2 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -839077.187500 Penalty: 4356.640625 Iteration 8Q: 3 clusters Score -839077.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 4473 members Entering Unmasked Estep Score: -839168.750000 Penalty: 4356.640625 Iteration 9Q: 3 clusters Score -839168.8 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 4655 members Entering Unmasked Estep Score: -839290.000000 Penalty: 4356.640625 Iteration 10Q: 3 clusters Score -839290 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -839437.312500 Penalty: 4356.640625 Iteration 11Q: 3 clusters Score -839437.3 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 5050 members Entering Unmasked Estep Score: -839563.937500 Penalty: 4356.640625 Iteration 12Q: 3 clusters Score -839563.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 5215 members Entering Unmasked Estep Score: -839684.875000 Penalty: 4356.640625 Iteration 13Q: 3 clusters Score -839684.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 5380 members Entering Unmasked Estep Score: -839803.500000 Penalty: 4356.640625 Iteration 14Q: 3 clusters Score -839803.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 5523 members Entering Unmasked Estep Score: -839908.250000 Penalty: 4356.640625 Iteration 15Q: 3 clusters Score -839908.2 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 5657 members Entering Unmasked Estep Score: -840013.000000 Penalty: 4356.640625 Iteration 16Q: 3 clusters Score -840013 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 5770 members Entering Unmasked Estep Score: -840105.125000 Penalty: 4356.640625 Iteration 17Q: 3 clusters Score -840105.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -840176.312500 Penalty: 4356.640625 Iteration 18Q: 3 clusters Score -840176.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 5929 members Entering Unmasked Estep Score: -840231.562500 Penalty: 4356.640625 Iteration 19Q: 3 clusters Score -840231.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 5973 members Entering Unmasked Estep Score: -840268.937500 Penalty: 4356.640625 Iteration 20F: 3 clusters Score -840268.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 6008 members Entering Unmasked Estep Score: -840300.750000 Penalty: 4356.640625 Iteration 21Q: 3 clusters Score -840300.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -840321.437500 Penalty: 4356.640625 Iteration 22Q: 3 clusters Score -840321.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 6058 members Entering Unmasked Estep Score: -840342.000000 Penalty: 4356.640625 Iteration 23Q: 3 clusters Score -840342 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -840363.062500 Penalty: 4356.640625 Iteration 24Q: 3 clusters Score -840363.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 6097 members Entering Unmasked Estep Score: -840383.625000 Penalty: 4356.640625 Iteration 25Q: 3 clusters Score -840383.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -840398.750000 Penalty: 4356.640625 Iteration 26Q: 3 clusters Score -840398.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 6119 members Entering Unmasked Estep Score: -840412.562500 Penalty: 4356.640625 Iteration 27Q: 3 clusters Score -840412.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 6130 members Entering Unmasked Estep Score: -840424.375000 Penalty: 4356.640625 Iteration 28Q: 3 clusters Score -840424.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 6140 members Entering Unmasked Estep Score: -840429.500000 Penalty: 4356.640625 Iteration 29Q: 3 clusters Score -840429.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 6145 members Entering Unmasked Estep Score: -840435.000000 Penalty: 4356.640625 Iteration 30Q: 3 clusters Score -840435 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 6150 members Entering Unmasked Estep Score: -840441.625000 Penalty: 4356.640625 Iteration 31Q: 3 clusters Score -840441.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 6156 members Entering Unmasked Estep Score: -840452.812500 Penalty: 4356.640625 Iteration 32Q: 3 clusters Score -840452.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 6166 members Entering Unmasked Estep Score: -840470.500000 Penalty: 4356.640625 Iteration 33Q: 3 clusters Score -840470.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -840482.187500 Penalty: 4356.640625 Iteration 34Q: 3 clusters Score -840482.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 6183 members Entering Unmasked Estep Score: -840489.000000 Penalty: 4356.640625 Iteration 35Q: 3 clusters Score -840489 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 6192 members Entering Unmasked Estep Score: -840496.625000 Penalty: 4356.640625 Iteration 36Q: 3 clusters Score -840496.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 6195 members Entering Unmasked Estep Score: -840498.312500 Penalty: 4356.640625 Iteration 37Q: 3 clusters Score -840498.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 6195 members Entering Unmasked Estep Score: -840499.812500 Penalty: 4356.640625 Iteration 38Q: 3 clusters Score -840499.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 6198 members Entering Unmasked Estep Score: -840504.125000 Penalty: 4356.640625 Iteration 39Q: 3 clusters Score -840504.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 6199 members Entering Unmasked Estep Score: -840507.000000 Penalty: 4356.640625 Iteration 40F: 3 clusters Score -840507 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (36645 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36645 members Entering Unmasked Estep Score: -4746255.500000 Penalty: 2606.239990 Iteration 0F: 2 clusters Score -4746256 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18296 members Mstep: Class 2 contains 18349 members Entering Unmasked Estep Score: -4721322.500000 Penalty: 5212.479980 Iteration 0F: 3 clusters Score -4721322 nChanged 16719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18477 members Mstep: Class 2 contains 18168 members Entering Unmasked Estep Score: -4730423.000000 Penalty: 5212.479980 Iteration 1F: 3 clusters Score -4730423 nChanged 1483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18698 members Mstep: Class 2 contains 17947 members Entering Unmasked Estep Score: -4730841.500000 Penalty: 5212.479980 Iteration 2Q: 3 clusters Score -4730842 nChanged 1402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19010 members Mstep: Class 2 contains 17635 members Entering Unmasked Estep Score: -4731232.000000 Penalty: 5212.479980 Iteration 3Q: 3 clusters Score -4731232 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19449 members Mstep: Class 2 contains 17196 members Entering Unmasked Estep Score: -4731627.000000 Penalty: 5212.479980 Iteration 4Q: 3 clusters Score -4731627 nChanged 1298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19951 members Mstep: Class 2 contains 16694 members Entering Unmasked Estep Score: -4732022.500000 Penalty: 5212.479980 Iteration 5Q: 3 clusters Score -4732022 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20715 members Mstep: Class 2 contains 15930 members Entering Unmasked Estep Score: -4732498.000000 Penalty: 5212.479980 Iteration 6Q: 3 clusters Score -4732498 nChanged 1485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21714 members Mstep: Class 2 contains 14931 members Entering Unmasked Estep Score: -4733188.500000 Penalty: 5212.479980 Iteration 7Q: 3 clusters Score -4733188 nChanged 1679 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22959 members Mstep: Class 2 contains 13686 members Entering Unmasked Estep Score: -4734031.000000 Penalty: 5212.479980 Iteration 8Q: 3 clusters Score -4734031 nChanged 1788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24429 members Mstep: Class 2 contains 12216 members Entering Unmasked Estep Score: -4735081.500000 Penalty: 5212.479980 Iteration 9Q: 3 clusters Score -4735082 nChanged 1926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26135 members Mstep: Class 2 contains 10510 members Entering Unmasked Estep Score: -4736431.000000 Penalty: 5212.479980 Iteration 10F: 3 clusters Score -4736431 nChanged 1896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27847 members Mstep: Class 2 contains 8798 members Entering Unmasked Estep Score: -4738009.000000 Penalty: 5212.479980 Iteration 11F: 3 clusters Score -4738009 nChanged 1699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29342 members Mstep: Class 2 contains 7303 members Entering Unmasked Estep Score: -4739522.500000 Penalty: 5212.479980 Iteration 12Q: 3 clusters Score -4739522 nChanged 1423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30521 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -4740724.500000 Penalty: 5212.479980 Iteration 13Q: 3 clusters Score -4740724 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31377 members Mstep: Class 2 contains 5268 members Entering Unmasked Estep Score: -4741519.500000 Penalty: 5212.479980 Iteration 14Q: 3 clusters Score -4741520 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32087 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -4742093.000000 Penalty: 5212.479980 Iteration 15Q: 3 clusters Score -4742093 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32640 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -4742523.000000 Penalty: 5212.479980 Iteration 16Q: 3 clusters Score -4742523 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33116 members Mstep: Class 2 contains 3529 members Entering Unmasked Estep Score: -4742852.000000 Penalty: 5212.479980 Iteration 17Q: 3 clusters Score -4742852 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33507 members Mstep: Class 2 contains 3138 members Entering Unmasked Estep Score: -4743104.000000 Penalty: 5212.479980 Iteration 18Q: 3 clusters Score -4743104 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33843 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -4743311.000000 Penalty: 5212.479980 Iteration 19Q: 3 clusters Score -4743311 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34111 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -4743473.000000 Penalty: 5212.479980 Iteration 20F: 3 clusters Score -4743473 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34311 members Mstep: Class 2 contains 2334 members Entering Unmasked Estep Score: -4743587.000000 Penalty: 5212.479980 Iteration 21Q: 3 clusters Score -4743587 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34466 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -4743668.500000 Penalty: 5212.479980 Iteration 22Q: 3 clusters Score -4743668 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34614 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -4743753.000000 Penalty: 5212.479980 Iteration 23Q: 3 clusters Score -4743753 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34727 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -4743800.500000 Penalty: 5212.479980 Iteration 24Q: 3 clusters Score -4743800 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34821 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -4743859.500000 Penalty: 5212.479980 Iteration 25Q: 3 clusters Score -4743860 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34907 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -4743900.500000 Penalty: 5212.479980 Iteration 26Q: 3 clusters Score -4743900 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34973 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -4743930.500000 Penalty: 5212.479980 Iteration 27Q: 3 clusters Score -4743930 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35038 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -4743954.000000 Penalty: 5212.479980 Iteration 28Q: 3 clusters Score -4743954 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35087 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -4743959.500000 Penalty: 5212.479980 Iteration 29Q: 3 clusters Score -4743960 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35126 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -4743979.500000 Penalty: 5212.479980 Iteration 30Q: 3 clusters Score -4743980 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35149 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -4743995.500000 Penalty: 5212.479980 Iteration 31Q: 3 clusters Score -4743996 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35179 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -4743999.000000 Penalty: 5212.479980 Iteration 32Q: 3 clusters Score -4743999 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35197 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -4744003.500000 Penalty: 5212.479980 Iteration 33Q: 3 clusters Score -4744004 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35216 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -4744011.500000 Penalty: 5212.479980 Iteration 34Q: 3 clusters Score -4744012 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35238 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -4744021.000000 Penalty: 5212.479980 Iteration 35Q: 3 clusters Score -4744021 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35256 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -4744038.000000 Penalty: 5212.479980 Iteration 36Q: 3 clusters Score -4744038 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35272 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -4744040.000000 Penalty: 5212.479980 Iteration 37Q: 3 clusters Score -4744040 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35283 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -4744038.000000 Penalty: 5212.479980 Iteration 38Q: 3 clusters Score -4744038 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35294 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -4744051.000000 Penalty: 5212.479980 Iteration 39Q: 3 clusters Score -4744051 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35303 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -4744053.000000 Penalty: 5212.479980 Iteration 40F: 3 clusters Score -4744053 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35313 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -4744069.000000 Penalty: 5212.479980 Iteration 41Q: 3 clusters Score -4744069 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35326 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -4744072.500000 Penalty: 5212.479980 Iteration 42Q: 3 clusters Score -4744072 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35335 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -4744070.500000 Penalty: 5212.479980 Iteration 43Q: 3 clusters Score -4744070 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35342 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -4744073.000000 Penalty: 5212.479980 Iteration 44Q: 3 clusters Score -4744073 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35347 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -4744074.500000 Penalty: 5212.479980 Iteration 45Q: 3 clusters Score -4744074 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35349 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -4744079.000000 Penalty: 5212.479980 Iteration 46Q: 3 clusters Score -4744079 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35348 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -4744076.000000 Penalty: 5212.479980 Iteration 47Q: 3 clusters Score -4744076 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35347 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -4744079.500000 Penalty: 5212.479980 Iteration 48Q: 3 clusters Score -4744080 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35347 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -4744079.500000 Penalty: 5212.479980 Iteration 49F: 3 clusters Score -4744080 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (354 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Entering Unmasked Estep Score: -37864.011719 Penalty: 1455.585693 Iteration 0F: 2 clusters Score -37864.01 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -36531.792969 Penalty: 2911.171387 Iteration 0F: 3 clusters Score -36531.79 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -36686.882812 Penalty: 2911.171387 Iteration 1F: 3 clusters Score -36686.88 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -36766.910156 Penalty: 2911.171387 Iteration 2F: 3 clusters Score -36766.91 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -36800.382812 Penalty: 2911.171387 Iteration 3Q: 3 clusters Score -36800.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -36836.082031 Penalty: 2911.171387 Iteration 4Q: 3 clusters Score -36836.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -36854.480469 Penalty: 2911.171387 Iteration 5Q: 3 clusters Score -36854.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -36872.687500 Penalty: 2911.171387 Iteration 6Q: 3 clusters Score -36872.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -36887.335938 Penalty: 2911.171387 Iteration 7Q: 3 clusters Score -36887.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -36887.335938 Penalty: 2911.171387 Iteration 8F: 3 clusters Score -36887.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (551 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Entering Unmasked Estep Score: -61694.531250 Penalty: 1565.310181 Iteration 0F: 2 clusters Score -61694.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -60163.757812 Penalty: 3130.620361 Iteration 0F: 3 clusters Score -60163.76 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -60408.917969 Penalty: 3130.620361 Iteration 1F: 3 clusters Score -60408.92 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -60479.589844 Penalty: 3130.620361 Iteration 2F: 3 clusters Score -60479.59 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -60509.660156 Penalty: 3130.620361 Iteration 3Q: 3 clusters Score -60509.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -60524.566406 Penalty: 3130.620361 Iteration 4Q: 3 clusters Score -60524.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -60526.558594 Penalty: 3130.620361 Iteration 5Q: 3 clusters Score -60526.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -60526.558594 Penalty: 3130.620361 Iteration 6F: 3 clusters Score -60526.56 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19919 members Mstep: Class 2 contains 64287 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21568 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 350 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 3617 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23713 members Mstep: Class 11 contains 20818 members Mstep: Class 12 contains 6222 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8206 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12693 members Mstep: Class 19 contains 180691 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 398 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8456 members Mstep: Class 25 contains 6526 members Mstep: Class 26 contains 36645 members Mstep: Class 27 contains 354 members Mstep: Class 28 contains 551 members Entering Unmasked Estep ConsiderDeletion Score: -55716132.000000 Penalty: 93545.632812 Iteration 119Q: 30 clusters Score -5.571613e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19920 members Mstep: Class 2 contains 64272 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21567 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 349 members Mstep: Class 7 contains 614 members Mstep: Class 8 contains 3616 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23714 members Mstep: Class 11 contains 20810 members Mstep: Class 12 contains 6223 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8206 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12691 members Mstep: Class 19 contains 180718 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 400 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8455 members Mstep: Class 25 contains 6524 members Mstep: Class 26 contains 36645 members Mstep: Class 27 contains 353 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 322 members Entering Unmasked Estep ConsiderDeletion Score: -55716156.000000 Penalty: 93545.632812 Iteration 120F: 30 clusters Score -5.571616e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19920 members Mstep: Class 2 contains 64262 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21565 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 608 members Mstep: Class 8 contains 3615 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23714 members Mstep: Class 11 contains 20807 members Mstep: Class 12 contains 6224 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8206 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12690 members Mstep: Class 19 contains 180739 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 402 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8454 members Mstep: Class 25 contains 6523 members Mstep: Class 26 contains 36642 members Mstep: Class 27 contains 352 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 328 members Entering Unmasked Estep ConsiderDeletion Score: -55716212.000000 Penalty: 93545.632812 Iteration 121Q: 30 clusters Score -5.571621e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19920 members Mstep: Class 2 contains 64246 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21566 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 602 members Mstep: Class 8 contains 3613 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20803 members Mstep: Class 12 contains 6224 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8206 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12690 members Mstep: Class 19 contains 180766 members Mstep: Class 20 contains 3645 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 403 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8454 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36638 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 334 members Entering Unmasked Estep ConsiderDeletion Score: -55716252.000000 Penalty: 93545.632812 Iteration 122Q: 30 clusters Score -5.571625e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19922 members Mstep: Class 2 contains 64235 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21564 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 597 members Mstep: Class 8 contains 3609 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20800 members Mstep: Class 12 contains 6224 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8204 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12690 members Mstep: Class 19 contains 180792 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 403 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8454 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36632 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 338 members Entering Unmasked Estep ConsiderDeletion Score: -55716292.000000 Penalty: 93545.632812 Iteration 123Q: 30 clusters Score -5.571629e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19923 members Mstep: Class 2 contains 64223 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21562 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 594 members Mstep: Class 8 contains 3607 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23714 members Mstep: Class 11 contains 20797 members Mstep: Class 12 contains 6223 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8202 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12689 members Mstep: Class 19 contains 180817 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 403 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8454 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36630 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 341 members Entering Unmasked Estep ConsiderDeletion Score: -55716416.000000 Penalty: 93545.632812 Iteration 124Q: 30 clusters Score -5.571642e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19926 members Mstep: Class 2 contains 64213 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21559 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 3606 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23714 members Mstep: Class 11 contains 20793 members Mstep: Class 12 contains 6224 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8202 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12689 members Mstep: Class 19 contains 180834 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 404 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8454 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36627 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 341 members Entering Unmasked Estep ConsiderDeletion Score: -55716400.000000 Penalty: 93545.632812 Iteration 125Q: 30 clusters Score -5.57164e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19927 members Mstep: Class 2 contains 64206 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21557 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 3604 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23714 members Mstep: Class 11 contains 20790 members Mstep: Class 12 contains 6224 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8202 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12689 members Mstep: Class 19 contains 180850 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1409 members Mstep: Class 24 contains 8454 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36623 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 340 members Entering Unmasked Estep ConsiderDeletion Score: -55716400.000000 Penalty: 93545.632812 Iteration 126Q: 30 clusters Score -5.57164e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19927 members Mstep: Class 2 contains 64203 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21556 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 3601 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20785 members Mstep: Class 12 contains 6224 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8202 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12688 members Mstep: Class 19 contains 180868 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1409 members Mstep: Class 24 contains 8454 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36617 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 340 members Entering Unmasked Estep ConsiderDeletion Score: -55716412.000000 Penalty: 93545.632812 Iteration 127Q: 30 clusters Score -5.571641e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19928 members Mstep: Class 2 contains 64201 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21556 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 3599 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20780 members Mstep: Class 12 contains 6223 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8202 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12688 members Mstep: Class 19 contains 180881 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1409 members Mstep: Class 24 contains 8454 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36613 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 340 members Entering Unmasked Estep ConsiderDeletion Score: -55716380.000000 Penalty: 93545.632812 Iteration 128Q: 30 clusters Score -5.571638e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19930 members Mstep: Class 2 contains 64199 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21556 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 3595 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20767 members Mstep: Class 12 contains 6223 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8203 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12688 members Mstep: Class 19 contains 180904 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1409 members Mstep: Class 24 contains 8453 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36607 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 340 members Entering Unmasked Estep ConsiderDeletion Score: -55716388.000000 Penalty: 93545.632812 Iteration 129Q: 30 clusters Score -5.571639e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19931 members Mstep: Class 2 contains 64196 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21556 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 3588 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20762 members Mstep: Class 12 contains 6223 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8203 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12688 members Mstep: Class 19 contains 180924 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1409 members Mstep: Class 24 contains 8452 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36602 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 340 members Entering Unmasked Estep ConsiderDeletion Score: -55716400.000000 Penalty: 93545.632812 Iteration 130Q: 30 clusters Score -5.57164e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19933 members Mstep: Class 2 contains 64192 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21555 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 3576 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20758 members Mstep: Class 12 contains 6223 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8203 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12687 members Mstep: Class 19 contains 180950 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1409 members Mstep: Class 24 contains 8451 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36597 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 340 members Entering Unmasked Estep ConsiderDeletion Score: -55716420.000000 Penalty: 93545.632812 Iteration 131Q: 30 clusters Score -5.571642e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19933 members Mstep: Class 2 contains 64190 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21554 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 3566 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20757 members Mstep: Class 12 contains 6223 members Mstep: Class 13 contains 1839 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8203 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12686 members Mstep: Class 19 contains 180971 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1409 members Mstep: Class 24 contains 8449 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36593 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 340 members Entering Unmasked Estep ConsiderDeletion Score: -55716412.000000 Penalty: 93545.632812 Iteration 132Q: 30 clusters Score -5.571641e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19934 members Mstep: Class 2 contains 64189 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21553 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 3561 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20756 members Mstep: Class 12 contains 6222 members Mstep: Class 13 contains 1840 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8203 members Mstep: Class 17 contains 1575 members Mstep: Class 18 contains 12684 members Mstep: Class 19 contains 180985 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1409 members Mstep: Class 24 contains 8449 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36588 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 340 members Entering Unmasked Estep ConsiderDeletion Score: -55716408.000000 Penalty: 93545.632812 Iteration 133Q: 30 clusters Score -5.571641e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19934 members Mstep: Class 2 contains 64187 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21552 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 3557 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20755 members Mstep: Class 12 contains 6222 members Mstep: Class 13 contains 1840 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8203 members Mstep: Class 17 contains 1576 members Mstep: Class 18 contains 12685 members Mstep: Class 19 contains 180993 members Mstep: Class 20 contains 3647 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1409 members Mstep: Class 24 contains 8449 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36585 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 340 members Entering Unmasked Estep ConsiderDeletion Score: -55716448.000000 Penalty: 93545.632812 Iteration 134Q: 30 clusters Score -5.571645e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19936 members Mstep: Class 2 contains 64184 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21551 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 3557 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23714 members Mstep: Class 11 contains 20751 members Mstep: Class 12 contains 6226 members Mstep: Class 13 contains 1840 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8203 members Mstep: Class 17 contains 1576 members Mstep: Class 18 contains 12685 members Mstep: Class 19 contains 181001 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1409 members Mstep: Class 24 contains 8449 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36581 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 340 members Entering Unmasked Estep ConsiderDeletion Score: -55716460.000000 Penalty: 93545.632812 Iteration 135Q: 30 clusters Score -5.571646e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19937 members Mstep: Class 2 contains 64180 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21550 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 3554 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20750 members Mstep: Class 12 contains 6229 members Mstep: Class 13 contains 1840 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8203 members Mstep: Class 17 contains 1576 members Mstep: Class 18 contains 12686 members Mstep: Class 19 contains 181007 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8449 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36579 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 340 members Entering Unmasked Estep ConsiderDeletion Score: -55716484.000000 Penalty: 93545.632812 Iteration 136Q: 30 clusters Score -5.571648e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19937 members Mstep: Class 2 contains 64178 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21550 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 3551 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20750 members Mstep: Class 12 contains 6229 members Mstep: Class 13 contains 1840 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8203 members Mstep: Class 17 contains 1576 members Mstep: Class 18 contains 12686 members Mstep: Class 19 contains 181015 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8449 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36576 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 340 members Entering Unmasked Estep ConsiderDeletion Score: -55716496.000000 Penalty: 93545.632812 Iteration 137Q: 30 clusters Score -5.57165e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19937 members Mstep: Class 2 contains 64177 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21550 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 3550 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20750 members Mstep: Class 12 contains 6229 members Mstep: Class 13 contains 1840 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8202 members Mstep: Class 17 contains 1576 members Mstep: Class 18 contains 12685 members Mstep: Class 19 contains 181021 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8449 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36574 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 340 members Entering Unmasked Estep ConsiderDeletion Score: -55716476.000000 Penalty: 93545.632812 Iteration 138Q: 30 clusters Score -5.571648e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19937 members Mstep: Class 2 contains 64176 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21549 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 3550 members Mstep: Class 9 contains 14792 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20750 members Mstep: Class 12 contains 6230 members Mstep: Class 13 contains 1840 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8202 members Mstep: Class 17 contains 1576 members Mstep: Class 18 contains 12683 members Mstep: Class 19 contains 181026 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8449 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36572 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 340 members Entering Unmasked Estep ConsiderDeletion Score: -55716496.000000 Penalty: 93545.632812 Iteration 139Q: 30 clusters Score -5.57165e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19937 members Mstep: Class 2 contains 64176 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21549 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 593 members Mstep: Class 8 contains 3550 members Mstep: Class 9 contains 14793 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20750 members Mstep: Class 12 contains 6230 members Mstep: Class 13 contains 1840 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8202 members Mstep: Class 17 contains 1576 members Mstep: Class 18 contains 12682 members Mstep: Class 19 contains 181029 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8449 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36569 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 340 members Entering Unmasked Estep ConsiderDeletion Score: -55716520.000000 Penalty: 93545.632812 Iteration 140F: 30 clusters Score -5.571652e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19937 members Mstep: Class 2 contains 64176 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21549 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 585 members Mstep: Class 8 contains 3550 members Mstep: Class 9 contains 14794 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20750 members Mstep: Class 12 contains 6230 members Mstep: Class 13 contains 1840 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8202 members Mstep: Class 17 contains 1576 members Mstep: Class 18 contains 12681 members Mstep: Class 19 contains 181030 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8449 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36568 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 348 members Entering Unmasked Estep ConsiderDeletion Score: -55716568.000000 Penalty: 93545.632812 Iteration 141Q: 30 clusters Score -5.571657e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19937 members Mstep: Class 2 contains 64176 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21549 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 582 members Mstep: Class 8 contains 3550 members Mstep: Class 9 contains 14794 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20750 members Mstep: Class 12 contains 6230 members Mstep: Class 13 contains 1840 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8202 members Mstep: Class 17 contains 1576 members Mstep: Class 18 contains 12680 members Mstep: Class 19 contains 181032 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8449 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36567 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 351 members Entering Unmasked Estep ConsiderDeletion Score: -55716612.000000 Penalty: 93545.632812 Iteration 142Q: 30 clusters Score -5.571661e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19937 members Mstep: Class 2 contains 64175 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21549 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 579 members Mstep: Class 8 contains 3550 members Mstep: Class 9 contains 14794 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20750 members Mstep: Class 12 contains 6230 members Mstep: Class 13 contains 1840 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8202 members Mstep: Class 17 contains 1576 members Mstep: Class 18 contains 12680 members Mstep: Class 19 contains 181032 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8449 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36568 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 354 members Entering Unmasked Estep ConsiderDeletion Score: -55716624.000000 Penalty: 93545.632812 Iteration 143Q: 30 clusters Score -5.571662e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19937 members Mstep: Class 2 contains 64174 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21549 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 576 members Mstep: Class 8 contains 3550 members Mstep: Class 9 contains 14794 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20750 members Mstep: Class 12 contains 6230 members Mstep: Class 13 contains 1840 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8202 members Mstep: Class 17 contains 1576 members Mstep: Class 18 contains 12680 members Mstep: Class 19 contains 181033 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8449 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36568 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -55716620.000000 Penalty: 93545.632812 Iteration 144Q: 30 clusters Score -5.571662e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19937 members Mstep: Class 2 contains 64174 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21549 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 576 members Mstep: Class 8 contains 3550 members Mstep: Class 9 contains 14794 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20750 members Mstep: Class 12 contains 6230 members Mstep: Class 13 contains 1840 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8202 members Mstep: Class 17 contains 1576 members Mstep: Class 18 contains 12680 members Mstep: Class 19 contains 181035 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8449 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36566 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -55716620.000000 Penalty: 93545.632812 Iteration 145Q: 30 clusters Score -5.571662e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19937 members Mstep: Class 2 contains 64174 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21549 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 576 members Mstep: Class 8 contains 3550 members Mstep: Class 9 contains 14794 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20750 members Mstep: Class 12 contains 6230 members Mstep: Class 13 contains 1840 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8202 members Mstep: Class 17 contains 1576 members Mstep: Class 18 contains 12680 members Mstep: Class 19 contains 181035 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8449 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36566 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 357 members Entering Unmasked Estep ConsiderDeletion Score: -55716620.000000 Penalty: 93545.632812 Iteration 146F: 30 clusters Score -5.571662e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19937 members Mstep: Class 2 contains 64174 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21549 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 575 members Mstep: Class 8 contains 3550 members Mstep: Class 9 contains 14794 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20750 members Mstep: Class 12 contains 6230 members Mstep: Class 13 contains 1840 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8202 members Mstep: Class 17 contains 1576 members Mstep: Class 18 contains 12680 members Mstep: Class 19 contains 181035 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8449 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36566 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 358 members Entering Unmasked Estep ConsiderDeletion Score: -55716620.000000 Penalty: 93545.632812 Iteration 147Q: 30 clusters Score -5.571662e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 19937 members Mstep: Class 2 contains 64174 members Mstep: Class 3 contains 563 members Mstep: Class 4 contains 21549 members Mstep: Class 5 contains 172 members Mstep: Class 6 contains 348 members Mstep: Class 7 contains 575 members Mstep: Class 8 contains 3550 members Mstep: Class 9 contains 14794 members Mstep: Class 10 contains 23715 members Mstep: Class 11 contains 20750 members Mstep: Class 12 contains 6230 members Mstep: Class 13 contains 1840 members Mstep: Class 14 contains 744 members Mstep: Class 15 contains 1899 members Mstep: Class 16 contains 8202 members Mstep: Class 17 contains 1576 members Mstep: Class 18 contains 12680 members Mstep: Class 19 contains 181035 members Mstep: Class 20 contains 3646 members Mstep: Class 21 contains 2876 members Mstep: Class 22 contains 405 members Mstep: Class 23 contains 1408 members Mstep: Class 24 contains 8449 members Mstep: Class 25 contains 6521 members Mstep: Class 26 contains 36566 members Mstep: Class 27 contains 351 members Mstep: Class 28 contains 551 members Mstep: Class 29 contains 358 members Entering Unmasked Estep ConsiderDeletion Score: -55716620.000000 Penalty: 93545.632812 Iteration 148F: 30 clusters Score -5.571662e+07 nChanged 0 Entering ConstructFrom: Score: -55716620.000000 Penalty: 93545.632812 Entering ConstructFrom: Trying to split cluster 1 (19937 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19937 members Entering Unmasked Estep Score: -2478953.000000 Penalty: 2455.282471 Iteration 0F: 2 clusters Score -2478953 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9952 members Mstep: Class 2 contains 9985 members Entering Unmasked Estep Score: -2464841.750000 Penalty: 4910.564941 Iteration 0F: 3 clusters Score -2464842 nChanged 8775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10035 members Mstep: Class 2 contains 9902 members Entering Unmasked Estep Score: -2469579.250000 Penalty: 4910.564941 Iteration 1F: 3 clusters Score -2469579 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10042 members Mstep: Class 2 contains 9895 members Entering Unmasked Estep Score: -2469916.000000 Penalty: 4910.564941 Iteration 2Q: 3 clusters Score -2469916 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10051 members Mstep: Class 2 contains 9886 members Entering Unmasked Estep Score: -2470181.500000 Penalty: 4910.564941 Iteration 3Q: 3 clusters Score -2470182 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10054 members Mstep: Class 2 contains 9883 members Entering Unmasked Estep Score: -2470420.750000 Penalty: 4910.564941 Iteration 4Q: 3 clusters Score -2470421 nChanged 676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10078 members Mstep: Class 2 contains 9859 members Entering Unmasked Estep Score: -2470639.500000 Penalty: 4910.564941 Iteration 5Q: 3 clusters Score -2470640 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10110 members Mstep: Class 2 contains 9827 members Entering Unmasked Estep Score: -2470819.000000 Penalty: 4910.564941 Iteration 6Q: 3 clusters Score -2470819 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10097 members Mstep: Class 2 contains 9840 members Entering Unmasked Estep Score: -2470989.750000 Penalty: 4910.564941 Iteration 7Q: 3 clusters Score -2470990 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10069 members Mstep: Class 2 contains 9868 members Entering Unmasked Estep Score: -2471151.250000 Penalty: 4910.564941 Iteration 8Q: 3 clusters Score -2471151 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10010 members Mstep: Class 2 contains 9927 members Entering Unmasked Estep Score: -2471325.000000 Penalty: 4910.564941 Iteration 9Q: 3 clusters Score -2471325 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9898 members Mstep: Class 2 contains 10039 members Entering Unmasked Estep Score: -2471519.000000 Penalty: 4910.564941 Iteration 10Q: 3 clusters Score -2471519 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9775 members Mstep: Class 2 contains 10162 members Entering Unmasked Estep Score: -2471714.750000 Penalty: 4910.564941 Iteration 11Q: 3 clusters Score -2471715 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9584 members Mstep: Class 2 contains 10353 members Entering Unmasked Estep Score: -2471971.250000 Penalty: 4910.564941 Iteration 12Q: 3 clusters Score -2471971 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9349 members Mstep: Class 2 contains 10588 members Entering Unmasked Estep Score: -2472285.000000 Penalty: 4910.564941 Iteration 13Q: 3 clusters Score -2472285 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9095 members Mstep: Class 2 contains 10842 members Entering Unmasked Estep Score: -2472612.250000 Penalty: 4910.564941 Iteration 14Q: 3 clusters Score -2472612 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8834 members Mstep: Class 2 contains 11103 members Entering Unmasked Estep Score: -2472990.000000 Penalty: 4910.564941 Iteration 15Q: 3 clusters Score -2472990 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8662 members Mstep: Class 2 contains 11275 members Entering Unmasked Estep Score: -2473307.500000 Penalty: 4910.564941 Iteration 16Q: 3 clusters Score -2473308 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8564 members Mstep: Class 2 contains 11373 members Entering Unmasked Estep Score: -2473515.750000 Penalty: 4910.564941 Iteration 17Q: 3 clusters Score -2473516 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8568 members Mstep: Class 2 contains 11369 members Entering Unmasked Estep Score: -2473710.250000 Penalty: 4910.564941 Iteration 18Q: 3 clusters Score -2473710 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8634 members Mstep: Class 2 contains 11303 members Entering Unmasked Estep Score: -2473837.750000 Penalty: 4910.564941 Iteration 19Q: 3 clusters Score -2473838 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8685 members Mstep: Class 2 contains 11252 members Entering Unmasked Estep Score: -2473943.750000 Penalty: 4910.564941 Iteration 20F: 3 clusters Score -2473944 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8746 members Mstep: Class 2 contains 11191 members Entering Unmasked Estep Score: -2474007.250000 Penalty: 4910.564941 Iteration 21Q: 3 clusters Score -2474007 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8817 members Mstep: Class 2 contains 11120 members Entering Unmasked Estep Score: -2474049.000000 Penalty: 4910.564941 Iteration 22Q: 3 clusters Score -2474049 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8876 members Mstep: Class 2 contains 11061 members Entering Unmasked Estep Score: -2474077.250000 Penalty: 4910.564941 Iteration 23Q: 3 clusters Score -2474077 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8936 members Mstep: Class 2 contains 11001 members Entering Unmasked Estep Score: -2474121.500000 Penalty: 4910.564941 Iteration 24Q: 3 clusters Score -2474122 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9005 members Mstep: Class 2 contains 10932 members Entering Unmasked Estep Score: -2474151.750000 Penalty: 4910.564941 Iteration 25Q: 3 clusters Score -2474152 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 10866 members Entering Unmasked Estep Score: -2474171.750000 Penalty: 4910.564941 Iteration 26Q: 3 clusters Score -2474172 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9154 members Mstep: Class 2 contains 10783 members Entering Unmasked Estep Score: -2474202.500000 Penalty: 4910.564941 Iteration 27Q: 3 clusters Score -2474202 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9242 members Mstep: Class 2 contains 10695 members Entering Unmasked Estep Score: -2474219.250000 Penalty: 4910.564941 Iteration 28Q: 3 clusters Score -2474219 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9330 members Mstep: Class 2 contains 10607 members Entering Unmasked Estep Score: -2474242.000000 Penalty: 4910.564941 Iteration 29Q: 3 clusters Score -2474242 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9420 members Mstep: Class 2 contains 10517 members Entering Unmasked Estep Score: -2474254.000000 Penalty: 4910.564941 Iteration 30Q: 3 clusters Score -2474254 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9507 members Mstep: Class 2 contains 10430 members Entering Unmasked Estep Score: -2474276.250000 Penalty: 4910.564941 Iteration 31Q: 3 clusters Score -2474276 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9616 members Mstep: Class 2 contains 10321 members Entering Unmasked Estep Score: -2474300.000000 Penalty: 4910.564941 Iteration 32Q: 3 clusters Score -2474300 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9708 members Mstep: Class 2 contains 10229 members Entering Unmasked Estep Score: -2474320.250000 Penalty: 4910.564941 Iteration 33Q: 3 clusters Score -2474320 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9808 members Mstep: Class 2 contains 10129 members Entering Unmasked Estep Score: -2474346.500000 Penalty: 4910.564941 Iteration 34Q: 3 clusters Score -2474346 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9907 members Mstep: Class 2 contains 10030 members Entering Unmasked Estep Score: -2474373.750000 Penalty: 4910.564941 Iteration 35Q: 3 clusters Score -2474374 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10036 members Mstep: Class 2 contains 9901 members Entering Unmasked Estep Score: -2474401.250000 Penalty: 4910.564941 Iteration 36Q: 3 clusters Score -2474401 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10172 members Mstep: Class 2 contains 9765 members Entering Unmasked Estep Score: -2474440.500000 Penalty: 4910.564941 Iteration 37Q: 3 clusters Score -2474440 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10324 members Mstep: Class 2 contains 9613 members Entering Unmasked Estep Score: -2474495.000000 Penalty: 4910.564941 Iteration 38Q: 3 clusters Score -2474495 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10500 members Mstep: Class 2 contains 9437 members Entering Unmasked Estep Score: -2474556.750000 Penalty: 4910.564941 Iteration 39Q: 3 clusters Score -2474557 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10701 members Mstep: Class 2 contains 9236 members Entering Unmasked Estep Score: -2474626.250000 Penalty: 4910.564941 Iteration 40F: 3 clusters Score -2474626 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10919 members Mstep: Class 2 contains 9018 members Entering Unmasked Estep Score: -2474703.750000 Penalty: 4910.564941 Iteration 41Q: 3 clusters Score -2474704 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11145 members Mstep: Class 2 contains 8792 members Entering Unmasked Estep Score: -2474800.750000 Penalty: 4910.564941 Iteration 42Q: 3 clusters Score -2474801 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11393 members Mstep: Class 2 contains 8544 members Entering Unmasked Estep Score: -2474876.500000 Penalty: 4910.564941 Iteration 43Q: 3 clusters Score -2474876 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11619 members Mstep: Class 2 contains 8318 members Entering Unmasked Estep Score: -2474962.000000 Penalty: 4910.564941 Iteration 44Q: 3 clusters Score -2474962 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11841 members Mstep: Class 2 contains 8096 members Entering Unmasked Estep Score: -2475032.750000 Penalty: 4910.564941 Iteration 45Q: 3 clusters Score -2475033 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12072 members Mstep: Class 2 contains 7865 members Entering Unmasked Estep Score: -2475126.250000 Penalty: 4910.564941 Iteration 46Q: 3 clusters Score -2475126 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12324 members Mstep: Class 2 contains 7613 members Entering Unmasked Estep Score: -2475209.500000 Penalty: 4910.564941 Iteration 47Q: 3 clusters Score -2475210 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12560 members Mstep: Class 2 contains 7377 members Entering Unmasked Estep Score: -2475302.500000 Penalty: 4910.564941 Iteration 48Q: 3 clusters Score -2475302 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12803 members Mstep: Class 2 contains 7134 members Entering Unmasked Estep Score: -2475391.000000 Penalty: 4910.564941 Iteration 49Q: 3 clusters Score -2475391 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13050 members Mstep: Class 2 contains 6887 members Entering Unmasked Estep Score: -2475497.250000 Penalty: 4910.564941 Iteration 50Q: 3 clusters Score -2475497 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13316 members Mstep: Class 2 contains 6621 members Entering Unmasked Estep Score: -2475613.500000 Penalty: 4910.564941 Iteration 51Q: 3 clusters Score -2475614 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13590 members Mstep: Class 2 contains 6347 members Entering Unmasked Estep Score: -2475721.500000 Penalty: 4910.564941 Iteration 52Q: 3 clusters Score -2475722 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13849 members Mstep: Class 2 contains 6088 members Entering Unmasked Estep Score: -2475827.500000 Penalty: 4910.564941 Iteration 53Q: 3 clusters Score -2475828 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14121 members Mstep: Class 2 contains 5816 members Entering Unmasked Estep Score: -2475925.500000 Penalty: 4910.564941 Iteration 54Q: 3 clusters Score -2475926 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14382 members Mstep: Class 2 contains 5555 members Entering Unmasked Estep Score: -2476035.250000 Penalty: 4910.564941 Iteration 55Q: 3 clusters Score -2476035 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14633 members Mstep: Class 2 contains 5304 members Entering Unmasked Estep Score: -2476130.750000 Penalty: 4910.564941 Iteration 56Q: 3 clusters Score -2476131 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14834 members Mstep: Class 2 contains 5103 members Entering Unmasked Estep Score: -2476203.000000 Penalty: 4910.564941 Iteration 57Q: 3 clusters Score -2476203 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15008 members Mstep: Class 2 contains 4929 members Entering Unmasked Estep Score: -2476254.500000 Penalty: 4910.564941 Iteration 58Q: 3 clusters Score -2476254 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15177 members Mstep: Class 2 contains 4760 members Entering Unmasked Estep Score: -2476324.500000 Penalty: 4910.564941 Iteration 59Q: 3 clusters Score -2476324 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15346 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -2476386.500000 Penalty: 4910.564941 Iteration 60F: 3 clusters Score -2476386 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15508 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -2476444.750000 Penalty: 4910.564941 Iteration 61Q: 3 clusters Score -2476445 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15668 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -2476495.000000 Penalty: 4910.564941 Iteration 62Q: 3 clusters Score -2476495 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15791 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -2476546.000000 Penalty: 4910.564941 Iteration 63Q: 3 clusters Score -2476546 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15917 members Mstep: Class 2 contains 4020 members Entering Unmasked Estep Score: -2476588.750000 Penalty: 4910.564941 Iteration 64Q: 3 clusters Score -2476589 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16043 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -2476632.000000 Penalty: 4910.564941 Iteration 65Q: 3 clusters Score -2476632 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16166 members Mstep: Class 2 contains 3771 members Entering Unmasked Estep Score: -2476674.750000 Penalty: 4910.564941 Iteration 66Q: 3 clusters Score -2476675 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16303 members Mstep: Class 2 contains 3634 members Entering Unmasked Estep Score: -2476732.250000 Penalty: 4910.564941 Iteration 67Q: 3 clusters Score -2476732 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16429 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -2476766.250000 Penalty: 4910.564941 Iteration 68Q: 3 clusters Score -2476766 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16561 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -2476817.000000 Penalty: 4910.564941 Iteration 69Q: 3 clusters Score -2476817 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16666 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -2476836.500000 Penalty: 4910.564941 Iteration 70Q: 3 clusters Score -2476836 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16748 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -2476875.250000 Penalty: 4910.564941 Iteration 71Q: 3 clusters Score -2476875 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16831 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -2476898.750000 Penalty: 4910.564941 Iteration 72Q: 3 clusters Score -2476899 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16900 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -2476921.500000 Penalty: 4910.564941 Iteration 73Q: 3 clusters Score -2476922 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16960 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -2476937.250000 Penalty: 4910.564941 Iteration 74Q: 3 clusters Score -2476937 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17016 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -2476951.250000 Penalty: 4910.564941 Iteration 75Q: 3 clusters Score -2476951 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17072 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -2476966.000000 Penalty: 4910.564941 Iteration 76Q: 3 clusters Score -2476966 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17128 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -2476985.000000 Penalty: 4910.564941 Iteration 77Q: 3 clusters Score -2476985 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17183 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -2476998.500000 Penalty: 4910.564941 Iteration 78Q: 3 clusters Score -2476998 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17240 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -2477013.750000 Penalty: 4910.564941 Iteration 79Q: 3 clusters Score -2477014 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17284 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -2477023.500000 Penalty: 4910.564941 Iteration 80F: 3 clusters Score -2477024 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17333 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -2477036.250000 Penalty: 4910.564941 Iteration 81Q: 3 clusters Score -2477036 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17383 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -2477054.500000 Penalty: 4910.564941 Iteration 82Q: 3 clusters Score -2477054 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17418 members Mstep: Class 2 contains 2519 members Entering Unmasked Estep Score: -2477056.000000 Penalty: 4910.564941 Iteration 83Q: 3 clusters Score -2477056 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17446 members Mstep: Class 2 contains 2491 members Entering Unmasked Estep Score: -2477064.750000 Penalty: 4910.564941 Iteration 84Q: 3 clusters Score -2477065 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17473 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -2477073.250000 Penalty: 4910.564941 Iteration 85Q: 3 clusters Score -2477073 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17496 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -2477076.750000 Penalty: 4910.564941 Iteration 86Q: 3 clusters Score -2477077 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17517 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -2477079.250000 Penalty: 4910.564941 Iteration 87Q: 3 clusters Score -2477079 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17531 members Mstep: Class 2 contains 2406 members Entering Unmasked Estep Score: -2477083.500000 Penalty: 4910.564941 Iteration 88Q: 3 clusters Score -2477084 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17539 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -2477082.750000 Penalty: 4910.564941 Iteration 89Q: 3 clusters Score -2477083 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17546 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -2477085.500000 Penalty: 4910.564941 Iteration 90Q: 3 clusters Score -2477086 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17551 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -2477087.250000 Penalty: 4910.564941 Iteration 91Q: 3 clusters Score -2477087 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17557 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -2477090.250000 Penalty: 4910.564941 Iteration 92Q: 3 clusters Score -2477090 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17561 members Mstep: Class 2 contains 2376 members Entering Unmasked Estep Score: -2477090.000000 Penalty: 4910.564941 Iteration 93Q: 3 clusters Score -2477090 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17566 members Mstep: Class 2 contains 2371 members Entering Unmasked Estep Score: -2477091.750000 Penalty: 4910.564941 Iteration 94Q: 3 clusters Score -2477092 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17571 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -2477093.250000 Penalty: 4910.564941 Iteration 95Q: 3 clusters Score -2477093 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17578 members Mstep: Class 2 contains 2359 members Entering Unmasked Estep Score: -2477092.500000 Penalty: 4910.564941 Iteration 96Q: 3 clusters Score -2477092 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17583 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -2477093.250000 Penalty: 4910.564941 Iteration 97Q: 3 clusters Score -2477093 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17587 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -2477093.500000 Penalty: 4910.564941 Iteration 98Q: 3 clusters Score -2477094 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17589 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -2477093.250000 Penalty: 4910.564941 Iteration 99Q: 3 clusters Score -2477093 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17591 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -2477093.500000 Penalty: 4910.564941 Iteration 100F: 3 clusters Score -2477094 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17592 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -2477092.000000 Penalty: 4910.564941 Iteration 101Q: 3 clusters Score -2477092 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17592 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -2477092.000000 Penalty: 4910.564941 Iteration 102F: 3 clusters Score -2477092 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (64174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64174 members Entering Unmasked Estep Score: -8253576.000000 Penalty: 2745.199463 Iteration 0F: 2 clusters Score -8253576 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32017 members Mstep: Class 2 contains 32157 members Entering Unmasked Estep Score: -8210585.000000 Penalty: 5490.398926 Iteration 0F: 3 clusters Score -8210585 nChanged 29884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32185 members Mstep: Class 2 contains 31989 members Entering Unmasked Estep Score: -8227280.500000 Penalty: 5490.398926 Iteration 1F: 3 clusters Score -8227280 nChanged 2326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32343 members Mstep: Class 2 contains 31831 members Entering Unmasked Estep Score: -8227855.500000 Penalty: 5490.398926 Iteration 2Q: 3 clusters Score -8227856 nChanged 2252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32601 members Mstep: Class 2 contains 31573 members Entering Unmasked Estep Score: -8228433.500000 Penalty: 5490.398926 Iteration 3Q: 3 clusters Score -8228434 nChanged 2203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32866 members Mstep: Class 2 contains 31308 members Entering Unmasked Estep Score: -8229025.500000 Penalty: 5490.398926 Iteration 4Q: 3 clusters Score -8229026 nChanged 2116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33210 members Mstep: Class 2 contains 30964 members Entering Unmasked Estep Score: -8229505.000000 Penalty: 5490.398926 Iteration 5Q: 3 clusters Score -8229505 nChanged 2040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33666 members Mstep: Class 2 contains 30508 members Entering Unmasked Estep Score: -8229997.000000 Penalty: 5490.398926 Iteration 6Q: 3 clusters Score -8229997 nChanged 2027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34217 members Mstep: Class 2 contains 29957 members Entering Unmasked Estep Score: -8230582.000000 Penalty: 5490.398926 Iteration 7Q: 3 clusters Score -8230582 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34875 members Mstep: Class 2 contains 29299 members Entering Unmasked Estep Score: -8231205.500000 Penalty: 5490.398926 Iteration 8Q: 3 clusters Score -8231206 nChanged 2220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35747 members Mstep: Class 2 contains 28427 members Entering Unmasked Estep Score: -8232041.500000 Penalty: 5490.398926 Iteration 9Q: 3 clusters Score -8232042 nChanged 2422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36749 members Mstep: Class 2 contains 27425 members Entering Unmasked Estep Score: -8233128.000000 Penalty: 5490.398926 Iteration 10Q: 3 clusters Score -8233128 nChanged 2722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38061 members Mstep: Class 2 contains 26113 members Entering Unmasked Estep Score: -8234720.000000 Penalty: 5490.398926 Iteration 11Q: 3 clusters Score -8234720 nChanged 3103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39534 members Mstep: Class 2 contains 24640 members Entering Unmasked Estep Score: -8236797.000000 Penalty: 5490.398926 Iteration 12Q: 3 clusters Score -8236797 nChanged 3289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40895 members Mstep: Class 2 contains 23279 members Entering Unmasked Estep Score: -8239163.000000 Penalty: 5490.398926 Iteration 13F: 3 clusters Score -8239163 nChanged 3164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41953 members Mstep: Class 2 contains 22221 members Entering Unmasked Estep Score: -8241138.000000 Penalty: 5490.398926 Iteration 14Q: 3 clusters Score -8241138 nChanged 2524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42847 members Mstep: Class 2 contains 21327 members Entering Unmasked Estep Score: -8242332.000000 Penalty: 5490.398926 Iteration 15Q: 3 clusters Score -8242332 nChanged 1745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43660 members Mstep: Class 2 contains 20514 members Entering Unmasked Estep Score: -8242917.500000 Penalty: 5490.398926 Iteration 16Q: 3 clusters Score -8242918 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44515 members Mstep: Class 2 contains 19659 members Entering Unmasked Estep Score: -8243289.500000 Penalty: 5490.398926 Iteration 17Q: 3 clusters Score -8243290 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45399 members Mstep: Class 2 contains 18775 members Entering Unmasked Estep Score: -8243615.500000 Penalty: 5490.398926 Iteration 18Q: 3 clusters Score -8243616 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46287 members Mstep: Class 2 contains 17887 members Entering Unmasked Estep Score: -8243939.500000 Penalty: 5490.398926 Iteration 19Q: 3 clusters Score -8243940 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47248 members Mstep: Class 2 contains 16926 members Entering Unmasked Estep Score: -8244294.500000 Penalty: 5490.398926 Iteration 20F: 3 clusters Score -8244294 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48278 members Mstep: Class 2 contains 15896 members Entering Unmasked Estep Score: -8244653.500000 Penalty: 5490.398926 Iteration 21Q: 3 clusters Score -8244654 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49274 members Mstep: Class 2 contains 14900 members Entering Unmasked Estep Score: -8244992.000000 Penalty: 5490.398926 Iteration 22Q: 3 clusters Score -8244992 nChanged 1039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50309 members Mstep: Class 2 contains 13865 members Entering Unmasked Estep Score: -8245406.000000 Penalty: 5490.398926 Iteration 23Q: 3 clusters Score -8245406 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51366 members Mstep: Class 2 contains 12808 members Entering Unmasked Estep Score: -8245850.000000 Penalty: 5490.398926 Iteration 24Q: 3 clusters Score -8245850 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52373 members Mstep: Class 2 contains 11801 members Entering Unmasked Estep Score: -8246220.000000 Penalty: 5490.398926 Iteration 25Q: 3 clusters Score -8246220 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53415 members Mstep: Class 2 contains 10759 members Entering Unmasked Estep Score: -8246686.000000 Penalty: 5490.398926 Iteration 26Q: 3 clusters Score -8246686 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54436 members Mstep: Class 2 contains 9738 members Entering Unmasked Estep Score: -8247153.500000 Penalty: 5490.398926 Iteration 27Q: 3 clusters Score -8247154 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55397 members Mstep: Class 2 contains 8777 members Entering Unmasked Estep Score: -8247572.500000 Penalty: 5490.398926 Iteration 28Q: 3 clusters Score -8247572 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56288 members Mstep: Class 2 contains 7886 members Entering Unmasked Estep Score: -8247999.000000 Penalty: 5490.398926 Iteration 29Q: 3 clusters Score -8247999 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57125 members Mstep: Class 2 contains 7049 members Entering Unmasked Estep Score: -8248399.000000 Penalty: 5490.398926 Iteration 30Q: 3 clusters Score -8248399 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57901 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -8248786.000000 Penalty: 5490.398926 Iteration 31Q: 3 clusters Score -8248786 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58631 members Mstep: Class 2 contains 5543 members Entering Unmasked Estep Score: -8249120.000000 Penalty: 5490.398926 Iteration 32Q: 3 clusters Score -8249120 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59286 members Mstep: Class 2 contains 4888 members Entering Unmasked Estep Score: -8249376.500000 Penalty: 5490.398926 Iteration 33Q: 3 clusters Score -8249376 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59842 members Mstep: Class 2 contains 4332 members Entering Unmasked Estep Score: -8249671.000000 Penalty: 5490.398926 Iteration 34Q: 3 clusters Score -8249671 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60350 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -8249944.500000 Penalty: 5490.398926 Iteration 35Q: 3 clusters Score -8249944 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60784 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -8250153.000000 Penalty: 5490.398926 Iteration 36Q: 3 clusters Score -8250153 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61151 members Mstep: Class 2 contains 3023 members Entering Unmasked Estep Score: -8250330.000000 Penalty: 5490.398926 Iteration 37Q: 3 clusters Score -8250330 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61448 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -8250454.000000 Penalty: 5490.398926 Iteration 38Q: 3 clusters Score -8250454 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61696 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -8250537.000000 Penalty: 5490.398926 Iteration 39Q: 3 clusters Score -8250537 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61904 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -8250623.000000 Penalty: 5490.398926 Iteration 40F: 3 clusters Score -8250623 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62086 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -8250689.000000 Penalty: 5490.398926 Iteration 41Q: 3 clusters Score -8250689 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62237 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -8250742.000000 Penalty: 5490.398926 Iteration 42Q: 3 clusters Score -8250742 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62372 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -8250799.000000 Penalty: 5490.398926 Iteration 43Q: 3 clusters Score -8250799 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62483 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -8250842.500000 Penalty: 5490.398926 Iteration 44Q: 3 clusters Score -8250842 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62576 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -8250902.000000 Penalty: 5490.398926 Iteration 45Q: 3 clusters Score -8250902 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62659 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -8250930.500000 Penalty: 5490.398926 Iteration 46Q: 3 clusters Score -8250930 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62729 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -8250963.000000 Penalty: 5490.398926 Iteration 47Q: 3 clusters Score -8250963 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62804 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -8251001.500000 Penalty: 5490.398926 Iteration 48Q: 3 clusters Score -8251002 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62865 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -8251021.000000 Penalty: 5490.398926 Iteration 49Q: 3 clusters Score -8251021 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62915 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -8251026.000000 Penalty: 5490.398926 Iteration 50Q: 3 clusters Score -8251026 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62959 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -8251068.000000 Penalty: 5490.398926 Iteration 51Q: 3 clusters Score -8251068 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62997 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -8251072.500000 Penalty: 5490.398926 Iteration 52Q: 3 clusters Score -8251072 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63026 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -8251092.500000 Penalty: 5490.398926 Iteration 53Q: 3 clusters Score -8251092 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63058 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -8251107.000000 Penalty: 5490.398926 Iteration 54Q: 3 clusters Score -8251107 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63083 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -8251105.500000 Penalty: 5490.398926 Iteration 55Q: 3 clusters Score -8251106 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63101 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -8251119.500000 Penalty: 5490.398926 Iteration 56Q: 3 clusters Score -8251120 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63121 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -8251127.000000 Penalty: 5490.398926 Iteration 57Q: 3 clusters Score -8251127 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63135 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -8251134.500000 Penalty: 5490.398926 Iteration 58Q: 3 clusters Score -8251134 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63150 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -8251150.000000 Penalty: 5490.398926 Iteration 59Q: 3 clusters Score -8251150 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63163 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -8251157.000000 Penalty: 5490.398926 Iteration 60F: 3 clusters Score -8251157 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63178 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -8251158.000000 Penalty: 5490.398926 Iteration 61Q: 3 clusters Score -8251158 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63190 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -8251168.000000 Penalty: 5490.398926 Iteration 62Q: 3 clusters Score -8251168 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63208 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -8251174.500000 Penalty: 5490.398926 Iteration 63Q: 3 clusters Score -8251174 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63223 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -8251184.000000 Penalty: 5490.398926 Iteration 64Q: 3 clusters Score -8251184 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63235 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -8251189.000000 Penalty: 5490.398926 Iteration 65Q: 3 clusters Score -8251189 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63243 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -8251181.500000 Penalty: 5490.398926 Iteration 66Q: 3 clusters Score -8251182 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63248 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -8251184.500000 Penalty: 5490.398926 Iteration 67Q: 3 clusters Score -8251184 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63252 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -8251191.500000 Penalty: 5490.398926 Iteration 68Q: 3 clusters Score -8251192 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63254 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -8251187.500000 Penalty: 5490.398926 Iteration 69Q: 3 clusters Score -8251188 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63257 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -8251192.000000 Penalty: 5490.398926 Iteration 70Q: 3 clusters Score -8251192 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63258 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -8251196.500000 Penalty: 5490.398926 Iteration 71Q: 3 clusters Score -8251196 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63260 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -8251197.500000 Penalty: 5490.398926 Iteration 72Q: 3 clusters Score -8251198 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63261 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -8251200.000000 Penalty: 5490.398926 Iteration 73Q: 3 clusters Score -8251200 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63263 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -8251195.500000 Penalty: 5490.398926 Iteration 74Q: 3 clusters Score -8251196 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63265 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -8251192.500000 Penalty: 5490.398926 Iteration 75Q: 3 clusters Score -8251192 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63265 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -8251192.500000 Penalty: 5490.398926 Iteration 76F: 3 clusters Score -8251192 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (563 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Entering Unmasked Estep Score: -65400.949219 Penalty: 1570.653320 Iteration 0F: 2 clusters Score -65400.95 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 306 members Entering Unmasked Estep Score: -63826.964844 Penalty: 3141.306641 Iteration 0F: 3 clusters Score -63826.96 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -64045.949219 Penalty: 3141.306641 Iteration 1F: 3 clusters Score -64045.95 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -64134.031250 Penalty: 3141.306641 Iteration 2F: 3 clusters Score -64134.03 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -64180.027344 Penalty: 3141.306641 Iteration 3Q: 3 clusters Score -64180.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -64196.449219 Penalty: 3141.306641 Iteration 4Q: 3 clusters Score -64196.45 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -64196.449219 Penalty: 3141.306641 Iteration 5F: 3 clusters Score -64196.45 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (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: -2777418.500000 Penalty: 2474.564941 Iteration 0F: 2 clusters Score -2777418 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10720 members Mstep: Class 2 contains 10829 members Entering Unmasked Estep Score: -2762412.250000 Penalty: 4949.129883 Iteration 0F: 3 clusters Score -2762412 nChanged 9435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10327 members Mstep: Class 2 contains 11222 members Entering Unmasked Estep Score: -2767754.750000 Penalty: 4949.129883 Iteration 1F: 3 clusters Score -2767755 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9972 members Mstep: Class 2 contains 11577 members Entering Unmasked Estep Score: -2768614.250000 Penalty: 4949.129883 Iteration 2F: 3 clusters Score -2768614 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9488 members Mstep: Class 2 contains 12061 members Entering Unmasked Estep Score: -2769728.750000 Penalty: 4949.129883 Iteration 3F: 3 clusters Score -2769729 nChanged 1592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8834 members Mstep: Class 2 contains 12715 members Entering Unmasked Estep Score: -2770986.500000 Penalty: 4949.129883 Iteration 4F: 3 clusters Score -2770986 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8051 members Mstep: Class 2 contains 13498 members Entering Unmasked Estep Score: -2772369.250000 Penalty: 4949.129883 Iteration 5F: 3 clusters Score -2772369 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7293 members Mstep: Class 2 contains 14256 members Entering Unmasked Estep Score: -2773657.750000 Penalty: 4949.129883 Iteration 6F: 3 clusters Score -2773658 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6690 members Mstep: Class 2 contains 14859 members Entering Unmasked Estep Score: -2774727.000000 Penalty: 4949.129883 Iteration 7F: 3 clusters Score -2774727 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6286 members Mstep: Class 2 contains 15263 members Entering Unmasked Estep Score: -2775404.500000 Penalty: 4949.129883 Iteration 8Q: 3 clusters Score -2775404 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5984 members Mstep: Class 2 contains 15565 members Entering Unmasked Estep Score: -2775830.000000 Penalty: 4949.129883 Iteration 9Q: 3 clusters Score -2775830 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5749 members Mstep: Class 2 contains 15800 members Entering Unmasked Estep Score: -2776103.750000 Penalty: 4949.129883 Iteration 10Q: 3 clusters Score -2776104 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5541 members Mstep: Class 2 contains 16008 members Entering Unmasked Estep Score: -2776303.500000 Penalty: 4949.129883 Iteration 11Q: 3 clusters Score -2776304 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5378 members Mstep: Class 2 contains 16171 members Entering Unmasked Estep Score: -2776404.250000 Penalty: 4949.129883 Iteration 12Q: 3 clusters Score -2776404 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5267 members Mstep: Class 2 contains 16282 members Entering Unmasked Estep Score: -2776456.250000 Penalty: 4949.129883 Iteration 13Q: 3 clusters Score -2776456 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 16369 members Entering Unmasked Estep Score: -2776495.250000 Penalty: 4949.129883 Iteration 14Q: 3 clusters Score -2776495 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5116 members Mstep: Class 2 contains 16433 members Entering Unmasked Estep Score: -2776507.750000 Penalty: 4949.129883 Iteration 15Q: 3 clusters Score -2776508 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 16485 members Entering Unmasked Estep Score: -2776520.000000 Penalty: 4949.129883 Iteration 16Q: 3 clusters Score -2776520 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 16530 members Entering Unmasked Estep Score: -2776525.250000 Penalty: 4949.129883 Iteration 17Q: 3 clusters Score -2776525 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4985 members Mstep: Class 2 contains 16564 members Entering Unmasked Estep Score: -2776540.500000 Penalty: 4949.129883 Iteration 18Q: 3 clusters Score -2776540 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 16589 members Entering Unmasked Estep Score: -2776545.750000 Penalty: 4949.129883 Iteration 19Q: 3 clusters Score -2776546 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4944 members Mstep: Class 2 contains 16605 members Entering Unmasked Estep Score: -2776553.250000 Penalty: 4949.129883 Iteration 20F: 3 clusters Score -2776553 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4926 members Mstep: Class 2 contains 16623 members Entering Unmasked Estep Score: -2776549.500000 Penalty: 4949.129883 Iteration 21Q: 3 clusters Score -2776550 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4913 members Mstep: Class 2 contains 16636 members Entering Unmasked Estep Score: -2776542.750000 Penalty: 4949.129883 Iteration 22Q: 3 clusters Score -2776543 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 16649 members Entering Unmasked Estep Score: -2776546.000000 Penalty: 4949.129883 Iteration 23Q: 3 clusters Score -2776546 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 16662 members Entering Unmasked Estep Score: -2776548.750000 Penalty: 4949.129883 Iteration 24Q: 3 clusters Score -2776549 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 16676 members Entering Unmasked Estep Score: -2776553.500000 Penalty: 4949.129883 Iteration 25Q: 3 clusters Score -2776554 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4864 members Mstep: Class 2 contains 16685 members Entering Unmasked Estep Score: -2776555.750000 Penalty: 4949.129883 Iteration 26Q: 3 clusters Score -2776556 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 16693 members Entering Unmasked Estep Score: -2776553.750000 Penalty: 4949.129883 Iteration 27Q: 3 clusters Score -2776554 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 16697 members Entering Unmasked Estep Score: -2776554.500000 Penalty: 4949.129883 Iteration 28Q: 3 clusters Score -2776554 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4850 members Mstep: Class 2 contains 16699 members Entering Unmasked Estep Score: -2776552.000000 Penalty: 4949.129883 Iteration 29Q: 3 clusters Score -2776552 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 16702 members Entering Unmasked Estep Score: -2776556.250000 Penalty: 4949.129883 Iteration 30Q: 3 clusters Score -2776556 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 16704 members Entering Unmasked Estep Score: -2776552.000000 Penalty: 4949.129883 Iteration 31Q: 3 clusters Score -2776552 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4840 members Mstep: Class 2 contains 16709 members Entering Unmasked Estep Score: -2776547.500000 Penalty: 4949.129883 Iteration 32Q: 3 clusters Score -2776548 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 16714 members Entering Unmasked Estep Score: -2776548.000000 Penalty: 4949.129883 Iteration 33Q: 3 clusters Score -2776548 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4834 members Mstep: Class 2 contains 16715 members Entering Unmasked Estep Score: -2776547.500000 Penalty: 4949.129883 Iteration 34Q: 3 clusters Score -2776548 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4832 members Mstep: Class 2 contains 16717 members Entering Unmasked Estep Score: -2776549.250000 Penalty: 4949.129883 Iteration 35Q: 3 clusters Score -2776549 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4831 members Mstep: Class 2 contains 16718 members Entering Unmasked Estep Score: -2776547.000000 Penalty: 4949.129883 Iteration 36Q: 3 clusters Score -2776547 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4830 members Mstep: Class 2 contains 16719 members Entering Unmasked Estep Score: -2776548.750000 Penalty: 4949.129883 Iteration 37Q: 3 clusters Score -2776549 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 16721 members Entering Unmasked Estep Score: -2776546.500000 Penalty: 4949.129883 Iteration 38Q: 3 clusters Score -2776546 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 16723 members Entering Unmasked Estep Score: -2776549.000000 Penalty: 4949.129883 Iteration 39Q: 3 clusters Score -2776549 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4825 members Mstep: Class 2 contains 16724 members Entering Unmasked Estep Score: -2776548.250000 Penalty: 4949.129883 Iteration 40F: 3 clusters Score -2776548 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 16729 members Entering Unmasked Estep Score: -2776554.750000 Penalty: 4949.129883 Iteration 41Q: 3 clusters Score -2776555 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4816 members Mstep: Class 2 contains 16733 members Entering Unmasked Estep Score: -2776551.750000 Penalty: 4949.129883 Iteration 42Q: 3 clusters Score -2776552 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4812 members Mstep: Class 2 contains 16737 members Entering Unmasked Estep Score: -2776551.000000 Penalty: 4949.129883 Iteration 43Q: 3 clusters Score -2776551 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 16739 members Entering Unmasked Estep Score: -2776550.250000 Penalty: 4949.129883 Iteration 44Q: 3 clusters Score -2776550 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 16741 members Entering Unmasked Estep Score: -2776549.750000 Penalty: 4949.129883 Iteration 45Q: 3 clusters Score -2776550 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4804 members Mstep: Class 2 contains 16745 members Entering Unmasked Estep Score: -2776551.750000 Penalty: 4949.129883 Iteration 46Q: 3 clusters Score -2776552 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4797 members Mstep: Class 2 contains 16752 members Entering Unmasked Estep Score: -2776548.500000 Penalty: 4949.129883 Iteration 47Q: 3 clusters Score -2776548 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4792 members Mstep: Class 2 contains 16757 members Entering Unmasked Estep Score: -2776552.750000 Penalty: 4949.129883 Iteration 48Q: 3 clusters Score -2776553 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 16764 members Entering Unmasked Estep Score: -2776557.750000 Penalty: 4949.129883 Iteration 49Q: 3 clusters Score -2776558 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 16768 members Entering Unmasked Estep Score: -2776557.250000 Penalty: 4949.129883 Iteration 50Q: 3 clusters Score -2776557 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 16774 members Entering Unmasked Estep Score: -2776553.750000 Penalty: 4949.129883 Iteration 51Q: 3 clusters Score -2776554 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 16779 members Entering Unmasked Estep Score: -2776558.250000 Penalty: 4949.129883 Iteration 52Q: 3 clusters Score -2776558 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 16784 members Entering Unmasked Estep Score: -2776555.750000 Penalty: 4949.129883 Iteration 53Q: 3 clusters Score -2776556 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4761 members Mstep: Class 2 contains 16788 members Entering Unmasked Estep Score: -2776551.750000 Penalty: 4949.129883 Iteration 54Q: 3 clusters Score -2776552 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 16791 members Entering Unmasked Estep Score: -2776554.250000 Penalty: 4949.129883 Iteration 55Q: 3 clusters Score -2776554 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4756 members Mstep: Class 2 contains 16793 members Entering Unmasked Estep Score: -2776556.000000 Penalty: 4949.129883 Iteration 56Q: 3 clusters Score -2776556 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4756 members Mstep: Class 2 contains 16793 members Entering Unmasked Estep Score: -2776556.000000 Penalty: 4949.129883 Iteration 57F: 3 clusters Score -2776556 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (172 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Entering Unmasked Estep Score: -20062.828125 Penalty: 1276.578613 Iteration 0F: 2 clusters Score -20062.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -18993.718750 Penalty: 2553.157227 Iteration 0F: 3 clusters Score -18993.72 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -19026.037109 Penalty: 2553.157227 Iteration 1Q: 3 clusters Score -19026.04 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -19026.037109 Penalty: 2553.157227 Iteration 2F: 3 clusters Score -19026.04 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (348 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Entering Unmasked Estep Score: -37675.914062 Penalty: 1451.346191 Iteration 0F: 2 clusters Score -37675.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -36410.347656 Penalty: 2902.692383 Iteration 0F: 3 clusters Score -36410.35 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -36528.574219 Penalty: 2902.692383 Iteration 1F: 3 clusters Score -36528.57 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -36569.148438 Penalty: 2902.692383 Iteration 2Q: 3 clusters Score -36569.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -36585.699219 Penalty: 2902.692383 Iteration 3Q: 3 clusters Score -36585.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -36589.460938 Penalty: 2902.692383 Iteration 4Q: 3 clusters Score -36589.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -36589.460938 Penalty: 2902.692383 Iteration 5F: 3 clusters Score -36589.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (575 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Entering Unmasked Estep Score: -65741.593750 Penalty: 1575.883789 Iteration 0F: 2 clusters Score -65741.59 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 298 members Entering Unmasked Estep Score: -64166.593750 Penalty: 3151.767578 Iteration 0F: 3 clusters Score -64166.59 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -64464.632812 Penalty: 3151.767578 Iteration 1F: 3 clusters Score -64464.63 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -64592.960938 Penalty: 3151.767578 Iteration 2F: 3 clusters Score -64592.96 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -64688.585938 Penalty: 3151.767578 Iteration 3F: 3 clusters Score -64688.59 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -64765.972656 Penalty: 3151.767578 Iteration 4Q: 3 clusters Score -64765.97 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -64849.664062 Penalty: 3151.767578 Iteration 5Q: 3 clusters Score -64849.66 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -64930.105469 Penalty: 3151.767578 Iteration 6Q: 3 clusters Score -64930.11 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -65022.550781 Penalty: 3151.767578 Iteration 7Q: 3 clusters Score -65022.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -65092.519531 Penalty: 3151.767578 Iteration 8Q: 3 clusters Score -65092.52 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -65151.933594 Penalty: 3151.767578 Iteration 9Q: 3 clusters Score -65151.93 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -65187.750000 Penalty: 3151.767578 Iteration 10Q: 3 clusters Score -65187.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -65212.773438 Penalty: 3151.767578 Iteration 11Q: 3 clusters Score -65212.77 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -65231.882812 Penalty: 3151.767578 Iteration 12Q: 3 clusters Score -65231.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -65243.679688 Penalty: 3151.767578 Iteration 13Q: 3 clusters Score -65243.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -65246.507812 Penalty: 3151.767578 Iteration 14Q: 3 clusters Score -65246.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -65256.500000 Penalty: 3151.767578 Iteration 15Q: 3 clusters Score -65256.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -65269.292969 Penalty: 3151.767578 Iteration 16Q: 3 clusters Score -65269.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -65272.925781 Penalty: 3151.767578 Iteration 17F: 3 clusters Score -65272.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -65284.152344 Penalty: 3151.767578 Iteration 18Q: 3 clusters Score -65284.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -65302.113281 Penalty: 3151.767578 Iteration 19Q: 3 clusters Score -65302.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -65306.410156 Penalty: 3151.767578 Iteration 20F: 3 clusters Score -65306.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -65307.601562 Penalty: 3151.767578 Iteration 21Q: 3 clusters Score -65307.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -65309.117188 Penalty: 3151.767578 Iteration 22Q: 3 clusters Score -65309.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -65315.917969 Penalty: 3151.767578 Iteration 23Q: 3 clusters Score -65315.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -65324.300781 Penalty: 3151.767578 Iteration 24Q: 3 clusters Score -65324.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -65324.300781 Penalty: 3151.767578 Iteration 25F: 3 clusters Score -65324.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (3550 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3550 members Entering Unmasked Estep Score: -459099.812500 Penalty: 2027.326294 Iteration 0F: 2 clusters Score -459099.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -455448.031250 Penalty: 4054.652588 Iteration 0F: 3 clusters Score -455448 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -456211.187500 Penalty: 4054.652588 Iteration 1F: 3 clusters Score -456211.2 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -456382.062500 Penalty: 4054.652588 Iteration 2F: 3 clusters Score -456382.1 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -456466.218750 Penalty: 4054.652588 Iteration 3Q: 3 clusters Score -456466.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -456523.812500 Penalty: 4054.652588 Iteration 4Q: 3 clusters Score -456523.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -456555.843750 Penalty: 4054.652588 Iteration 5Q: 3 clusters Score -456555.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -456582.187500 Penalty: 4054.652588 Iteration 6Q: 3 clusters Score -456582.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -456603.718750 Penalty: 4054.652588 Iteration 7Q: 3 clusters Score -456603.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -456623.281250 Penalty: 4054.652588 Iteration 8Q: 3 clusters Score -456623.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -456648.125000 Penalty: 4054.652588 Iteration 9Q: 3 clusters Score -456648.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -456676.593750 Penalty: 4054.652588 Iteration 10Q: 3 clusters Score -456676.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -456702.125000 Penalty: 4054.652588 Iteration 11Q: 3 clusters Score -456702.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -456722.312500 Penalty: 4054.652588 Iteration 12Q: 3 clusters Score -456722.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -456741.750000 Penalty: 4054.652588 Iteration 13Q: 3 clusters Score -456741.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -456759.812500 Penalty: 4054.652588 Iteration 14Q: 3 clusters Score -456759.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -456773.437500 Penalty: 4054.652588 Iteration 15Q: 3 clusters Score -456773.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -456785.156250 Penalty: 4054.652588 Iteration 16Q: 3 clusters Score -456785.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -456794.125000 Penalty: 4054.652588 Iteration 17Q: 3 clusters Score -456794.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -456802.937500 Penalty: 4054.652588 Iteration 18Q: 3 clusters Score -456802.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -456812.750000 Penalty: 4054.652588 Iteration 19Q: 3 clusters Score -456812.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2435 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -456821.750000 Penalty: 4054.652588 Iteration 20F: 3 clusters Score -456821.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -456828.125000 Penalty: 4054.652588 Iteration 21Q: 3 clusters Score -456828.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -456837.343750 Penalty: 4054.652588 Iteration 22Q: 3 clusters Score -456837.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -456850.156250 Penalty: 4054.652588 Iteration 23Q: 3 clusters Score -456850.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -456862.500000 Penalty: 4054.652588 Iteration 24Q: 3 clusters Score -456862.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -456873.500000 Penalty: 4054.652588 Iteration 25Q: 3 clusters Score -456873.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -456884.125000 Penalty: 4054.652588 Iteration 26Q: 3 clusters Score -456884.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -456899.937500 Penalty: 4054.652588 Iteration 27Q: 3 clusters Score -456899.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -456917.625000 Penalty: 4054.652588 Iteration 28Q: 3 clusters Score -456917.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -456930.750000 Penalty: 4054.652588 Iteration 29Q: 3 clusters Score -456930.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -456940.687500 Penalty: 4054.652588 Iteration 30Q: 3 clusters Score -456940.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2680 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -456951.093750 Penalty: 4054.652588 Iteration 31Q: 3 clusters Score -456951.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -456963.500000 Penalty: 4054.652588 Iteration 32Q: 3 clusters Score -456963.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -456974.093750 Penalty: 4054.652588 Iteration 33Q: 3 clusters Score -456974.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -456982.812500 Penalty: 4054.652588 Iteration 34Q: 3 clusters Score -456982.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -456993.812500 Penalty: 4054.652588 Iteration 35Q: 3 clusters Score -456993.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -457007.187500 Penalty: 4054.652588 Iteration 36Q: 3 clusters Score -457007.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2791 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -457023.625000 Penalty: 4054.652588 Iteration 37Q: 3 clusters Score -457023.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -457045.625000 Penalty: 4054.652588 Iteration 38Q: 3 clusters Score -457045.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2839 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -457057.531250 Penalty: 4054.652588 Iteration 39Q: 3 clusters Score -457057.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -457069.500000 Penalty: 4054.652588 Iteration 40F: 3 clusters Score -457069.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -457086.312500 Penalty: 4054.652588 Iteration 41Q: 3 clusters Score -457086.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -457098.156250 Penalty: 4054.652588 Iteration 42Q: 3 clusters Score -457098.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -457107.875000 Penalty: 4054.652588 Iteration 43Q: 3 clusters Score -457107.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2918 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -457118.375000 Penalty: 4054.652588 Iteration 44Q: 3 clusters Score -457118.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -457132.875000 Penalty: 4054.652588 Iteration 45Q: 3 clusters Score -457132.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2947 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -457141.062500 Penalty: 4054.652588 Iteration 46Q: 3 clusters Score -457141.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 592 members Entering Unmasked Estep Score: -457151.000000 Penalty: 4054.652588 Iteration 47Q: 3 clusters Score -457151 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -457156.468750 Penalty: 4054.652588 Iteration 48Q: 3 clusters Score -457156.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -457162.093750 Penalty: 4054.652588 Iteration 49Q: 3 clusters Score -457162.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -457167.937500 Penalty: 4054.652588 Iteration 50Q: 3 clusters Score -457167.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2995 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -457179.781250 Penalty: 4054.652588 Iteration 51Q: 3 clusters Score -457179.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -457189.843750 Penalty: 4054.652588 Iteration 52Q: 3 clusters Score -457189.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -457195.843750 Penalty: 4054.652588 Iteration 53Q: 3 clusters Score -457195.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3019 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -457202.781250 Penalty: 4054.652588 Iteration 54Q: 3 clusters Score -457202.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -457203.437500 Penalty: 4054.652588 Iteration 55Q: 3 clusters Score -457203.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -457204.406250 Penalty: 4054.652588 Iteration 56Q: 3 clusters Score -457204.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -457209.906250 Penalty: 4054.652588 Iteration 57Q: 3 clusters Score -457209.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -457212.031250 Penalty: 4054.652588 Iteration 58Q: 3 clusters Score -457212 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -457215.531250 Penalty: 4054.652588 Iteration 59Q: 3 clusters Score -457215.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -457219.718750 Penalty: 4054.652588 Iteration 60F: 3 clusters Score -457219.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -457227.312500 Penalty: 4054.652588 Iteration 61Q: 3 clusters Score -457227.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -457234.000000 Penalty: 4054.652588 Iteration 62Q: 3 clusters Score -457234 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3065 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -457236.875000 Penalty: 4054.652588 Iteration 63Q: 3 clusters Score -457236.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -457238.343750 Penalty: 4054.652588 Iteration 64Q: 3 clusters Score -457238.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -457241.375000 Penalty: 4054.652588 Iteration 65Q: 3 clusters Score -457241.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -457242.593750 Penalty: 4054.652588 Iteration 66Q: 3 clusters Score -457242.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -457244.656250 Penalty: 4054.652588 Iteration 67Q: 3 clusters Score -457244.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 472 members Entering Unmasked Estep Score: -457245.875000 Penalty: 4054.652588 Iteration 68Q: 3 clusters Score -457245.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -457247.750000 Penalty: 4054.652588 Iteration 69Q: 3 clusters Score -457247.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3080 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -457250.656250 Penalty: 4054.652588 Iteration 70Q: 3 clusters Score -457250.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -457252.281250 Penalty: 4054.652588 Iteration 71Q: 3 clusters Score -457252.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -457251.812500 Penalty: 4054.652588 Iteration 72Q: 3 clusters Score -457251.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -457253.343750 Penalty: 4054.652588 Iteration 73Q: 3 clusters Score -457253.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -457253.343750 Penalty: 4054.652588 Iteration 74F: 3 clusters Score -457253.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (14794 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14794 members Entering Unmasked Estep Score: -1899894.750000 Penalty: 2381.290283 Iteration 0F: 2 clusters Score -1899895 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7454 members Mstep: Class 2 contains 7340 members Entering Unmasked Estep Score: -1889159.375000 Penalty: 4762.580566 Iteration 0F: 3 clusters Score -1889159 nChanged 6305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7651 members Mstep: Class 2 contains 7143 members Entering Unmasked Estep Score: -1892498.375000 Penalty: 4762.580566 Iteration 1F: 3 clusters Score -1892498 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7827 members Mstep: Class 2 contains 6967 members Entering Unmasked Estep Score: -1892899.625000 Penalty: 4762.580566 Iteration 2F: 3 clusters Score -1892900 nChanged 755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8124 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -1893295.625000 Penalty: 4762.580566 Iteration 3F: 3 clusters Score -1893296 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8542 members Mstep: Class 2 contains 6252 members Entering Unmasked Estep Score: -1893715.000000 Penalty: 4762.580566 Iteration 4F: 3 clusters Score -1893715 nChanged 825 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9055 members Mstep: Class 2 contains 5739 members Entering Unmasked Estep Score: -1894184.625000 Penalty: 4762.580566 Iteration 5F: 3 clusters Score -1894185 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9755 members Mstep: Class 2 contains 5039 members Entering Unmasked Estep Score: -1894772.000000 Penalty: 4762.580566 Iteration 6F: 3 clusters Score -1894772 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10573 members Mstep: Class 2 contains 4221 members Entering Unmasked Estep Score: -1895450.375000 Penalty: 4762.580566 Iteration 7F: 3 clusters Score -1895450 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11421 members Mstep: Class 2 contains 3373 members Entering Unmasked Estep Score: -1896153.250000 Penalty: 4762.580566 Iteration 8F: 3 clusters Score -1896153 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12195 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -1896785.500000 Penalty: 4762.580566 Iteration 9F: 3 clusters Score -1896786 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12818 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -1897311.125000 Penalty: 4762.580566 Iteration 10Q: 3 clusters Score -1897311 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13295 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -1897684.875000 Penalty: 4762.580566 Iteration 11Q: 3 clusters Score -1897685 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13610 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -1897935.500000 Penalty: 4762.580566 Iteration 12Q: 3 clusters Score -1897936 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13828 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -1898087.250000 Penalty: 4762.580566 Iteration 13Q: 3 clusters Score -1898087 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13964 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -1898182.000000 Penalty: 4762.580566 Iteration 14Q: 3 clusters Score -1898182 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14042 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -1898224.375000 Penalty: 4762.580566 Iteration 15Q: 3 clusters Score -1898224 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14087 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -1898253.375000 Penalty: 4762.580566 Iteration 16Q: 3 clusters Score -1898253 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14127 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -1898278.625000 Penalty: 4762.580566 Iteration 17Q: 3 clusters Score -1898279 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14153 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -1898294.250000 Penalty: 4762.580566 Iteration 18Q: 3 clusters Score -1898294 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14168 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -1898301.000000 Penalty: 4762.580566 Iteration 19Q: 3 clusters Score -1898301 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14179 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -1898310.375000 Penalty: 4762.580566 Iteration 20F: 3 clusters Score -1898310 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14190 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -1898314.000000 Penalty: 4762.580566 Iteration 21Q: 3 clusters Score -1898314 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14198 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -1898320.125000 Penalty: 4762.580566 Iteration 22Q: 3 clusters Score -1898320 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14206 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -1898328.000000 Penalty: 4762.580566 Iteration 23Q: 3 clusters Score -1898328 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14215 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -1898332.625000 Penalty: 4762.580566 Iteration 24Q: 3 clusters Score -1898333 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14224 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -1898333.875000 Penalty: 4762.580566 Iteration 25Q: 3 clusters Score -1898334 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14231 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -1898343.125000 Penalty: 4762.580566 Iteration 26Q: 3 clusters Score -1898343 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14241 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -1898352.125000 Penalty: 4762.580566 Iteration 27Q: 3 clusters Score -1898352 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14245 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -1898354.875000 Penalty: 4762.580566 Iteration 28Q: 3 clusters Score -1898355 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14248 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -1898357.625000 Penalty: 4762.580566 Iteration 29Q: 3 clusters Score -1898358 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14251 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -1898360.375000 Penalty: 4762.580566 Iteration 30Q: 3 clusters Score -1898360 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14258 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -1898367.125000 Penalty: 4762.580566 Iteration 31Q: 3 clusters Score -1898367 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14263 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -1898369.750000 Penalty: 4762.580566 Iteration 32Q: 3 clusters Score -1898370 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14266 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -1898376.375000 Penalty: 4762.580566 Iteration 33Q: 3 clusters Score -1898376 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14269 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -1898380.125000 Penalty: 4762.580566 Iteration 34Q: 3 clusters Score -1898380 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14275 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -1898385.000000 Penalty: 4762.580566 Iteration 35Q: 3 clusters Score -1898385 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14277 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -1898384.750000 Penalty: 4762.580566 Iteration 36Q: 3 clusters Score -1898385 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14281 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -1898384.250000 Penalty: 4762.580566 Iteration 37Q: 3 clusters Score -1898384 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14283 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -1898389.125000 Penalty: 4762.580566 Iteration 38Q: 3 clusters Score -1898389 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14285 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -1898388.625000 Penalty: 4762.580566 Iteration 39Q: 3 clusters Score -1898389 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14285 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -1898388.625000 Penalty: 4762.580566 Iteration 40F: 3 clusters Score -1898389 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (23715 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23715 members Entering Unmasked Estep Score: -3046094.000000 Penalty: 2498.318115 Iteration 0F: 2 clusters Score -3046094 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11917 members Mstep: Class 2 contains 11798 members Entering Unmasked Estep Score: -3029629.000000 Penalty: 4996.636230 Iteration 0F: 3 clusters Score -3029629 nChanged 10579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11914 members Mstep: Class 2 contains 11801 members Entering Unmasked Estep Score: -3035269.500000 Penalty: 4996.636230 Iteration 1F: 3 clusters Score -3035270 nChanged 1062 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11988 members Mstep: Class 2 contains 11727 members Entering Unmasked Estep Score: -3035553.250000 Penalty: 4996.636230 Iteration 2Q: 3 clusters Score -3035553 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12038 members Mstep: Class 2 contains 11677 members Entering Unmasked Estep Score: -3035760.750000 Penalty: 4996.636230 Iteration 3Q: 3 clusters Score -3035761 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12125 members Mstep: Class 2 contains 11590 members Entering Unmasked Estep Score: -3035954.000000 Penalty: 4996.636230 Iteration 4Q: 3 clusters Score -3035954 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12233 members Mstep: Class 2 contains 11482 members Entering Unmasked Estep Score: -3036153.250000 Penalty: 4996.636230 Iteration 5Q: 3 clusters Score -3036153 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12400 members Mstep: Class 2 contains 11315 members Entering Unmasked Estep Score: -3036335.500000 Penalty: 4996.636230 Iteration 6Q: 3 clusters Score -3036336 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12644 members Mstep: Class 2 contains 11071 members Entering Unmasked Estep Score: -3036560.000000 Penalty: 4996.636230 Iteration 7Q: 3 clusters Score -3036560 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12946 members Mstep: Class 2 contains 10769 members Entering Unmasked Estep Score: -3036790.750000 Penalty: 4996.636230 Iteration 8Q: 3 clusters Score -3036791 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13319 members Mstep: Class 2 contains 10396 members Entering Unmasked Estep Score: -3037054.250000 Penalty: 4996.636230 Iteration 9Q: 3 clusters Score -3037054 nChanged 740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13793 members Mstep: Class 2 contains 9922 members Entering Unmasked Estep Score: -3037349.500000 Penalty: 4996.636230 Iteration 10Q: 3 clusters Score -3037350 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14377 members Mstep: Class 2 contains 9338 members Entering Unmasked Estep Score: -3037714.250000 Penalty: 4996.636230 Iteration 11Q: 3 clusters Score -3037714 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15063 members Mstep: Class 2 contains 8652 members Entering Unmasked Estep Score: -3038116.500000 Penalty: 4996.636230 Iteration 12Q: 3 clusters Score -3038116 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15878 members Mstep: Class 2 contains 7837 members Entering Unmasked Estep Score: -3038612.250000 Penalty: 4996.636230 Iteration 13Q: 3 clusters Score -3038612 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16828 members Mstep: Class 2 contains 6887 members Entering Unmasked Estep Score: -3039230.500000 Penalty: 4996.636230 Iteration 14Q: 3 clusters Score -3039230 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17913 members Mstep: Class 2 contains 5802 members Entering Unmasked Estep Score: -3039981.250000 Penalty: 4996.636230 Iteration 15Q: 3 clusters Score -3039981 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19015 members Mstep: Class 2 contains 4700 members Entering Unmasked Estep Score: -3040775.500000 Penalty: 4996.636230 Iteration 16Q: 3 clusters Score -3040776 nChanged 1085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20092 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -3041507.000000 Penalty: 4996.636230 Iteration 17Q: 3 clusters Score -3041507 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21032 members Mstep: Class 2 contains 2683 members Entering Unmasked Estep Score: -3042192.250000 Penalty: 4996.636230 Iteration 18Q: 3 clusters Score -3042192 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21743 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -3042711.000000 Penalty: 4996.636230 Iteration 19Q: 3 clusters Score -3042711 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22246 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -3043051.250000 Penalty: 4996.636230 Iteration 20F: 3 clusters Score -3043051 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22605 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -3043294.250000 Penalty: 4996.636230 Iteration 21Q: 3 clusters Score -3043294 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22841 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -3043480.250000 Penalty: 4996.636230 Iteration 22Q: 3 clusters Score -3043480 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22994 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -3043618.750000 Penalty: 4996.636230 Iteration 23Q: 3 clusters Score -3043619 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23081 members Mstep: Class 2 contains 634 members Entering Unmasked Estep Score: -3043711.750000 Penalty: 4996.636230 Iteration 24Q: 3 clusters Score -3043712 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23157 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -3043780.750000 Penalty: 4996.636230 Iteration 25Q: 3 clusters Score -3043781 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23205 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -3043827.250000 Penalty: 4996.636230 Iteration 26Q: 3 clusters Score -3043827 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23236 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -3043857.500000 Penalty: 4996.636230 Iteration 27Q: 3 clusters Score -3043858 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23259 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -3043886.000000 Penalty: 4996.636230 Iteration 28Q: 3 clusters Score -3043886 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23268 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -3043895.000000 Penalty: 4996.636230 Iteration 29Q: 3 clusters Score -3043895 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23277 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -3043906.250000 Penalty: 4996.636230 Iteration 30Q: 3 clusters Score -3043906 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23281 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -3043910.000000 Penalty: 4996.636230 Iteration 31Q: 3 clusters Score -3043910 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23284 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -3043912.500000 Penalty: 4996.636230 Iteration 32Q: 3 clusters Score -3043912 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23285 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -3043911.750000 Penalty: 4996.636230 Iteration 33Q: 3 clusters Score -3043912 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23287 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -3043915.750000 Penalty: 4996.636230 Iteration 34Q: 3 clusters Score -3043916 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23287 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -3043918.750000 Penalty: 4996.636230 Iteration 35Q: 3 clusters Score -3043919 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23288 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -3043921.000000 Penalty: 4996.636230 Iteration 36Q: 3 clusters Score -3043921 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23289 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -3043925.000000 Penalty: 4996.636230 Iteration 37Q: 3 clusters Score -3043925 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23291 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -3043927.000000 Penalty: 4996.636230 Iteration 38Q: 3 clusters Score -3043927 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23291 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -3043927.000000 Penalty: 4996.636230 Iteration 39F: 3 clusters Score -3043927 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (20750 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20750 members Entering Unmasked Estep Score: -2677066.250000 Penalty: 2465.194824 Iteration 0F: 2 clusters Score -2677066 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10405 members Mstep: Class 2 contains 10345 members Entering Unmasked Estep Score: -2662486.250000 Penalty: 4930.389648 Iteration 0F: 3 clusters Score -2662486 nChanged 9132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10547 members Mstep: Class 2 contains 10203 members Entering Unmasked Estep Score: -2667718.000000 Penalty: 4930.389648 Iteration 1F: 3 clusters Score -2667718 nChanged 1225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10408 members Mstep: Class 2 contains 10342 members Entering Unmasked Estep Score: -2668310.750000 Penalty: 4930.389648 Iteration 2F: 3 clusters Score -2668311 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10166 members Mstep: Class 2 contains 10584 members Entering Unmasked Estep Score: -2668797.250000 Penalty: 4930.389648 Iteration 3F: 3 clusters Score -2668797 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9821 members Mstep: Class 2 contains 10929 members Entering Unmasked Estep Score: -2669193.000000 Penalty: 4930.389648 Iteration 4Q: 3 clusters Score -2669193 nChanged 967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9318 members Mstep: Class 2 contains 11432 members Entering Unmasked Estep Score: -2669634.250000 Penalty: 4930.389648 Iteration 5Q: 3 clusters Score -2669634 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8696 members Mstep: Class 2 contains 12054 members Entering Unmasked Estep Score: -2670069.250000 Penalty: 4930.389648 Iteration 6Q: 3 clusters Score -2670069 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7953 members Mstep: Class 2 contains 12797 members Entering Unmasked Estep Score: -2670529.250000 Penalty: 4930.389648 Iteration 7Q: 3 clusters Score -2670529 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7032 members Mstep: Class 2 contains 13718 members Entering Unmasked Estep Score: -2671098.750000 Penalty: 4930.389648 Iteration 8F: 3 clusters Score -2671099 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6029 members Mstep: Class 2 contains 14721 members Entering Unmasked Estep Score: -2671782.500000 Penalty: 4930.389648 Iteration 9F: 3 clusters Score -2671782 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 15852 members Entering Unmasked Estep Score: -2672610.000000 Penalty: 4930.389648 Iteration 10F: 3 clusters Score -2672610 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 16951 members Entering Unmasked Estep Score: -2673500.750000 Penalty: 4930.389648 Iteration 11F: 3 clusters Score -2673501 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 17856 members Entering Unmasked Estep Score: -2674276.750000 Penalty: 4930.389648 Iteration 12Q: 3 clusters Score -2674277 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 18534 members Entering Unmasked Estep Score: -2674839.000000 Penalty: 4930.389648 Iteration 13Q: 3 clusters Score -2674839 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 18975 members Entering Unmasked Estep Score: -2675231.750000 Penalty: 4930.389648 Iteration 14Q: 3 clusters Score -2675232 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 19239 members Entering Unmasked Estep Score: -2675487.750000 Penalty: 4930.389648 Iteration 15Q: 3 clusters Score -2675488 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 19387 members Entering Unmasked Estep Score: -2675602.000000 Penalty: 4930.389648 Iteration 16Q: 3 clusters Score -2675602 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 19486 members Entering Unmasked Estep Score: -2675674.500000 Penalty: 4930.389648 Iteration 17Q: 3 clusters Score -2675674 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 19555 members Entering Unmasked Estep Score: -2675721.000000 Penalty: 4930.389648 Iteration 18Q: 3 clusters Score -2675721 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 19612 members Entering Unmasked Estep Score: -2675759.500000 Penalty: 4930.389648 Iteration 19Q: 3 clusters Score -2675760 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 19654 members Entering Unmasked Estep Score: -2675783.750000 Penalty: 4930.389648 Iteration 20F: 3 clusters Score -2675784 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 19685 members Entering Unmasked Estep Score: -2675808.000000 Penalty: 4930.389648 Iteration 21Q: 3 clusters Score -2675808 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 19719 members Entering Unmasked Estep Score: -2675834.750000 Penalty: 4930.389648 Iteration 22Q: 3 clusters Score -2675835 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 19749 members Entering Unmasked Estep Score: -2675861.000000 Penalty: 4930.389648 Iteration 23Q: 3 clusters Score -2675861 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 19777 members Entering Unmasked Estep Score: -2675892.000000 Penalty: 4930.389648 Iteration 24Q: 3 clusters Score -2675892 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 19804 members Entering Unmasked Estep Score: -2675920.500000 Penalty: 4930.389648 Iteration 25Q: 3 clusters Score -2675920 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 19827 members Entering Unmasked Estep Score: -2675942.000000 Penalty: 4930.389648 Iteration 26Q: 3 clusters Score -2675942 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 19850 members Entering Unmasked Estep Score: -2675963.000000 Penalty: 4930.389648 Iteration 27Q: 3 clusters Score -2675963 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 19861 members Entering Unmasked Estep Score: -2675976.250000 Penalty: 4930.389648 Iteration 28Q: 3 clusters Score -2675976 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 19867 members Entering Unmasked Estep Score: -2675983.750000 Penalty: 4930.389648 Iteration 29Q: 3 clusters Score -2675984 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 19872 members Entering Unmasked Estep Score: -2675981.750000 Penalty: 4930.389648 Iteration 30Q: 3 clusters Score -2675982 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 19874 members Entering Unmasked Estep Score: -2675985.750000 Penalty: 4930.389648 Iteration 31Q: 3 clusters Score -2675986 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 19876 members Entering Unmasked Estep Score: -2675988.000000 Penalty: 4930.389648 Iteration 32Q: 3 clusters Score -2675988 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 19876 members Entering Unmasked Estep Score: -2675987.250000 Penalty: 4930.389648 Iteration 33Q: 3 clusters Score -2675987 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 19875 members Entering Unmasked Estep Score: -2675985.750000 Penalty: 4930.389648 Iteration 34Q: 3 clusters Score -2675986 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 19873 members Entering Unmasked Estep Score: -2675988.250000 Penalty: 4930.389648 Iteration 35Q: 3 clusters Score -2675988 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 19873 members Entering Unmasked Estep Score: -2675988.250000 Penalty: 4930.389648 Iteration 36F: 3 clusters Score -2675988 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (6230 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6230 members Entering Unmasked Estep Score: -798965.562500 Penalty: 2166.808594 Iteration 0F: 2 clusters Score -798965.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -793670.062500 Penalty: 4333.617188 Iteration 0F: 3 clusters Score -793670.1 nChanged 2470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -795080.687500 Penalty: 4333.617188 Iteration 1F: 3 clusters Score -795080.7 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -795332.625000 Penalty: 4333.617188 Iteration 2F: 3 clusters Score -795332.6 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -795491.875000 Penalty: 4333.617188 Iteration 3F: 3 clusters Score -795491.9 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -795615.000000 Penalty: 4333.617188 Iteration 4Q: 3 clusters Score -795615 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -795717.312500 Penalty: 4333.617188 Iteration 5Q: 3 clusters Score -795717.3 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -795798.062500 Penalty: 4333.617188 Iteration 6Q: 3 clusters Score -795798.1 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3168 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -795865.250000 Penalty: 4333.617188 Iteration 7Q: 3 clusters Score -795865.2 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3183 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -795924.000000 Penalty: 4333.617188 Iteration 8Q: 3 clusters Score -795924 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -795984.437500 Penalty: 4333.617188 Iteration 9Q: 3 clusters Score -795984.4 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3199 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -796029.062500 Penalty: 4333.617188 Iteration 10Q: 3 clusters Score -796029.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3212 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -796073.500000 Penalty: 4333.617188 Iteration 11Q: 3 clusters Score -796073.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -796123.187500 Penalty: 4333.617188 Iteration 12Q: 3 clusters Score -796123.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -796167.250000 Penalty: 4333.617188 Iteration 13Q: 3 clusters Score -796167.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -796221.562500 Penalty: 4333.617188 Iteration 14Q: 3 clusters Score -796221.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 2960 members Entering Unmasked Estep Score: -796273.875000 Penalty: 4333.617188 Iteration 15Q: 3 clusters Score -796273.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -796344.937500 Penalty: 4333.617188 Iteration 16Q: 3 clusters Score -796344.9 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 2957 members Entering Unmasked Estep Score: -796443.187500 Penalty: 4333.617188 Iteration 17Q: 3 clusters Score -796443.2 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3248 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -796560.062500 Penalty: 4333.617188 Iteration 18Q: 3 clusters Score -796560.1 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 3030 members Entering Unmasked Estep Score: -796736.937500 Penalty: 4333.617188 Iteration 19Q: 3 clusters Score -796736.9 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -796979.250000 Penalty: 4333.617188 Iteration 20F: 3 clusters Score -796979.2 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -797267.187500 Penalty: 4333.617188 Iteration 21Q: 3 clusters Score -797267.2 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 3216 members Entering Unmasked Estep Score: -797502.812500 Penalty: 4333.617188 Iteration 22Q: 3 clusters Score -797502.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -797629.875000 Penalty: 4333.617188 Iteration 23Q: 3 clusters Score -797629.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3013 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -797712.375000 Penalty: 4333.617188 Iteration 24Q: 3 clusters Score -797712.4 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 3204 members Entering Unmasked Estep Score: -797773.500000 Penalty: 4333.617188 Iteration 25Q: 3 clusters Score -797773.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -797818.250000 Penalty: 4333.617188 Iteration 26Q: 3 clusters Score -797818.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 3174 members Entering Unmasked Estep Score: -797847.562500 Penalty: 4333.617188 Iteration 27Q: 3 clusters Score -797847.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -797877.375000 Penalty: 4333.617188 Iteration 28Q: 3 clusters Score -797877.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -797895.000000 Penalty: 4333.617188 Iteration 29Q: 3 clusters Score -797895 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 3111 members Entering Unmasked Estep Score: -797908.250000 Penalty: 4333.617188 Iteration 30Q: 3 clusters Score -797908.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3132 members Mstep: Class 2 contains 3098 members Entering Unmasked Estep Score: -797913.625000 Penalty: 4333.617188 Iteration 31Q: 3 clusters Score -797913.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3137 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -797915.625000 Penalty: 4333.617188 Iteration 32Q: 3 clusters Score -797915.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -797916.687500 Penalty: 4333.617188 Iteration 33Q: 3 clusters Score -797916.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -797918.625000 Penalty: 4333.617188 Iteration 34Q: 3 clusters Score -797918.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3156 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -797921.000000 Penalty: 4333.617188 Iteration 35Q: 3 clusters Score -797921 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -797922.937500 Penalty: 4333.617188 Iteration 36Q: 3 clusters Score -797922.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -797923.562500 Penalty: 4333.617188 Iteration 37Q: 3 clusters Score -797923.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -797924.125000 Penalty: 4333.617188 Iteration 38Q: 3 clusters Score -797924.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -797923.437500 Penalty: 4333.617188 Iteration 39Q: 3 clusters Score -797923.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3166 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -797925.000000 Penalty: 4333.617188 Iteration 40F: 3 clusters Score -797925 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -797925.062500 Penalty: 4333.617188 Iteration 41Q: 3 clusters Score -797925.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 3063 members Entering Unmasked Estep Score: -797925.062500 Penalty: 4333.617188 Iteration 42F: 3 clusters Score -797925.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (1840 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Entering Unmasked Estep Score: -233121.937500 Penalty: 1864.345215 Iteration 0F: 2 clusters Score -233121.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -230583.093750 Penalty: 3728.690430 Iteration 0F: 3 clusters Score -230583.1 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -231008.265625 Penalty: 3728.690430 Iteration 1F: 3 clusters Score -231008.3 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -231105.218750 Penalty: 3728.690430 Iteration 2F: 3 clusters Score -231105.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -231164.203125 Penalty: 3728.690430 Iteration 3Q: 3 clusters Score -231164.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -231205.281250 Penalty: 3728.690430 Iteration 4Q: 3 clusters Score -231205.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -231234.750000 Penalty: 3728.690430 Iteration 5Q: 3 clusters Score -231234.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -231251.781250 Penalty: 3728.690430 Iteration 6Q: 3 clusters Score -231251.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -231265.406250 Penalty: 3728.690430 Iteration 7Q: 3 clusters Score -231265.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -231272.734375 Penalty: 3728.690430 Iteration 8Q: 3 clusters Score -231272.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -231279.390625 Penalty: 3728.690430 Iteration 9Q: 3 clusters Score -231279.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -231281.125000 Penalty: 3728.690430 Iteration 10Q: 3 clusters Score -231281.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -231282.765625 Penalty: 3728.690430 Iteration 11Q: 3 clusters Score -231282.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -231287.015625 Penalty: 3728.690430 Iteration 12Q: 3 clusters Score -231287 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -231289.171875 Penalty: 3728.690430 Iteration 13Q: 3 clusters Score -231289.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -231295.937500 Penalty: 3728.690430 Iteration 14Q: 3 clusters Score -231295.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -231301.015625 Penalty: 3728.690430 Iteration 15Q: 3 clusters Score -231301 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -231307.656250 Penalty: 3728.690430 Iteration 16Q: 3 clusters Score -231307.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -231314.812500 Penalty: 3728.690430 Iteration 17Q: 3 clusters Score -231314.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -231318.671875 Penalty: 3728.690430 Iteration 18Q: 3 clusters Score -231318.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -231320.921875 Penalty: 3728.690430 Iteration 19Q: 3 clusters Score -231320.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -231322.234375 Penalty: 3728.690430 Iteration 20F: 3 clusters Score -231322.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (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: -89560.656250 Penalty: 1639.786133 Iteration 0F: 2 clusters Score -89560.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -87802.117188 Penalty: 3279.572266 Iteration 0F: 3 clusters Score -87802.12 nChanged 168 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: -88043.773438 Penalty: 3279.572266 Iteration 1F: 3 clusters Score -88043.77 nChanged 41 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: -88112.671875 Penalty: 3279.572266 Iteration 2F: 3 clusters Score -88112.67 nChanged 13 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: -88137.742188 Penalty: 3279.572266 Iteration 3Q: 3 clusters Score -88137.74 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -88155.078125 Penalty: 3279.572266 Iteration 4Q: 3 clusters Score -88155.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -88157.648438 Penalty: 3279.572266 Iteration 5Q: 3 clusters Score -88157.65 nChanged 1 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: -88159.156250 Penalty: 3279.572266 Iteration 6Q: 3 clusters Score -88159.16 nChanged 2 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: -88161.109375 Penalty: 3279.572266 Iteration 7Q: 3 clusters Score -88161.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -88161.960938 Penalty: 3279.572266 Iteration 8Q: 3 clusters Score -88161.96 nChanged 1 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: -88164.179688 Penalty: 3279.572266 Iteration 9Q: 3 clusters Score -88164.18 nChanged 0 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: -88164.179688 Penalty: 3279.572266 Iteration 10F: 3 clusters Score -88164.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1899 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Entering Unmasked Estep Score: -243969.968750 Penalty: 1872.172485 Iteration 0F: 2 clusters Score -243970 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -241407.390625 Penalty: 3744.344971 Iteration 0F: 3 clusters Score -241407.4 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -241855.015625 Penalty: 3744.344971 Iteration 1F: 3 clusters Score -241855 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -241962.046875 Penalty: 3744.344971 Iteration 2F: 3 clusters Score -241962 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -242002.843750 Penalty: 3744.344971 Iteration 3Q: 3 clusters Score -242002.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -242031.265625 Penalty: 3744.344971 Iteration 4Q: 3 clusters Score -242031.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -242049.406250 Penalty: 3744.344971 Iteration 5Q: 3 clusters Score -242049.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -242063.593750 Penalty: 3744.344971 Iteration 6Q: 3 clusters Score -242063.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -242075.281250 Penalty: 3744.344971 Iteration 7Q: 3 clusters Score -242075.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -242083.625000 Penalty: 3744.344971 Iteration 8Q: 3 clusters Score -242083.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -242096.093750 Penalty: 3744.344971 Iteration 9Q: 3 clusters Score -242096.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -242103.484375 Penalty: 3744.344971 Iteration 10Q: 3 clusters Score -242103.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -242109.093750 Penalty: 3744.344971 Iteration 11Q: 3 clusters Score -242109.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -242118.234375 Penalty: 3744.344971 Iteration 12Q: 3 clusters Score -242118.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -242123.281250 Penalty: 3744.344971 Iteration 13Q: 3 clusters Score -242123.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -242126.562500 Penalty: 3744.344971 Iteration 14Q: 3 clusters Score -242126.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -242129.109375 Penalty: 3744.344971 Iteration 15Q: 3 clusters Score -242129.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -242129.687500 Penalty: 3744.344971 Iteration 16Q: 3 clusters Score -242129.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -242130.968750 Penalty: 3744.344971 Iteration 17Q: 3 clusters Score -242131 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -242131.312500 Penalty: 3744.344971 Iteration 18Q: 3 clusters Score -242131.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -242131.312500 Penalty: 3744.344971 Iteration 19F: 3 clusters Score -242131.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (8202 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8202 members Entering Unmasked Estep Score: -1040462.625000 Penalty: 2235.009033 Iteration 0F: 2 clusters Score -1040463 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 4098 members Entering Unmasked Estep Score: -1033978.562500 Penalty: 4470.018066 Iteration 0F: 3 clusters Score -1033979 nChanged 3330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 4056 members Entering Unmasked Estep Score: -1035764.562500 Penalty: 4470.018066 Iteration 1F: 3 clusters Score -1035765 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4184 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -1036014.937500 Penalty: 4470.018066 Iteration 2F: 3 clusters Score -1036015 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4237 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -1036199.250000 Penalty: 4470.018066 Iteration 3Q: 3 clusters Score -1036199 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -1036329.812500 Penalty: 4470.018066 Iteration 4Q: 3 clusters Score -1036330 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -1036435.562500 Penalty: 4470.018066 Iteration 5Q: 3 clusters Score -1036436 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -1036531.250000 Penalty: 4470.018066 Iteration 6Q: 3 clusters Score -1036531 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4662 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -1036611.625000 Penalty: 4470.018066 Iteration 7Q: 3 clusters Score -1036612 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 3427 members Entering Unmasked Estep Score: -1036691.375000 Penalty: 4470.018066 Iteration 8Q: 3 clusters Score -1036691 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -1036777.125000 Penalty: 4470.018066 Iteration 9Q: 3 clusters Score -1036777 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -1036868.062500 Penalty: 4470.018066 Iteration 10Q: 3 clusters Score -1036868 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5176 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -1036988.687500 Penalty: 4470.018066 Iteration 11Q: 3 clusters Score -1036989 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -1037149.875000 Penalty: 4470.018066 Iteration 12Q: 3 clusters Score -1037150 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5561 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -1037360.625000 Penalty: 4470.018066 Iteration 13Q: 3 clusters Score -1037361 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5797 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -1037594.437500 Penalty: 4470.018066 Iteration 14Q: 3 clusters Score -1037594 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6028 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -1037814.312500 Penalty: 4470.018066 Iteration 15Q: 3 clusters Score -1037814 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6243 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -1038036.687500 Penalty: 4470.018066 Iteration 16Q: 3 clusters Score -1038037 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6431 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -1038235.687500 Penalty: 4470.018066 Iteration 17Q: 3 clusters Score -1038236 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6604 members Mstep: Class 2 contains 1598 members Entering Unmasked Estep Score: -1038408.062500 Penalty: 4470.018066 Iteration 18Q: 3 clusters Score -1038408 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6710 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -1038520.250000 Penalty: 4470.018066 Iteration 19Q: 3 clusters Score -1038520 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6784 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -1038611.187500 Penalty: 4470.018066 Iteration 20F: 3 clusters Score -1038611 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6829 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -1038689.000000 Penalty: 4470.018066 Iteration 21Q: 3 clusters Score -1038689 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6880 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -1038741.500000 Penalty: 4470.018066 Iteration 22Q: 3 clusters Score -1038742 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6920 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -1038779.500000 Penalty: 4470.018066 Iteration 23Q: 3 clusters Score -1038780 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6959 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -1038811.062500 Penalty: 4470.018066 Iteration 24Q: 3 clusters Score -1038811 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6990 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -1038841.312500 Penalty: 4470.018066 Iteration 25Q: 3 clusters Score -1038841 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7020 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -1038868.312500 Penalty: 4470.018066 Iteration 26Q: 3 clusters Score -1038868 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7038 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -1038889.125000 Penalty: 4470.018066 Iteration 27Q: 3 clusters Score -1038889 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7052 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -1038907.812500 Penalty: 4470.018066 Iteration 28Q: 3 clusters Score -1038908 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -1038927.687500 Penalty: 4470.018066 Iteration 29Q: 3 clusters Score -1038928 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7067 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -1038944.812500 Penalty: 4470.018066 Iteration 30Q: 3 clusters Score -1038945 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7073 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -1038954.437500 Penalty: 4470.018066 Iteration 31Q: 3 clusters Score -1038954 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7078 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -1038959.500000 Penalty: 4470.018066 Iteration 32Q: 3 clusters Score -1038960 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7078 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -1038961.312500 Penalty: 4470.018066 Iteration 33Q: 3 clusters Score -1038961 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7082 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -1038966.875000 Penalty: 4470.018066 Iteration 34Q: 3 clusters Score -1038967 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7086 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -1038967.437500 Penalty: 4470.018066 Iteration 35Q: 3 clusters Score -1038967 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7090 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -1038969.937500 Penalty: 4470.018066 Iteration 36Q: 3 clusters Score -1038970 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -1038973.375000 Penalty: 4470.018066 Iteration 37Q: 3 clusters Score -1038973 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7101 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -1038978.187500 Penalty: 4470.018066 Iteration 38Q: 3 clusters Score -1038978 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7110 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -1038982.562500 Penalty: 4470.018066 Iteration 39Q: 3 clusters Score -1038983 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7110 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -1038983.125000 Penalty: 4470.018066 Iteration 40F: 3 clusters Score -1038983 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7111 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -1038986.375000 Penalty: 4470.018066 Iteration 41Q: 3 clusters Score -1038986 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -1038987.062500 Penalty: 4470.018066 Iteration 42Q: 3 clusters Score -1038987 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -1038986.062500 Penalty: 4470.018066 Iteration 43Q: 3 clusters Score -1038986 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -1038986.000000 Penalty: 4470.018066 Iteration 44Q: 3 clusters Score -1038986 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7115 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -1038986.000000 Penalty: 4470.018066 Iteration 45F: 3 clusters Score -1038986 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1576 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Entering Unmasked Estep Score: -188078.390625 Penalty: 1825.936035 Iteration 0F: 2 clusters Score -188078.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -185747.187500 Penalty: 3651.872070 Iteration 0F: 3 clusters Score -185747.2 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -186193.671875 Penalty: 3651.872070 Iteration 1F: 3 clusters Score -186193.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -186366.671875 Penalty: 3651.872070 Iteration 2F: 3 clusters Score -186366.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -186454.734375 Penalty: 3651.872070 Iteration 3Q: 3 clusters Score -186454.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -186503.578125 Penalty: 3651.872070 Iteration 4Q: 3 clusters Score -186503.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -186529.703125 Penalty: 3651.872070 Iteration 5Q: 3 clusters Score -186529.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -186546.093750 Penalty: 3651.872070 Iteration 6Q: 3 clusters Score -186546.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -186556.937500 Penalty: 3651.872070 Iteration 7Q: 3 clusters Score -186556.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -186562.828125 Penalty: 3651.872070 Iteration 8Q: 3 clusters Score -186562.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -186568.859375 Penalty: 3651.872070 Iteration 9Q: 3 clusters Score -186568.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -186575.265625 Penalty: 3651.872070 Iteration 10Q: 3 clusters Score -186575.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -186581.093750 Penalty: 3651.872070 Iteration 11Q: 3 clusters Score -186581.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -186588.546875 Penalty: 3651.872070 Iteration 12Q: 3 clusters Score -186588.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -186597.656250 Penalty: 3651.872070 Iteration 13Q: 3 clusters Score -186597.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -186605.796875 Penalty: 3651.872070 Iteration 14Q: 3 clusters Score -186605.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -186617.296875 Penalty: 3651.872070 Iteration 15Q: 3 clusters Score -186617.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -186622.875000 Penalty: 3651.872070 Iteration 16Q: 3 clusters Score -186622.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -186628.078125 Penalty: 3651.872070 Iteration 17Q: 3 clusters Score -186628.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -186633.906250 Penalty: 3651.872070 Iteration 18Q: 3 clusters Score -186633.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -186638.625000 Penalty: 3651.872070 Iteration 19Q: 3 clusters Score -186638.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -186642.125000 Penalty: 3651.872070 Iteration 20F: 3 clusters Score -186642.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -186645.968750 Penalty: 3651.872070 Iteration 21Q: 3 clusters Score -186646 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -186649.656250 Penalty: 3651.872070 Iteration 22Q: 3 clusters Score -186649.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -186652.703125 Penalty: 3651.872070 Iteration 23Q: 3 clusters Score -186652.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -186655.703125 Penalty: 3651.872070 Iteration 24Q: 3 clusters Score -186655.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -186656.890625 Penalty: 3651.872070 Iteration 25Q: 3 clusters Score -186656.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -186657.625000 Penalty: 3651.872070 Iteration 26Q: 3 clusters Score -186657.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -186658.203125 Penalty: 3651.872070 Iteration 27Q: 3 clusters Score -186658.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -186658.203125 Penalty: 3651.872070 Iteration 28F: 3 clusters Score -186658.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (12680 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12680 members Entering Unmasked Estep Score: -1636850.500000 Penalty: 2343.049805 Iteration 0F: 2 clusters Score -1636850 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6334 members Mstep: Class 2 contains 6346 members Entering Unmasked Estep Score: -1627536.750000 Penalty: 4686.099609 Iteration 0F: 3 clusters Score -1627537 nChanged 5315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6303 members Mstep: Class 2 contains 6377 members Entering Unmasked Estep Score: -1630422.500000 Penalty: 4686.099609 Iteration 1F: 3 clusters Score -1630422 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 6374 members Entering Unmasked Estep Score: -1630754.375000 Penalty: 4686.099609 Iteration 2F: 3 clusters Score -1630754 nChanged 595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6341 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -1631043.750000 Penalty: 4686.099609 Iteration 3Q: 3 clusters Score -1631044 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 6255 members Entering Unmasked Estep Score: -1631351.500000 Penalty: 4686.099609 Iteration 4Q: 3 clusters Score -1631352 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6552 members Mstep: Class 2 contains 6128 members Entering Unmasked Estep Score: -1631681.125000 Penalty: 4686.099609 Iteration 5Q: 3 clusters Score -1631681 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6733 members Mstep: Class 2 contains 5947 members Entering Unmasked Estep Score: -1632001.500000 Penalty: 4686.099609 Iteration 6Q: 3 clusters Score -1632002 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7005 members Mstep: Class 2 contains 5675 members Entering Unmasked Estep Score: -1632284.875000 Penalty: 4686.099609 Iteration 7Q: 3 clusters Score -1632285 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7350 members Mstep: Class 2 contains 5330 members Entering Unmasked Estep Score: -1632579.500000 Penalty: 4686.099609 Iteration 8Q: 3 clusters Score -1632580 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7731 members Mstep: Class 2 contains 4949 members Entering Unmasked Estep Score: -1632868.750000 Penalty: 4686.099609 Iteration 9Q: 3 clusters Score -1632869 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8147 members Mstep: Class 2 contains 4533 members Entering Unmasked Estep Score: -1633180.250000 Penalty: 4686.099609 Iteration 10Q: 3 clusters Score -1633180 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8637 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -1633539.875000 Penalty: 4686.099609 Iteration 11Q: 3 clusters Score -1633540 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9113 members Mstep: Class 2 contains 3567 members Entering Unmasked Estep Score: -1633972.750000 Penalty: 4686.099609 Iteration 12Q: 3 clusters Score -1633973 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9554 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -1634381.125000 Penalty: 4686.099609 Iteration 13Q: 3 clusters Score -1634381 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9945 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -1634711.125000 Penalty: 4686.099609 Iteration 14Q: 3 clusters Score -1634711 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10241 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -1634953.875000 Penalty: 4686.099609 Iteration 15Q: 3 clusters Score -1634954 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10472 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -1635121.125000 Penalty: 4686.099609 Iteration 16Q: 3 clusters Score -1635121 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10658 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -1635262.125000 Penalty: 4686.099609 Iteration 17Q: 3 clusters Score -1635262 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10814 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -1635375.500000 Penalty: 4686.099609 Iteration 18Q: 3 clusters Score -1635376 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10937 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -1635470.625000 Penalty: 4686.099609 Iteration 19Q: 3 clusters Score -1635471 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11058 members Mstep: Class 2 contains 1622 members Entering Unmasked Estep Score: -1635544.875000 Penalty: 4686.099609 Iteration 20F: 3 clusters Score -1635545 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11138 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -1635597.750000 Penalty: 4686.099609 Iteration 21Q: 3 clusters Score -1635598 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11202 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -1635631.125000 Penalty: 4686.099609 Iteration 22Q: 3 clusters Score -1635631 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11244 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -1635652.500000 Penalty: 4686.099609 Iteration 23Q: 3 clusters Score -1635652 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11285 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -1635678.125000 Penalty: 4686.099609 Iteration 24Q: 3 clusters Score -1635678 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11330 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -1635697.000000 Penalty: 4686.099609 Iteration 25Q: 3 clusters Score -1635697 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11356 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -1635711.125000 Penalty: 4686.099609 Iteration 26Q: 3 clusters Score -1635711 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11383 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -1635718.750000 Penalty: 4686.099609 Iteration 27Q: 3 clusters Score -1635719 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11400 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -1635727.250000 Penalty: 4686.099609 Iteration 28Q: 3 clusters Score -1635727 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11413 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -1635733.375000 Penalty: 4686.099609 Iteration 29Q: 3 clusters Score -1635733 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11426 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -1635737.000000 Penalty: 4686.099609 Iteration 30Q: 3 clusters Score -1635737 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11439 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -1635745.375000 Penalty: 4686.099609 Iteration 31Q: 3 clusters Score -1635745 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11447 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -1635747.000000 Penalty: 4686.099609 Iteration 32Q: 3 clusters Score -1635747 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11451 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -1635746.000000 Penalty: 4686.099609 Iteration 33Q: 3 clusters Score -1635746 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11455 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -1635746.500000 Penalty: 4686.099609 Iteration 34Q: 3 clusters Score -1635746 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11458 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -1635746.125000 Penalty: 4686.099609 Iteration 35Q: 3 clusters Score -1635746 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11462 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -1635745.000000 Penalty: 4686.099609 Iteration 36Q: 3 clusters Score -1635745 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11466 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -1635747.750000 Penalty: 4686.099609 Iteration 37Q: 3 clusters Score -1635748 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11471 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -1635748.875000 Penalty: 4686.099609 Iteration 38Q: 3 clusters Score -1635749 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11476 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -1635755.750000 Penalty: 4686.099609 Iteration 39Q: 3 clusters Score -1635756 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11479 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -1635755.500000 Penalty: 4686.099609 Iteration 40F: 3 clusters Score -1635756 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11480 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -1635754.375000 Penalty: 4686.099609 Iteration 41Q: 3 clusters Score -1635754 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11481 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -1635755.750000 Penalty: 4686.099609 Iteration 42Q: 3 clusters Score -1635756 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11481 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -1635755.750000 Penalty: 4686.099609 Iteration 43F: 3 clusters Score -1635756 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (181035 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181035 members Entering Unmasked Estep Score: -22841412.000000 Penalty: 3002.398438 Iteration 0F: 2 clusters Score -2.284141e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90785 members Mstep: Class 2 contains 90250 members Entering Unmasked Estep Score: -22720222.000000 Penalty: 6004.796875 Iteration 0F: 3 clusters Score -2.272022e+07 nChanged 86856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96107 members Mstep: Class 2 contains 84928 members Entering Unmasked Estep Score: -22770746.000000 Penalty: 6004.796875 Iteration 1F: 3 clusters Score -2.277075e+07 nChanged 4744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99027 members Mstep: Class 2 contains 82008 members Entering Unmasked Estep Score: -22771684.000000 Penalty: 6004.796875 Iteration 2Q: 3 clusters Score -2.277168e+07 nChanged 5698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103617 members Mstep: Class 2 contains 77418 members Entering Unmasked Estep Score: -22773368.000000 Penalty: 6004.796875 Iteration 3Q: 3 clusters Score -2.277337e+07 nChanged 7530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110681 members Mstep: Class 2 contains 70354 members Entering Unmasked Estep Score: -22776730.000000 Penalty: 6004.796875 Iteration 4Q: 3 clusters Score -2.277673e+07 nChanged 10711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121274 members Mstep: Class 2 contains 59761 members Entering Unmasked Estep Score: -22782514.000000 Penalty: 6004.796875 Iteration 5F: 3 clusters Score -2.278251e+07 nChanged 14879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136131 members Mstep: Class 2 contains 44904 members Entering Unmasked Estep Score: -22793998.000000 Penalty: 6004.796875 Iteration 6F: 3 clusters Score -2.2794e+07 nChanged 17799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153928 members Mstep: Class 2 contains 27107 members Entering Unmasked Estep Score: -22811024.000000 Penalty: 6004.796875 Iteration 7F: 3 clusters Score -2.281102e+07 nChanged 15475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169403 members Mstep: Class 2 contains 11632 members Entering Unmasked Estep Score: -22827304.000000 Penalty: 6004.796875 Iteration 8F: 3 clusters Score -2.28273e+07 nChanged 8286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177689 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -22835516.000000 Penalty: 6004.796875 Iteration 9Q: 3 clusters Score -2.283552e+07 nChanged 2527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180216 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -22837970.000000 Penalty: 6004.796875 Iteration 10Q: 3 clusters Score -2.283797e+07 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180732 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -22838518.000000 Penalty: 6004.796875 Iteration 11Q: 3 clusters Score -2.283852e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180843 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -22838658.000000 Penalty: 6004.796875 Iteration 12Q: 3 clusters Score -2.283866e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180864 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -22838714.000000 Penalty: 6004.796875 Iteration 13Q: 3 clusters Score -2.283871e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180867 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -22838722.000000 Penalty: 6004.796875 Iteration 14Q: 3 clusters Score -2.283872e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180871 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -22838756.000000 Penalty: 6004.796875 Iteration 15Q: 3 clusters Score -2.283876e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180872 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -22838754.000000 Penalty: 6004.796875 Iteration 16Q: 3 clusters Score -2.283875e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180872 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -22838760.000000 Penalty: 6004.796875 Iteration 17Q: 3 clusters Score -2.283876e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180871 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -22838748.000000 Penalty: 6004.796875 Iteration 18Q: 3 clusters Score -2.283875e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180873 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -22838758.000000 Penalty: 6004.796875 Iteration 19Q: 3 clusters Score -2.283876e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180874 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -22838752.000000 Penalty: 6004.796875 Iteration 20F: 3 clusters Score -2.283875e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (3646 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Entering Unmasked Estep Score: -466406.625000 Penalty: 2033.943604 Iteration 0F: 2 clusters Score -466406.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -462732.750000 Penalty: 4067.887207 Iteration 0F: 3 clusters Score -462732.8 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -463472.000000 Penalty: 4067.887207 Iteration 1F: 3 clusters Score -463472 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -463679.468750 Penalty: 4067.887207 Iteration 2F: 3 clusters Score -463679.5 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -463799.375000 Penalty: 4067.887207 Iteration 3F: 3 clusters Score -463799.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -463893.031250 Penalty: 4067.887207 Iteration 4Q: 3 clusters Score -463893 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -463956.562500 Penalty: 4067.887207 Iteration 5Q: 3 clusters Score -463956.6 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -464037.437500 Penalty: 4067.887207 Iteration 6Q: 3 clusters Score -464037.4 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 2185 members Entering Unmasked Estep Score: -464111.093750 Penalty: 4067.887207 Iteration 7Q: 3 clusters Score -464111.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -464175.750000 Penalty: 4067.887207 Iteration 8Q: 3 clusters Score -464175.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -464223.843750 Penalty: 4067.887207 Iteration 9Q: 3 clusters Score -464223.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -464261.250000 Penalty: 4067.887207 Iteration 10Q: 3 clusters Score -464261.2 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -464293.906250 Penalty: 4067.887207 Iteration 11Q: 3 clusters Score -464293.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -464331.000000 Penalty: 4067.887207 Iteration 12Q: 3 clusters Score -464331 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -464366.062500 Penalty: 4067.887207 Iteration 13Q: 3 clusters Score -464366.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -464398.531250 Penalty: 4067.887207 Iteration 14Q: 3 clusters Score -464398.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -464431.500000 Penalty: 4067.887207 Iteration 15Q: 3 clusters Score -464431.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -464468.718750 Penalty: 4067.887207 Iteration 16Q: 3 clusters Score -464468.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -464503.437500 Penalty: 4067.887207 Iteration 17Q: 3 clusters Score -464503.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -464528.031250 Penalty: 4067.887207 Iteration 18Q: 3 clusters Score -464528 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -464553.875000 Penalty: 4067.887207 Iteration 19Q: 3 clusters Score -464553.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -464572.906250 Penalty: 4067.887207 Iteration 20F: 3 clusters Score -464572.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -464594.875000 Penalty: 4067.887207 Iteration 21Q: 3 clusters Score -464594.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 2725 members Entering Unmasked Estep Score: -464621.375000 Penalty: 4067.887207 Iteration 22Q: 3 clusters Score -464621.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -464646.656250 Penalty: 4067.887207 Iteration 23Q: 3 clusters Score -464646.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -464666.125000 Penalty: 4067.887207 Iteration 24Q: 3 clusters Score -464666.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -464691.093750 Penalty: 4067.887207 Iteration 25Q: 3 clusters Score -464691.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -464716.375000 Penalty: 4067.887207 Iteration 26Q: 3 clusters Score -464716.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -464743.218750 Penalty: 4067.887207 Iteration 27Q: 3 clusters Score -464743.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -464765.062500 Penalty: 4067.887207 Iteration 28Q: 3 clusters Score -464765.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -464784.406250 Penalty: 4067.887207 Iteration 29Q: 3 clusters Score -464784.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -464811.312500 Penalty: 4067.887207 Iteration 30Q: 3 clusters Score -464811.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -464837.500000 Penalty: 4067.887207 Iteration 31Q: 3 clusters Score -464837.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -464862.875000 Penalty: 4067.887207 Iteration 32Q: 3 clusters Score -464862.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -464882.656250 Penalty: 4067.887207 Iteration 33Q: 3 clusters Score -464882.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -464895.312500 Penalty: 4067.887207 Iteration 34Q: 3 clusters Score -464895.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 3004 members Entering Unmasked Estep Score: -464904.531250 Penalty: 4067.887207 Iteration 35Q: 3 clusters Score -464904.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -464910.000000 Penalty: 4067.887207 Iteration 36Q: 3 clusters Score -464910 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -464917.031250 Penalty: 4067.887207 Iteration 37Q: 3 clusters Score -464917 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -464925.156250 Penalty: 4067.887207 Iteration 38Q: 3 clusters Score -464925.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 3031 members Entering Unmasked Estep Score: -464929.625000 Penalty: 4067.887207 Iteration 39Q: 3 clusters Score -464929.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -464934.250000 Penalty: 4067.887207 Iteration 40F: 3 clusters Score -464934.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -464937.718750 Penalty: 4067.887207 Iteration 41Q: 3 clusters Score -464937.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -464941.375000 Penalty: 4067.887207 Iteration 42Q: 3 clusters Score -464941.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -464944.562500 Penalty: 4067.887207 Iteration 43Q: 3 clusters Score -464944.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 3052 members Entering Unmasked Estep Score: -464950.593750 Penalty: 4067.887207 Iteration 44Q: 3 clusters Score -464950.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 3058 members Entering Unmasked Estep Score: -464956.812500 Penalty: 4067.887207 Iteration 45Q: 3 clusters Score -464956.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 3061 members Entering Unmasked Estep Score: -464958.156250 Penalty: 4067.887207 Iteration 46Q: 3 clusters Score -464958.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -464961.531250 Penalty: 4067.887207 Iteration 47Q: 3 clusters Score -464961.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -464962.968750 Penalty: 4067.887207 Iteration 48Q: 3 clusters Score -464963 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -464965.406250 Penalty: 4067.887207 Iteration 49Q: 3 clusters Score -464965.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -464970.187500 Penalty: 4067.887207 Iteration 50Q: 3 clusters Score -464970.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -464974.000000 Penalty: 4067.887207 Iteration 51Q: 3 clusters Score -464974 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 3075 members Entering Unmasked Estep Score: -464974.000000 Penalty: 4067.887207 Iteration 52F: 3 clusters Score -464974 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2876 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Entering Unmasked Estep Score: -369738.187500 Penalty: 1975.110596 Iteration 0F: 2 clusters Score -369738.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -366587.968750 Penalty: 3950.221191 Iteration 0F: 3 clusters Score -366588 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -367167.312500 Penalty: 3950.221191 Iteration 1F: 3 clusters Score -367167.3 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -367316.250000 Penalty: 3950.221191 Iteration 2F: 3 clusters Score -367316.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -367407.062500 Penalty: 3950.221191 Iteration 3Q: 3 clusters Score -367407.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -367464.375000 Penalty: 3950.221191 Iteration 4Q: 3 clusters Score -367464.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -367495.968750 Penalty: 3950.221191 Iteration 5Q: 3 clusters Score -367496 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -367524.437500 Penalty: 3950.221191 Iteration 6Q: 3 clusters Score -367524.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -367550.562500 Penalty: 3950.221191 Iteration 7Q: 3 clusters Score -367550.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -367581.656250 Penalty: 3950.221191 Iteration 8Q: 3 clusters Score -367581.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -367623.968750 Penalty: 3950.221191 Iteration 9Q: 3 clusters Score -367624 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -367671.187500 Penalty: 3950.221191 Iteration 10Q: 3 clusters Score -367671.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -367709.656250 Penalty: 3950.221191 Iteration 11Q: 3 clusters Score -367709.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1253 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -367752.937500 Penalty: 3950.221191 Iteration 12Q: 3 clusters Score -367752.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -367811.281250 Penalty: 3950.221191 Iteration 13Q: 3 clusters Score -367811.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -367873.000000 Penalty: 3950.221191 Iteration 14Q: 3 clusters Score -367873 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -367949.906250 Penalty: 3950.221191 Iteration 15Q: 3 clusters Score -367949.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -368029.062500 Penalty: 3950.221191 Iteration 16Q: 3 clusters Score -368029.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -368106.375000 Penalty: 3950.221191 Iteration 17Q: 3 clusters Score -368106.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -368192.968750 Penalty: 3950.221191 Iteration 18Q: 3 clusters Score -368193 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -368290.218750 Penalty: 3950.221191 Iteration 19Q: 3 clusters Score -368290.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -368354.500000 Penalty: 3950.221191 Iteration 20F: 3 clusters Score -368354.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -368395.375000 Penalty: 3950.221191 Iteration 21Q: 3 clusters Score -368395.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -368426.718750 Penalty: 3950.221191 Iteration 22Q: 3 clusters Score -368426.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -368451.343750 Penalty: 3950.221191 Iteration 23Q: 3 clusters Score -368451.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -368478.343750 Penalty: 3950.221191 Iteration 24Q: 3 clusters Score -368478.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -368498.000000 Penalty: 3950.221191 Iteration 25Q: 3 clusters Score -368498 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -368507.531250 Penalty: 3950.221191 Iteration 26Q: 3 clusters Score -368507.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -368512.250000 Penalty: 3950.221191 Iteration 27Q: 3 clusters Score -368512.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -368517.218750 Penalty: 3950.221191 Iteration 28Q: 3 clusters Score -368517.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -368520.562500 Penalty: 3950.221191 Iteration 29Q: 3 clusters Score -368520.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -368522.781250 Penalty: 3950.221191 Iteration 30Q: 3 clusters Score -368522.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -368525.000000 Penalty: 3950.221191 Iteration 31Q: 3 clusters Score -368525 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -368526.437500 Penalty: 3950.221191 Iteration 32Q: 3 clusters Score -368526.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -368528.750000 Penalty: 3950.221191 Iteration 33Q: 3 clusters Score -368528.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -368531.031250 Penalty: 3950.221191 Iteration 34Q: 3 clusters Score -368531 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -368533.937500 Penalty: 3950.221191 Iteration 35Q: 3 clusters Score -368533.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -368536.843750 Penalty: 3950.221191 Iteration 36Q: 3 clusters Score -368536.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -368540.093750 Penalty: 3950.221191 Iteration 37Q: 3 clusters Score -368540.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1959 members Entering Unmasked Estep Score: -368542.250000 Penalty: 3950.221191 Iteration 38Q: 3 clusters Score -368542.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -368542.875000 Penalty: 3950.221191 Iteration 39Q: 3 clusters Score -368542.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -368543.281250 Penalty: 3950.221191 Iteration 40F: 3 clusters Score -368543.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -368544.437500 Penalty: 3950.221191 Iteration 41Q: 3 clusters Score -368544.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -368544.937500 Penalty: 3950.221191 Iteration 42Q: 3 clusters Score -368544.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -368546.062500 Penalty: 3950.221191 Iteration 43Q: 3 clusters Score -368546.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -368546.500000 Penalty: 3950.221191 Iteration 44Q: 3 clusters Score -368546.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -368547.343750 Penalty: 3950.221191 Iteration 45Q: 3 clusters Score -368547.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -368548.593750 Penalty: 3950.221191 Iteration 46Q: 3 clusters Score -368548.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -368548.593750 Penalty: 3950.221191 Iteration 47F: 3 clusters Score -368548.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (405 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Entering Unmasked Estep Score: -45224.570312 Penalty: 1488.963989 Iteration 0F: 2 clusters Score -45224.57 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -43812.128906 Penalty: 2977.927979 Iteration 0F: 3 clusters Score -43812.13 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -43990.902344 Penalty: 2977.927979 Iteration 1F: 3 clusters Score -43990.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -44124.882812 Penalty: 2977.927979 Iteration 2F: 3 clusters Score -44124.88 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -44219.671875 Penalty: 2977.927979 Iteration 3F: 3 clusters Score -44219.67 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -44294.566406 Penalty: 2977.927979 Iteration 4Q: 3 clusters Score -44294.57 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -44407.656250 Penalty: 2977.927979 Iteration 5Q: 3 clusters Score -44407.66 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -44510.605469 Penalty: 2977.927979 Iteration 6Q: 3 clusters Score -44510.61 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -44563.414062 Penalty: 2977.927979 Iteration 7Q: 3 clusters Score -44563.41 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -44624.523438 Penalty: 2977.927979 Iteration 8Q: 3 clusters Score -44624.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -44657.246094 Penalty: 2977.927979 Iteration 9Q: 3 clusters Score -44657.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -44690.195312 Penalty: 2977.927979 Iteration 10Q: 3 clusters Score -44690.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -44708.906250 Penalty: 2977.927979 Iteration 11Q: 3 clusters Score -44708.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -44716.933594 Penalty: 2977.927979 Iteration 12Q: 3 clusters Score -44716.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -44720.386719 Penalty: 2977.927979 Iteration 13Q: 3 clusters Score -44720.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -44720.386719 Penalty: 2977.927979 Iteration 14F: 3 clusters Score -44720.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (1408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1408 members Entering Unmasked Estep Score: -179081.968750 Penalty: 1797.981567 Iteration 0F: 2 clusters Score -179082 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 707 members Entering Unmasked Estep Score: -176875.078125 Penalty: 3595.963135 Iteration 0F: 3 clusters Score -176875.1 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 714 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -177220.703125 Penalty: 3595.963135 Iteration 1F: 3 clusters Score -177220.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -177315.546875 Penalty: 3595.963135 Iteration 2F: 3 clusters Score -177315.5 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -177352.062500 Penalty: 3595.963135 Iteration 3Q: 3 clusters Score -177352.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -177379.156250 Penalty: 3595.963135 Iteration 4Q: 3 clusters Score -177379.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -177397.875000 Penalty: 3595.963135 Iteration 5Q: 3 clusters Score -177397.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -177417.609375 Penalty: 3595.963135 Iteration 6Q: 3 clusters Score -177417.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -177427.218750 Penalty: 3595.963135 Iteration 7Q: 3 clusters Score -177427.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -177436.781250 Penalty: 3595.963135 Iteration 8Q: 3 clusters Score -177436.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -177450.171875 Penalty: 3595.963135 Iteration 9Q: 3 clusters Score -177450.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -177462.531250 Penalty: 3595.963135 Iteration 10Q: 3 clusters Score -177462.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -177471.343750 Penalty: 3595.963135 Iteration 11Q: 3 clusters Score -177471.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -177485.859375 Penalty: 3595.963135 Iteration 12Q: 3 clusters Score -177485.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -177497.234375 Penalty: 3595.963135 Iteration 13Q: 3 clusters Score -177497.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -177510.968750 Penalty: 3595.963135 Iteration 14Q: 3 clusters Score -177511 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -177519.937500 Penalty: 3595.963135 Iteration 15Q: 3 clusters Score -177519.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -177529.359375 Penalty: 3595.963135 Iteration 16Q: 3 clusters Score -177529.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -177533.468750 Penalty: 3595.963135 Iteration 17Q: 3 clusters Score -177533.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -177540.875000 Penalty: 3595.963135 Iteration 18Q: 3 clusters Score -177540.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -177542.640625 Penalty: 3595.963135 Iteration 19Q: 3 clusters Score -177542.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -177545.375000 Penalty: 3595.963135 Iteration 20F: 3 clusters Score -177545.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -177547.562500 Penalty: 3595.963135 Iteration 21Q: 3 clusters Score -177547.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -177550.375000 Penalty: 3595.963135 Iteration 22Q: 3 clusters Score -177550.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -177553.046875 Penalty: 3595.963135 Iteration 23Q: 3 clusters Score -177553 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -177557.671875 Penalty: 3595.963135 Iteration 24Q: 3 clusters Score -177557.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -177559.265625 Penalty: 3595.963135 Iteration 25Q: 3 clusters Score -177559.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -177559.265625 Penalty: 3595.963135 Iteration 26F: 3 clusters Score -177559.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (8449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8449 members Entering Unmasked Estep Score: -1091948.625000 Penalty: 2242.367188 Iteration 0F: 2 clusters Score -1091949 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4210 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -1085261.500000 Penalty: 4484.734375 Iteration 0F: 3 clusters Score -1085262 nChanged 3416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4182 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -1087003.250000 Penalty: 4484.734375 Iteration 1F: 3 clusters Score -1087003 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4171 members Mstep: Class 2 contains 4278 members Entering Unmasked Estep Score: -1087253.500000 Penalty: 4484.734375 Iteration 2F: 3 clusters Score -1087254 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4158 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -1087423.500000 Penalty: 4484.734375 Iteration 3Q: 3 clusters Score -1087424 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4157 members Mstep: Class 2 contains 4292 members Entering Unmasked Estep Score: -1087552.625000 Penalty: 4484.734375 Iteration 4Q: 3 clusters Score -1087553 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -1087653.125000 Penalty: 4484.734375 Iteration 5Q: 3 clusters Score -1087653 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4261 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -1087742.750000 Penalty: 4484.734375 Iteration 6Q: 3 clusters Score -1087743 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4308 members Mstep: Class 2 contains 4141 members Entering Unmasked Estep Score: -1087815.625000 Penalty: 4484.734375 Iteration 7Q: 3 clusters Score -1087816 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 4125 members Entering Unmasked Estep Score: -1087869.375000 Penalty: 4484.734375 Iteration 8Q: 3 clusters Score -1087869 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -1087908.750000 Penalty: 4484.734375 Iteration 9Q: 3 clusters Score -1087909 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4386 members Mstep: Class 2 contains 4063 members Entering Unmasked Estep Score: -1087956.625000 Penalty: 4484.734375 Iteration 10Q: 3 clusters Score -1087957 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -1088002.375000 Penalty: 4484.734375 Iteration 11Q: 3 clusters Score -1088002 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -1088043.625000 Penalty: 4484.734375 Iteration 12Q: 3 clusters Score -1088044 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -1088076.125000 Penalty: 4484.734375 Iteration 13Q: 3 clusters Score -1088076 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4641 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -1088106.750000 Penalty: 4484.734375 Iteration 14Q: 3 clusters Score -1088107 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 3741 members Entering Unmasked Estep Score: -1088149.375000 Penalty: 4484.734375 Iteration 15Q: 3 clusters Score -1088149 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4775 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -1088184.375000 Penalty: 4484.734375 Iteration 16Q: 3 clusters Score -1088184 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4849 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -1088220.750000 Penalty: 4484.734375 Iteration 17Q: 3 clusters Score -1088221 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4936 members Mstep: Class 2 contains 3513 members Entering Unmasked Estep Score: -1088259.750000 Penalty: 4484.734375 Iteration 18Q: 3 clusters Score -1088260 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -1088299.000000 Penalty: 4484.734375 Iteration 19Q: 3 clusters Score -1088299 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -1088343.375000 Penalty: 4484.734375 Iteration 20F: 3 clusters Score -1088343 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -1088380.125000 Penalty: 4484.734375 Iteration 21Q: 3 clusters Score -1088380 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -1088405.500000 Penalty: 4484.734375 Iteration 22Q: 3 clusters Score -1088406 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5396 members Mstep: Class 2 contains 3053 members Entering Unmasked Estep Score: -1088439.000000 Penalty: 4484.734375 Iteration 23Q: 3 clusters Score -1088439 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5500 members Mstep: Class 2 contains 2949 members Entering Unmasked Estep Score: -1088478.500000 Penalty: 4484.734375 Iteration 24Q: 3 clusters Score -1088478 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -1088532.625000 Penalty: 4484.734375 Iteration 25Q: 3 clusters Score -1088533 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5805 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -1088598.125000 Penalty: 4484.734375 Iteration 26Q: 3 clusters Score -1088598 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5975 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -1088674.125000 Penalty: 4484.734375 Iteration 27Q: 3 clusters Score -1088674 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6154 members Mstep: Class 2 contains 2295 members Entering Unmasked Estep Score: -1088750.375000 Penalty: 4484.734375 Iteration 28Q: 3 clusters Score -1088750 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -1088852.125000 Penalty: 4484.734375 Iteration 29Q: 3 clusters Score -1088852 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6549 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -1088963.875000 Penalty: 4484.734375 Iteration 30Q: 3 clusters Score -1088964 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6757 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -1089088.250000 Penalty: 4484.734375 Iteration 31Q: 3 clusters Score -1089088 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6943 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -1089201.750000 Penalty: 4484.734375 Iteration 32Q: 3 clusters Score -1089202 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7137 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -1089319.750000 Penalty: 4484.734375 Iteration 33Q: 3 clusters Score -1089320 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7300 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -1089438.750000 Penalty: 4484.734375 Iteration 34Q: 3 clusters Score -1089439 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7453 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -1089550.125000 Penalty: 4484.734375 Iteration 35Q: 3 clusters Score -1089550 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7571 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -1089631.750000 Penalty: 4484.734375 Iteration 36Q: 3 clusters Score -1089632 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7668 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -1089699.250000 Penalty: 4484.734375 Iteration 37Q: 3 clusters Score -1089699 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7747 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -1089755.125000 Penalty: 4484.734375 Iteration 38Q: 3 clusters Score -1089755 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7812 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -1089798.125000 Penalty: 4484.734375 Iteration 39Q: 3 clusters Score -1089798 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7870 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -1089841.125000 Penalty: 4484.734375 Iteration 40F: 3 clusters Score -1089841 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7914 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -1089874.375000 Penalty: 4484.734375 Iteration 41Q: 3 clusters Score -1089874 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7946 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -1089897.125000 Penalty: 4484.734375 Iteration 42Q: 3 clusters Score -1089897 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7970 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -1089913.375000 Penalty: 4484.734375 Iteration 43Q: 3 clusters Score -1089913 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7983 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -1089924.250000 Penalty: 4484.734375 Iteration 44Q: 3 clusters Score -1089924 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7998 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -1089934.625000 Penalty: 4484.734375 Iteration 45Q: 3 clusters Score -1089935 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8006 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -1089938.000000 Penalty: 4484.734375 Iteration 46Q: 3 clusters Score -1089938 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8017 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -1089952.375000 Penalty: 4484.734375 Iteration 47Q: 3 clusters Score -1089952 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8031 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -1089966.875000 Penalty: 4484.734375 Iteration 48Q: 3 clusters Score -1089967 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8040 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -1089975.875000 Penalty: 4484.734375 Iteration 49Q: 3 clusters Score -1089976 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8048 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -1089981.875000 Penalty: 4484.734375 Iteration 50Q: 3 clusters Score -1089982 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8054 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -1089986.875000 Penalty: 4484.734375 Iteration 51Q: 3 clusters Score -1089987 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8065 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -1089998.375000 Penalty: 4484.734375 Iteration 52Q: 3 clusters Score -1089998 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8069 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -1090005.250000 Penalty: 4484.734375 Iteration 53Q: 3 clusters Score -1090005 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8070 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -1090009.750000 Penalty: 4484.734375 Iteration 54Q: 3 clusters Score -1090010 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8073 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -1090011.875000 Penalty: 4484.734375 Iteration 55Q: 3 clusters Score -1090012 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8074 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -1090013.000000 Penalty: 4484.734375 Iteration 56Q: 3 clusters Score -1090013 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8074 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -1090013.000000 Penalty: 4484.734375 Iteration 57F: 3 clusters Score -1090013 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (6521 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6521 members Entering Unmasked Estep Score: -841750.000000 Penalty: 2178.130127 Iteration 0F: 2 clusters Score -841750 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 3223 members Entering Unmasked Estep Score: -836263.687500 Penalty: 4356.260254 Iteration 0F: 3 clusters Score -836263.7 nChanged 2537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3471 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -837617.187500 Penalty: 4356.260254 Iteration 1F: 3 clusters Score -837617.2 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3585 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -837855.500000 Penalty: 4356.260254 Iteration 2F: 3 clusters Score -837855.5 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -838016.937500 Penalty: 4356.260254 Iteration 3F: 3 clusters Score -838016.9 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 2710 members Entering Unmasked Estep Score: -838142.125000 Penalty: 4356.260254 Iteration 4Q: 3 clusters Score -838142.1 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -838228.812500 Penalty: 4356.260254 Iteration 5Q: 3 clusters Score -838228.8 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4041 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -838313.750000 Penalty: 4356.260254 Iteration 6Q: 3 clusters Score -838313.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4168 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -838400.250000 Penalty: 4356.260254 Iteration 7Q: 3 clusters Score -838400.2 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -838502.687500 Penalty: 4356.260254 Iteration 8Q: 3 clusters Score -838502.7 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -838640.437500 Penalty: 4356.260254 Iteration 9Q: 3 clusters Score -838640.4 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4607 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -838759.812500 Penalty: 4356.260254 Iteration 10Q: 3 clusters Score -838759.8 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -838887.000000 Penalty: 4356.260254 Iteration 11Q: 3 clusters Score -838887 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4890 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -839010.437500 Penalty: 4356.260254 Iteration 12Q: 3 clusters Score -839010.4 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -839139.312500 Penalty: 4356.260254 Iteration 13Q: 3 clusters Score -839139.3 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -839255.562500 Penalty: 4356.260254 Iteration 14Q: 3 clusters Score -839255.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5235 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -839352.437500 Penalty: 4356.260254 Iteration 15Q: 3 clusters Score -839352.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -839431.812500 Penalty: 4356.260254 Iteration 16Q: 3 clusters Score -839431.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -839505.437500 Penalty: 4356.260254 Iteration 17Q: 3 clusters Score -839505.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -839564.250000 Penalty: 4356.260254 Iteration 18Q: 3 clusters Score -839564.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5498 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -839604.687500 Penalty: 4356.260254 Iteration 19Q: 3 clusters Score -839604.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5534 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -839633.312500 Penalty: 4356.260254 Iteration 20F: 3 clusters Score -839633.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -839659.062500 Penalty: 4356.260254 Iteration 21Q: 3 clusters Score -839659.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5599 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -839680.562500 Penalty: 4356.260254 Iteration 22Q: 3 clusters Score -839680.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5621 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -839702.437500 Penalty: 4356.260254 Iteration 23Q: 3 clusters Score -839702.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5645 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -839716.562500 Penalty: 4356.260254 Iteration 24Q: 3 clusters Score -839716.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5659 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -839727.000000 Penalty: 4356.260254 Iteration 25Q: 3 clusters Score -839727 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5671 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -839740.625000 Penalty: 4356.260254 Iteration 26Q: 3 clusters Score -839740.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5689 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -839751.625000 Penalty: 4356.260254 Iteration 27Q: 3 clusters Score -839751.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -839761.250000 Penalty: 4356.260254 Iteration 28Q: 3 clusters Score -839761.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5714 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -839764.625000 Penalty: 4356.260254 Iteration 29Q: 3 clusters Score -839764.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -839770.375000 Penalty: 4356.260254 Iteration 30Q: 3 clusters Score -839770.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5725 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -839772.437500 Penalty: 4356.260254 Iteration 31Q: 3 clusters Score -839772.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -839775.687500 Penalty: 4356.260254 Iteration 32Q: 3 clusters Score -839775.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5733 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -839777.500000 Penalty: 4356.260254 Iteration 33Q: 3 clusters Score -839777.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5735 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -839778.375000 Penalty: 4356.260254 Iteration 34Q: 3 clusters Score -839778.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5737 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -839779.000000 Penalty: 4356.260254 Iteration 35Q: 3 clusters Score -839779 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5741 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -839780.562500 Penalty: 4356.260254 Iteration 36Q: 3 clusters Score -839780.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5742 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -839781.250000 Penalty: 4356.260254 Iteration 37Q: 3 clusters Score -839781.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5743 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -839782.000000 Penalty: 4356.260254 Iteration 38Q: 3 clusters Score -839782 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5746 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -839784.687500 Penalty: 4356.260254 Iteration 39Q: 3 clusters Score -839784.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5749 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -839785.125000 Penalty: 4356.260254 Iteration 40F: 3 clusters Score -839785.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5750 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -839785.000000 Penalty: 4356.260254 Iteration 41Q: 3 clusters Score -839785 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -839785.812500 Penalty: 4356.260254 Iteration 42Q: 3 clusters Score -839785.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5753 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -839786.250000 Penalty: 4356.260254 Iteration 43Q: 3 clusters Score -839786.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5753 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -839786.250000 Penalty: 4356.260254 Iteration 44F: 3 clusters Score -839786.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (36566 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36566 members Entering Unmasked Estep Score: -4736205.500000 Penalty: 2605.704834 Iteration 0F: 2 clusters Score -4736206 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18032 members Mstep: Class 2 contains 18534 members Entering Unmasked Estep Score: -4711287.000000 Penalty: 5211.409668 Iteration 0F: 3 clusters Score -4711287 nChanged 16733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16449 members Mstep: Class 2 contains 20117 members Entering Unmasked Estep Score: -4720547.500000 Penalty: 5211.409668 Iteration 1F: 3 clusters Score -4720548 nChanged 1703 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15464 members Mstep: Class 2 contains 21102 members Entering Unmasked Estep Score: -4721150.500000 Penalty: 5211.409668 Iteration 2Q: 3 clusters Score -4721150 nChanged 1766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14048 members Mstep: Class 2 contains 22518 members Entering Unmasked Estep Score: -4721929.000000 Penalty: 5211.409668 Iteration 3Q: 3 clusters Score -4721929 nChanged 2051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12157 members Mstep: Class 2 contains 24409 members Entering Unmasked Estep Score: -4723101.500000 Penalty: 5211.409668 Iteration 4F: 3 clusters Score -4723102 nChanged 2563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9640 members Mstep: Class 2 contains 26926 members Entering Unmasked Estep Score: -4724917.500000 Penalty: 5211.409668 Iteration 5F: 3 clusters Score -4724918 nChanged 2959 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6699 members Mstep: Class 2 contains 29867 members Entering Unmasked Estep Score: -4727388.000000 Penalty: 5211.409668 Iteration 6F: 3 clusters Score -4727388 nChanged 2901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 32766 members Entering Unmasked Estep Score: -4730241.000000 Penalty: 5211.409668 Iteration 7F: 3 clusters Score -4730241 nChanged 2075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 34837 members Entering Unmasked Estep Score: -4732242.500000 Penalty: 5211.409668 Iteration 8F: 3 clusters Score -4732242 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 35871 members Entering Unmasked Estep Score: -4733237.500000 Penalty: 5211.409668 Iteration 9Q: 3 clusters Score -4733238 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 36228 members Entering Unmasked Estep Score: -4733632.000000 Penalty: 5211.409668 Iteration 10Q: 3 clusters Score -4733632 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 36327 members Entering Unmasked Estep Score: -4733762.500000 Penalty: 5211.409668 Iteration 11Q: 3 clusters Score -4733762 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 36360 members Entering Unmasked Estep Score: -4733818.500000 Penalty: 5211.409668 Iteration 12Q: 3 clusters Score -4733818 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 36380 members Entering Unmasked Estep Score: -4733864.000000 Penalty: 5211.409668 Iteration 13Q: 3 clusters Score -4733864 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 36382 members Entering Unmasked Estep Score: -4733866.000000 Penalty: 5211.409668 Iteration 14Q: 3 clusters Score -4733866 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 36385 members Entering Unmasked Estep Score: -4733875.000000 Penalty: 5211.409668 Iteration 15Q: 3 clusters Score -4733875 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 36391 members Entering Unmasked Estep Score: -4733884.500000 Penalty: 5211.409668 Iteration 16Q: 3 clusters Score -4733884 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 36392 members Entering Unmasked Estep Score: -4733893.500000 Penalty: 5211.409668 Iteration 17Q: 3 clusters Score -4733894 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 36396 members Entering Unmasked Estep Score: -4733905.500000 Penalty: 5211.409668 Iteration 18Q: 3 clusters Score -4733906 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 36401 members Entering Unmasked Estep Score: -4733920.500000 Penalty: 5211.409668 Iteration 19Q: 3 clusters Score -4733920 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 36403 members Entering Unmasked Estep Score: -4733931.000000 Penalty: 5211.409668 Iteration 20F: 3 clusters Score -4733931 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 36404 members Entering Unmasked Estep Score: -4733938.000000 Penalty: 5211.409668 Iteration 21Q: 3 clusters Score -4733938 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 36404 members Entering Unmasked Estep Score: -4733943.000000 Penalty: 5211.409668 Iteration 22Q: 3 clusters Score -4733943 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 36405 members Entering Unmasked Estep Score: -4733945.000000 Penalty: 5211.409668 Iteration 23Q: 3 clusters Score -4733945 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 36405 members Entering Unmasked Estep Score: -4733945.000000 Penalty: 5211.409668 Iteration 24F: 3 clusters Score -4733945 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (351 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Entering Unmasked Estep Score: -37553.671875 Penalty: 1453.475098 Iteration 0F: 2 clusters Score -37553.67 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -36248.558594 Penalty: 2906.950195 Iteration 0F: 3 clusters Score -36248.56 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -36463.339844 Penalty: 2906.950195 Iteration 1F: 3 clusters Score -36463.34 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -36530.585938 Penalty: 2906.950195 Iteration 2Q: 3 clusters Score -36530.59 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -36548.757812 Penalty: 2906.950195 Iteration 3Q: 3 clusters Score -36548.76 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -36566.738281 Penalty: 2906.950195 Iteration 4Q: 3 clusters Score -36566.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -36632.277344 Penalty: 2906.950195 Iteration 5Q: 3 clusters Score -36632.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -36677.796875 Penalty: 2906.950195 Iteration 6Q: 3 clusters Score -36677.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -36737.218750 Penalty: 2906.950195 Iteration 7Q: 3 clusters Score -36737.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 152 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -36760.992188 Penalty: 2906.950195 Iteration 8Q: 3 clusters Score -36760.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -36771.687500 Penalty: 2906.950195 Iteration 9Q: 3 clusters Score -36771.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -36791.554688 Penalty: 2906.950195 Iteration 10Q: 3 clusters Score -36791.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -36809.667969 Penalty: 2906.950195 Iteration 11Q: 3 clusters Score -36809.67 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -36840.769531 Penalty: 2906.950195 Iteration 12Q: 3 clusters Score -36840.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -36851.320312 Penalty: 2906.950195 Iteration 13Q: 3 clusters Score -36851.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -36869.250000 Penalty: 2906.950195 Iteration 14Q: 3 clusters Score -36869.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -36886.117188 Penalty: 2906.950195 Iteration 15Q: 3 clusters Score -36886.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -36900.917969 Penalty: 2906.950195 Iteration 16Q: 3 clusters Score -36900.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -36900.917969 Penalty: 2906.950195 Iteration 17F: 3 clusters Score -36900.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 28 (551 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Entering Unmasked Estep Score: -61694.531250 Penalty: 1565.310181 Iteration 0F: 2 clusters Score -61694.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -60163.949219 Penalty: 3130.620361 Iteration 0F: 3 clusters Score -60163.95 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -60382.003906 Penalty: 3130.620361 Iteration 1F: 3 clusters Score -60382 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -60537.351562 Penalty: 3130.620361 Iteration 2F: 3 clusters Score -60537.35 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -60591.265625 Penalty: 3130.620361 Iteration 3Q: 3 clusters Score -60591.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -60606.738281 Penalty: 3130.620361 Iteration 4Q: 3 clusters Score -60606.74 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -60627.914062 Penalty: 3130.620361 Iteration 5Q: 3 clusters Score -60627.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -60644.105469 Penalty: 3130.620361 Iteration 6Q: 3 clusters Score -60644.11 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -60658.839844 Penalty: 3130.620361 Iteration 7Q: 3 clusters Score -60658.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -60672.562500 Penalty: 3130.620361 Iteration 8Q: 3 clusters Score -60672.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -60677.429688 Penalty: 3130.620361 Iteration 9Q: 3 clusters Score -60677.43 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -60677.429688 Penalty: 3130.620361 Iteration 10F: 3 clusters Score -60677.43 nChanged 0 Entering ConstructFrom: Trying to split cluster 29 (358 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Entering Unmasked Estep Score: -39250.753906 Penalty: 1458.372192 Iteration 0F: 2 clusters Score -39250.75 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -37909.449219 Penalty: 2916.744385 Iteration 0F: 3 clusters Score -37909.45 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -38084.457031 Penalty: 2916.744385 Iteration 1F: 3 clusters Score -38084.46 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -38125.535156 Penalty: 2916.744385 Iteration 2Q: 3 clusters Score -38125.54 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -38143.859375 Penalty: 2916.744385 Iteration 3Q: 3 clusters Score -38143.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -38152.062500 Penalty: 2916.744385 Iteration 4Q: 3 clusters Score -38152.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -38157.164062 Penalty: 2916.744385 Iteration 5Q: 3 clusters Score -38157.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -38159.890625 Penalty: 2916.744385 Iteration 6Q: 3 clusters Score -38159.89 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -38159.890625 Penalty: 2916.744385 Iteration 7F: 3 clusters Score -38159.89 nChanged 0 --- Evaluating fit on full set of 1336431 points --- Entering Unmasked Estep Score: -167522448.000000 Penalty: 101446.851562 20->30 Clusters: Score -167522448.000000, best is 100000003318135351409612647563264.000000 THE BEST YET! Starting from 21 clusters... Entering ConstructFrom: --- Running on subset of 445477 points --- Entering CEM Assigned 21 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22231 members Mstep: Class 2 contains 22383 members Mstep: Class 3 contains 22262 members Mstep: Class 4 contains 22398 members Mstep: Class 5 contains 22204 members Mstep: Class 6 contains 22310 members Mstep: Class 7 contains 22418 members Mstep: Class 8 contains 22340 members Mstep: Class 9 contains 22264 members Mstep: Class 10 contains 22392 members Mstep: Class 11 contains 22119 members Mstep: Class 12 contains 22355 members Mstep: Class 13 contains 22271 members Mstep: Class 14 contains 22264 members Mstep: Class 15 contains 22153 members Mstep: Class 16 contains 22201 members Mstep: Class 17 contains 22183 members Mstep: Class 18 contains 22159 members Mstep: Class 19 contains 22526 members Mstep: Class 20 contains 22044 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 152.813965 but Gain 3225.710938 Score: -52814896.000000 Penalty: 61288.515625 Iteration 0F: 20 clusters Score -5.28149e+07 nChanged 421299 Entering Unmasked Mstep Mstep: Class 0 contains 1980 members Mstep: Class 1 contains 20524 members Mstep: Class 2 contains 15237 members Mstep: Class 3 contains 57061 members Mstep: Class 4 contains 21320 members Mstep: Class 5 contains 15057 members Mstep: Class 6 contains 24709 members Mstep: Class 7 contains 7723 members Mstep: Class 8 contains 91941 members Mstep: Class 9 contains 3429 members Mstep: Class 10 contains 31740 members Mstep: Class 11 contains 2895 members Mstep: Class 13 contains 4040 members Mstep: Class 14 contains 13548 members Mstep: Class 15 contains 10542 members Mstep: Class 16 contains 45559 members Mstep: Class 17 contains 3191 members Mstep: Class 18 contains 19659 members Mstep: Class 19 contains 43651 members Mstep: Class 20 contains 11671 members Entering Unmasked Estep ConsiderDeletion Deleting Class 13. Lose 2744.215332 but Gain 3225.710938 Score: -54750580.000000 Penalty: 58062.804688 Iteration 1F: 19 clusters Score -5.475058e+07 nChanged 165783 Entering Unmasked Mstep Mstep: Class 0 contains 1624 members Mstep: Class 1 contains 22447 members Mstep: Class 2 contains 14441 members Mstep: Class 3 contains 62112 members Mstep: Class 4 contains 10763 members Mstep: Class 5 contains 14550 members Mstep: Class 6 contains 19877 members Mstep: Class 7 contains 7162 members Mstep: Class 8 contains 129109 members Mstep: Class 9 contains 1989 members Mstep: Class 10 contains 22913 members Mstep: Class 11 contains 3093 members Mstep: Class 14 contains 11321 members Mstep: Class 15 contains 6914 members Mstep: Class 16 contains 55512 members Mstep: Class 17 contains 4042 members Mstep: Class 18 contains 12542 members Mstep: Class 19 contains 39582 members Mstep: Class 20 contains 5484 members Entering Unmasked Estep ConsiderDeletion Score: -55120896.000000 Penalty: 58062.804688 Iteration 2F: 19 clusters Score -5.51209e+07 nChanged 113218 Entering Unmasked Mstep Mstep: Class 0 contains 1070 members Mstep: Class 1 contains 27061 members Mstep: Class 2 contains 12869 members Mstep: Class 3 contains 57652 members Mstep: Class 4 contains 5845 members Mstep: Class 5 contains 15271 members Mstep: Class 6 contains 15160 members Mstep: Class 7 contains 8639 members Mstep: Class 8 contains 160781 members Mstep: Class 9 contains 1578 members Mstep: Class 10 contains 14326 members Mstep: Class 11 contains 3972 members Mstep: Class 14 contains 11095 members Mstep: Class 15 contains 5907 members Mstep: Class 16 contains 53599 members Mstep: Class 17 contains 4624 members Mstep: Class 18 contains 7579 members Mstep: Class 19 contains 36429 members Mstep: Class 20 contains 2020 members Entering Unmasked Estep ConsiderDeletion Score: -55315024.000000 Penalty: 58062.804688 Iteration 3F: 19 clusters Score -5.531502e+07 nChanged 75738 Entering Unmasked Mstep Mstep: Class 0 contains 791 members Mstep: Class 1 contains 28655 members Mstep: Class 2 contains 10854 members Mstep: Class 3 contains 48793 members Mstep: Class 4 contains 3765 members Mstep: Class 5 contains 14610 members Mstep: Class 6 contains 13192 members Mstep: Class 7 contains 10124 members Mstep: Class 8 contains 190115 members Mstep: Class 9 contains 1549 members Mstep: Class 10 contains 8556 members Mstep: Class 11 contains 4130 members Mstep: Class 14 contains 10474 members Mstep: Class 15 contains 6080 members Mstep: Class 16 contains 49231 members Mstep: Class 17 contains 4779 members Mstep: Class 18 contains 4873 members Mstep: Class 19 contains 33813 members Mstep: Class 20 contains 1093 members Entering Unmasked Estep ConsiderDeletion Score: -55431448.000000 Penalty: 58062.804688 Iteration 4F: 19 clusters Score -5.543145e+07 nChanged 56487 Entering Unmasked Mstep Mstep: Class 0 contains 432 members Mstep: Class 1 contains 28579 members Mstep: Class 2 contains 8755 members Mstep: Class 3 contains 37397 members Mstep: Class 4 contains 2773 members Mstep: Class 5 contains 12921 members Mstep: Class 6 contains 12683 members Mstep: Class 7 contains 9690 members Mstep: Class 8 contains 215651 members Mstep: Class 9 contains 1803 members Mstep: Class 10 contains 5440 members Mstep: Class 11 contains 3636 members Mstep: Class 14 contains 11479 members Mstep: Class 15 contains 6285 members Mstep: Class 16 contains 46923 members Mstep: Class 17 contains 4794 members Mstep: Class 18 contains 3313 members Mstep: Class 19 contains 31912 members Mstep: Class 20 contains 1011 members Entering Unmasked Estep ConsiderDeletion Score: -55521844.000000 Penalty: 58062.804688 Iteration 5F: 19 clusters Score -5.552184e+07 nChanged 41940 Entering Unmasked Mstep Mstep: Class 0 contains 27 members Mstep: Class 1 contains 28226 members Mstep: Class 2 contains 6879 members Mstep: Class 3 contains 27063 members Mstep: Class 4 contains 2360 members Mstep: Class 5 contains 10969 members Mstep: Class 6 contains 12836 members Mstep: Class 7 contains 8623 members Mstep: Class 8 contains 233218 members Mstep: Class 9 contains 2179 members Mstep: Class 10 contains 4038 members Mstep: Class 11 contains 3118 members Mstep: Class 14 contains 12640 members Mstep: Class 15 contains 6362 members Mstep: Class 16 contains 47406 members Mstep: Class 17 contains 4732 members Mstep: Class 18 contains 2456 members Mstep: Class 19 contains 31388 members Mstep: Class 20 contains 957 members Entering Unmasked Estep ConsiderDeletion Score: -55561324.000000 Penalty: 58062.804688 Iteration 6F: 19 clusters Score -5.556132e+07 nChanged 29445 Entering Unmasked Mstep Mstep: Class 0 contains 24 members Mstep: Class 1 contains 27649 members Mstep: Class 2 contains 5192 members Mstep: Class 3 contains 19762 members Mstep: Class 4 contains 2224 members Mstep: Class 5 contains 9111 members Mstep: Class 6 contains 13117 members Mstep: Class 7 contains 7937 members Mstep: Class 8 contains 242956 members Mstep: Class 9 contains 2143 members Mstep: Class 10 contains 3440 members Mstep: Class 11 contains 3091 members Mstep: Class 14 contains 13503 members Mstep: Class 15 contains 6441 members Mstep: Class 16 contains 48914 members Mstep: Class 17 contains 4745 members Mstep: Class 18 contains 2049 members Mstep: Class 19 contains 32232 members Mstep: Class 20 contains 947 members Entering Unmasked Estep ConsiderDeletion Score: -55579896.000000 Penalty: 58062.804688 Iteration 7F: 19 clusters Score -5.55799e+07 nChanged 21191 Entering Unmasked Mstep Mstep: Class 0 contains 23 members Mstep: Class 1 contains 26912 members Mstep: Class 2 contains 3968 members Mstep: Class 3 contains 14896 members Mstep: Class 4 contains 2205 members Mstep: Class 5 contains 7651 members Mstep: Class 6 contains 13423 members Mstep: Class 7 contains 7577 members Mstep: Class 8 contains 247367 members Mstep: Class 9 contains 2115 members Mstep: Class 10 contains 3241 members Mstep: Class 11 contains 3543 members Mstep: Class 14 contains 14100 members Mstep: Class 15 contains 6579 members Mstep: Class 16 contains 50711 members Mstep: Class 17 contains 4833 members Mstep: Class 18 contains 1975 members Mstep: Class 19 contains 33432 members Mstep: Class 20 contains 926 members Entering Unmasked Estep ConsiderDeletion Score: -55593696.000000 Penalty: 58062.804688 Iteration 8Q: 19 clusters Score -5.55937e+07 nChanged 15812 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 26172 members Mstep: Class 2 contains 3099 members Mstep: Class 3 contains 11848 members Mstep: Class 4 contains 2252 members Mstep: Class 5 contains 6565 members Mstep: Class 6 contains 13672 members Mstep: Class 7 contains 7304 members Mstep: Class 8 contains 248854 members Mstep: Class 9 contains 2080 members Mstep: Class 10 contains 3179 members Mstep: Class 11 contains 4284 members Mstep: Class 14 contains 14572 members Mstep: Class 15 contains 6721 members Mstep: Class 16 contains 52582 members Mstep: Class 17 contains 4965 members Mstep: Class 18 contains 1989 members Mstep: Class 19 contains 34402 members Mstep: Class 20 contains 915 members Entering Unmasked Estep ConsiderDeletion Score: -55601880.000000 Penalty: 58062.804688 Iteration 9Q: 19 clusters Score -5.560188e+07 nChanged 12267 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 25366 members Mstep: Class 2 contains 2519 members Mstep: Class 3 contains 9933 members Mstep: Class 4 contains 2314 members Mstep: Class 5 contains 5730 members Mstep: Class 6 contains 13919 members Mstep: Class 7 contains 7080 members Mstep: Class 8 contains 248760 members Mstep: Class 9 contains 2063 members Mstep: Class 10 contains 3149 members Mstep: Class 11 contains 5213 members Mstep: Class 14 contains 14943 members Mstep: Class 15 contains 6766 members Mstep: Class 16 contains 54450 members Mstep: Class 17 contains 5063 members Mstep: Class 18 contains 2020 members Mstep: Class 19 contains 35247 members Mstep: Class 20 contains 920 members Entering Unmasked Estep ConsiderDeletion Score: -55608384.000000 Penalty: 58062.804688 Iteration 10Q: 19 clusters Score -5.560838e+07 nChanged 10078 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 24623 members Mstep: Class 2 contains 2127 members Mstep: Class 3 contains 8765 members Mstep: Class 4 contains 2382 members Mstep: Class 5 contains 5094 members Mstep: Class 6 contains 14084 members Mstep: Class 7 contains 6813 members Mstep: Class 8 contains 247591 members Mstep: Class 9 contains 2058 members Mstep: Class 10 contains 3160 members Mstep: Class 11 contains 6250 members Mstep: Class 14 contains 15251 members Mstep: Class 15 contains 6782 members Mstep: Class 16 contains 56345 members Mstep: Class 17 contains 5129 members Mstep: Class 18 contains 2060 members Mstep: Class 19 contains 36014 members Mstep: Class 20 contains 927 members Entering Unmasked Estep ConsiderDeletion Score: -55613516.000000 Penalty: 58062.804688 Iteration 11Q: 19 clusters Score -5.561352e+07 nChanged 8678 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 24019 members Mstep: Class 2 contains 1855 members Mstep: Class 3 contains 7976 members Mstep: Class 4 contains 2465 members Mstep: Class 5 contains 4623 members Mstep: Class 6 contains 14199 members Mstep: Class 7 contains 6602 members Mstep: Class 8 contains 245737 members Mstep: Class 9 contains 2053 members Mstep: Class 10 contains 3213 members Mstep: Class 11 contains 7372 members Mstep: Class 14 contains 15430 members Mstep: Class 15 contains 6793 members Mstep: Class 16 contains 58321 members Mstep: Class 17 contains 5142 members Mstep: Class 18 contains 2095 members Mstep: Class 19 contains 36629 members Mstep: Class 20 contains 931 members Entering Unmasked Estep ConsiderDeletion Score: -55617888.000000 Penalty: 58062.804688 Iteration 12Q: 19 clusters Score -5.561789e+07 nChanged 7588 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 23453 members Mstep: Class 2 contains 1655 members Mstep: Class 3 contains 7409 members Mstep: Class 4 contains 2562 members Mstep: Class 5 contains 4215 members Mstep: Class 6 contains 14207 members Mstep: Class 7 contains 6477 members Mstep: Class 8 contains 243810 members Mstep: Class 9 contains 2051 members Mstep: Class 10 contains 3258 members Mstep: Class 11 contains 8492 members Mstep: Class 14 contains 15533 members Mstep: Class 15 contains 6815 members Mstep: Class 16 contains 60150 members Mstep: Class 17 contains 5137 members Mstep: Class 18 contains 2170 members Mstep: Class 19 contains 37128 members Mstep: Class 20 contains 933 members Entering Unmasked Estep ConsiderDeletion Score: -55621604.000000 Penalty: 58062.804688 Iteration 13Q: 19 clusters Score -5.56216e+07 nChanged 6597 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 23037 members Mstep: Class 2 contains 1498 members Mstep: Class 3 contains 7045 members Mstep: Class 4 contains 2660 members Mstep: Class 5 contains 3897 members Mstep: Class 6 contains 14126 members Mstep: Class 7 contains 6466 members Mstep: Class 8 contains 241787 members Mstep: Class 9 contains 2051 members Mstep: Class 10 contains 3278 members Mstep: Class 11 contains 9541 members Mstep: Class 14 contains 15573 members Mstep: Class 15 contains 6856 members Mstep: Class 16 contains 61853 members Mstep: Class 17 contains 5080 members Mstep: Class 18 contains 2241 members Mstep: Class 19 contains 37532 members Mstep: Class 20 contains 934 members Entering Unmasked Estep ConsiderDeletion Score: -55624264.000000 Penalty: 58062.804688 Iteration 14Q: 19 clusters Score -5.562426e+07 nChanged 5794 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 22632 members Mstep: Class 2 contains 1378 members Mstep: Class 3 contains 6817 members Mstep: Class 4 contains 2739 members Mstep: Class 5 contains 3655 members Mstep: Class 6 contains 13995 members Mstep: Class 7 contains 6502 members Mstep: Class 8 contains 239844 members Mstep: Class 9 contains 2051 members Mstep: Class 10 contains 3295 members Mstep: Class 11 contains 10493 members Mstep: Class 14 contains 15583 members Mstep: Class 15 contains 6913 members Mstep: Class 16 contains 63479 members Mstep: Class 17 contains 5018 members Mstep: Class 18 contains 2295 members Mstep: Class 19 contains 37832 members Mstep: Class 20 contains 934 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 3164.637695 but Gain 3225.710938 Score: -55626784.000000 Penalty: 54837.093750 Iteration 15Q: 18 clusters Score -5.562678e+07 nChanged 6344 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 22552 members Mstep: Class 3 contains 6658 members Mstep: Class 4 contains 2835 members Mstep: Class 5 contains 3534 members Mstep: Class 6 contains 13883 members Mstep: Class 7 contains 6554 members Mstep: Class 8 contains 238551 members Mstep: Class 9 contains 2051 members Mstep: Class 10 contains 3307 members Mstep: Class 11 contains 11366 members Mstep: Class 14 contains 15776 members Mstep: Class 15 contains 6953 members Mstep: Class 16 contains 64907 members Mstep: Class 17 contains 4981 members Mstep: Class 18 contains 2363 members Mstep: Class 19 contains 38250 members Mstep: Class 20 contains 934 members Entering Unmasked Estep ConsiderDeletion Score: -55630384.000000 Penalty: 54837.093750 Iteration 16Q: 18 clusters Score -5.563038e+07 nChanged 4740 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 22316 members Mstep: Class 3 contains 6541 members Mstep: Class 4 contains 2860 members Mstep: Class 5 contains 3361 members Mstep: Class 6 contains 13671 members Mstep: Class 7 contains 6610 members Mstep: Class 8 contains 237111 members Mstep: Class 9 contains 2051 members Mstep: Class 10 contains 3323 members Mstep: Class 11 contains 12114 members Mstep: Class 14 contains 15763 members Mstep: Class 15 contains 6993 members Mstep: Class 16 contains 66117 members Mstep: Class 17 contains 4861 members Mstep: Class 18 contains 2402 members Mstep: Class 19 contains 38428 members Mstep: Class 20 contains 933 members Entering Unmasked Estep ConsiderDeletion Score: -55632008.000000 Penalty: 54837.093750 Iteration 17Q: 18 clusters Score -5.563201e+07 nChanged 4161 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 22156 members Mstep: Class 3 contains 6440 members Mstep: Class 4 contains 2914 members Mstep: Class 5 contains 3217 members Mstep: Class 6 contains 13525 members Mstep: Class 7 contains 6673 members Mstep: Class 8 contains 235780 members Mstep: Class 9 contains 2051 members Mstep: Class 10 contains 3335 members Mstep: Class 11 contains 12770 members Mstep: Class 14 contains 15710 members Mstep: Class 15 contains 7036 members Mstep: Class 16 contains 67169 members Mstep: Class 17 contains 4767 members Mstep: Class 18 contains 2442 members Mstep: Class 19 contains 38537 members Mstep: Class 20 contains 933 members Entering Unmasked Estep ConsiderDeletion Score: -55633644.000000 Penalty: 54837.093750 Iteration 18Q: 18 clusters Score -5.563364e+07 nChanged 3735 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 21990 members Mstep: Class 3 contains 6334 members Mstep: Class 4 contains 2978 members Mstep: Class 5 contains 3126 members Mstep: Class 6 contains 13520 members Mstep: Class 7 contains 6743 members Mstep: Class 8 contains 234398 members Mstep: Class 9 contains 2051 members Mstep: Class 10 contains 3347 members Mstep: Class 11 contains 13339 members Mstep: Class 14 contains 15642 members Mstep: Class 15 contains 7082 members Mstep: Class 16 contains 68129 members Mstep: Class 17 contains 4672 members Mstep: Class 18 contains 2485 members Mstep: Class 19 contains 38685 members Mstep: Class 20 contains 934 members Entering Unmasked Estep ConsiderDeletion Score: -55635248.000000 Penalty: 54837.093750 Iteration 19Q: 18 clusters Score -5.563525e+07 nChanged 3213 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 21873 members Mstep: Class 3 contains 6244 members Mstep: Class 4 contains 3019 members Mstep: Class 5 contains 3074 members Mstep: Class 6 contains 13545 members Mstep: Class 7 contains 6843 members Mstep: Class 8 contains 233075 members Mstep: Class 9 contains 2051 members Mstep: Class 10 contains 3351 members Mstep: Class 11 contains 13858 members Mstep: Class 14 contains 15585 members Mstep: Class 15 contains 7119 members Mstep: Class 16 contains 68983 members Mstep: Class 17 contains 4573 members Mstep: Class 18 contains 2518 members Mstep: Class 19 contains 38809 members Mstep: Class 20 contains 935 members Entering Unmasked Estep ConsiderDeletion Score: -55636528.000000 Penalty: 54837.093750 Iteration 20F: 18 clusters Score -5.563653e+07 nChanged 3214 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 21786 members Mstep: Class 3 contains 6161 members Mstep: Class 4 contains 3047 members Mstep: Class 5 contains 3038 members Mstep: Class 6 contains 13570 members Mstep: Class 7 contains 6943 members Mstep: Class 8 contains 231551 members Mstep: Class 9 contains 2016 members Mstep: Class 10 contains 3359 members Mstep: Class 11 contains 14635 members Mstep: Class 14 contains 15542 members Mstep: Class 15 contains 7141 members Mstep: Class 16 contains 69745 members Mstep: Class 17 contains 4487 members Mstep: Class 18 contains 2561 members Mstep: Class 19 contains 38917 members Mstep: Class 20 contains 956 members Entering Unmasked Estep ConsiderDeletion Score: -55637940.000000 Penalty: 54837.093750 Iteration 21Q: 18 clusters Score -5.563794e+07 nChanged 2889 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 21724 members Mstep: Class 3 contains 6063 members Mstep: Class 4 contains 3077 members Mstep: Class 5 contains 3028 members Mstep: Class 6 contains 13597 members Mstep: Class 7 contains 7056 members Mstep: Class 8 contains 230185 members Mstep: Class 9 contains 1991 members Mstep: Class 10 contains 3357 members Mstep: Class 11 contains 15317 members Mstep: Class 14 contains 15503 members Mstep: Class 15 contains 7165 members Mstep: Class 16 contains 70429 members Mstep: Class 17 contains 4392 members Mstep: Class 18 contains 2567 members Mstep: Class 19 contains 39027 members Mstep: Class 20 contains 977 members Entering Unmasked Estep ConsiderDeletion Score: -55638820.000000 Penalty: 54837.093750 Iteration 22Q: 18 clusters Score -5.563882e+07 nChanged 2692 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 21682 members Mstep: Class 3 contains 5958 members Mstep: Class 4 contains 3100 members Mstep: Class 5 contains 3046 members Mstep: Class 6 contains 13618 members Mstep: Class 7 contains 7184 members Mstep: Class 8 contains 228859 members Mstep: Class 9 contains 1964 members Mstep: Class 10 contains 3361 members Mstep: Class 11 contains 15956 members Mstep: Class 14 contains 15465 members Mstep: Class 15 contains 7175 members Mstep: Class 16 contains 71071 members Mstep: Class 17 contains 4295 members Mstep: Class 18 contains 2572 members Mstep: Class 19 contains 39152 members Mstep: Class 20 contains 997 members Entering Unmasked Estep ConsiderDeletion Score: -55640152.000000 Penalty: 54837.093750 Iteration 23Q: 18 clusters Score -5.564015e+07 nChanged 2552 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 21710 members Mstep: Class 3 contains 5870 members Mstep: Class 4 contains 3105 members Mstep: Class 5 contains 3062 members Mstep: Class 6 contains 13649 members Mstep: Class 7 contains 7314 members Mstep: Class 8 contains 227589 members Mstep: Class 9 contains 1937 members Mstep: Class 10 contains 3354 members Mstep: Class 11 contains 16542 members Mstep: Class 14 contains 15422 members Mstep: Class 15 contains 7185 members Mstep: Class 16 contains 71669 members Mstep: Class 17 contains 4178 members Mstep: Class 18 contains 2575 members Mstep: Class 19 contains 39272 members Mstep: Class 20 contains 1022 members Entering Unmasked Estep ConsiderDeletion Score: -55641360.000000 Penalty: 54837.093750 Iteration 24Q: 18 clusters Score -5.564136e+07 nChanged 2303 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 21765 members Mstep: Class 3 contains 5783 members Mstep: Class 4 contains 3110 members Mstep: Class 5 contains 3097 members Mstep: Class 6 contains 13678 members Mstep: Class 7 contains 7437 members Mstep: Class 8 contains 226436 members Mstep: Class 9 contains 1928 members Mstep: Class 10 contains 3351 members Mstep: Class 11 contains 17066 members Mstep: Class 14 contains 15380 members Mstep: Class 15 contains 7191 members Mstep: Class 16 contains 72200 members Mstep: Class 17 contains 4069 members Mstep: Class 18 contains 2570 members Mstep: Class 19 contains 39368 members Mstep: Class 20 contains 1026 members Entering Unmasked Estep ConsiderDeletion Score: -55642640.000000 Penalty: 54837.093750 Iteration 25Q: 18 clusters Score -5.564264e+07 nChanged 2169 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 21814 members Mstep: Class 3 contains 5681 members Mstep: Class 4 contains 3123 members Mstep: Class 5 contains 3121 members Mstep: Class 6 contains 13684 members Mstep: Class 7 contains 7583 members Mstep: Class 8 contains 225425 members Mstep: Class 9 contains 1926 members Mstep: Class 10 contains 3348 members Mstep: Class 11 contains 17506 members Mstep: Class 14 contains 15348 members Mstep: Class 15 contains 7206 members Mstep: Class 16 contains 72673 members Mstep: Class 17 contains 3954 members Mstep: Class 18 contains 2567 members Mstep: Class 19 contains 39471 members Mstep: Class 20 contains 1025 members Entering Unmasked Estep ConsiderDeletion Score: -55643228.000000 Penalty: 54837.093750 Iteration 26Q: 18 clusters Score -5.564323e+07 nChanged 2093 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 21889 members Mstep: Class 3 contains 5573 members Mstep: Class 4 contains 3121 members Mstep: Class 5 contains 3161 members Mstep: Class 6 contains 13697 members Mstep: Class 7 contains 7760 members Mstep: Class 8 contains 224461 members Mstep: Class 9 contains 1926 members Mstep: Class 10 contains 3344 members Mstep: Class 11 contains 17907 members Mstep: Class 14 contains 15314 members Mstep: Class 15 contains 7217 members Mstep: Class 16 contains 73099 members Mstep: Class 17 contains 3830 members Mstep: Class 18 contains 2554 members Mstep: Class 19 contains 39578 members Mstep: Class 20 contains 1024 members Entering Unmasked Estep ConsiderDeletion Score: -55643896.000000 Penalty: 54837.093750 Iteration 27Q: 18 clusters Score -5.56439e+07 nChanged 2082 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 22062 members Mstep: Class 3 contains 5445 members Mstep: Class 4 contains 3124 members Mstep: Class 5 contains 3180 members Mstep: Class 6 contains 13712 members Mstep: Class 7 contains 7969 members Mstep: Class 8 contains 223528 members Mstep: Class 9 contains 1926 members Mstep: Class 10 contains 3338 members Mstep: Class 11 contains 18282 members Mstep: Class 14 contains 15287 members Mstep: Class 15 contains 7224 members Mstep: Class 16 contains 73463 members Mstep: Class 17 contains 3660 members Mstep: Class 18 contains 2548 members Mstep: Class 19 contains 39683 members Mstep: Class 20 contains 1024 members Entering Unmasked Estep ConsiderDeletion Score: -55644484.000000 Penalty: 54837.093750 Iteration 28Q: 18 clusters Score -5.564448e+07 nChanged 2099 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 22317 members Mstep: Class 3 contains 5297 members Mstep: Class 4 contains 3130 members Mstep: Class 5 contains 3200 members Mstep: Class 6 contains 13708 members Mstep: Class 7 contains 8190 members Mstep: Class 8 contains 222654 members Mstep: Class 9 contains 1926 members Mstep: Class 10 contains 3336 members Mstep: Class 11 contains 18608 members Mstep: Class 14 contains 15263 members Mstep: Class 15 contains 7240 members Mstep: Class 16 contains 73801 members Mstep: Class 17 contains 3446 members Mstep: Class 18 contains 2538 members Mstep: Class 19 contains 39777 members Mstep: Class 20 contains 1024 members Entering Unmasked Estep ConsiderDeletion Score: -55644980.000000 Penalty: 54837.093750 Iteration 29Q: 18 clusters Score -5.564498e+07 nChanged 2209 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 22633 members Mstep: Class 3 contains 5116 members Mstep: Class 4 contains 3127 members Mstep: Class 5 contains 3245 members Mstep: Class 6 contains 13709 members Mstep: Class 7 contains 8449 members Mstep: Class 8 contains 221821 members Mstep: Class 9 contains 1926 members Mstep: Class 10 contains 3328 members Mstep: Class 11 contains 18905 members Mstep: Class 14 contains 15239 members Mstep: Class 15 contains 7252 members Mstep: Class 16 contains 74084 members Mstep: Class 17 contains 3209 members Mstep: Class 18 contains 2536 members Mstep: Class 19 contains 39852 members Mstep: Class 20 contains 1024 members Entering Unmasked Estep ConsiderDeletion Score: -55645520.000000 Penalty: 54837.093750 Iteration 30Q: 18 clusters Score -5.564552e+07 nChanged 2244 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 22995 members Mstep: Class 3 contains 4928 members Mstep: Class 4 contains 3120 members Mstep: Class 5 contains 3287 members Mstep: Class 6 contains 13686 members Mstep: Class 7 contains 8780 members Mstep: Class 8 contains 221029 members Mstep: Class 9 contains 1926 members Mstep: Class 10 contains 3324 members Mstep: Class 11 contains 19142 members Mstep: Class 14 contains 15215 members Mstep: Class 15 contains 7266 members Mstep: Class 16 contains 74335 members Mstep: Class 17 contains 2972 members Mstep: Class 18 contains 2541 members Mstep: Class 19 contains 39885 members Mstep: Class 20 contains 1024 members Entering Unmasked Estep ConsiderDeletion Score: -55646012.000000 Penalty: 54837.093750 Iteration 31Q: 18 clusters Score -5.564601e+07 nChanged 2433 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 23417 members Mstep: Class 3 contains 4714 members Mstep: Class 4 contains 3120 members Mstep: Class 5 contains 3360 members Mstep: Class 6 contains 13655 members Mstep: Class 7 contains 9198 members Mstep: Class 8 contains 220212 members Mstep: Class 9 contains 1926 members Mstep: Class 10 contains 3321 members Mstep: Class 11 contains 19347 members Mstep: Class 14 contains 15191 members Mstep: Class 15 contains 7274 members Mstep: Class 16 contains 74566 members Mstep: Class 17 contains 2698 members Mstep: Class 18 contains 2547 members Mstep: Class 19 contains 39885 members Mstep: Class 20 contains 1024 members Entering Unmasked Estep ConsiderDeletion Score: -55647148.000000 Penalty: 54837.093750 Iteration 32Q: 18 clusters Score -5.564715e+07 nChanged 2550 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 23880 members Mstep: Class 3 contains 4483 members Mstep: Class 4 contains 3114 members Mstep: Class 5 contains 3424 members Mstep: Class 6 contains 13626 members Mstep: Class 7 contains 9681 members Mstep: Class 8 contains 219418 members Mstep: Class 9 contains 1926 members Mstep: Class 10 contains 3318 members Mstep: Class 11 contains 19568 members Mstep: Class 14 contains 15162 members Mstep: Class 15 contains 7264 members Mstep: Class 16 contains 74766 members Mstep: Class 17 contains 2423 members Mstep: Class 18 contains 2551 members Mstep: Class 19 contains 39827 members Mstep: Class 20 contains 1024 members Entering Unmasked Estep ConsiderDeletion Score: -55648136.000000 Penalty: 54837.093750 Iteration 33Q: 18 clusters Score -5.564814e+07 nChanged 2707 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 24316 members Mstep: Class 3 contains 4198 members Mstep: Class 4 contains 3107 members Mstep: Class 5 contains 3481 members Mstep: Class 6 contains 13607 members Mstep: Class 7 contains 10306 members Mstep: Class 8 contains 218542 members Mstep: Class 9 contains 1926 members Mstep: Class 10 contains 3314 members Mstep: Class 11 contains 19765 members Mstep: Class 14 contains 15135 members Mstep: Class 15 contains 7259 members Mstep: Class 16 contains 74948 members Mstep: Class 17 contains 2190 members Mstep: Class 18 contains 2561 members Mstep: Class 19 contains 39776 members Mstep: Class 20 contains 1024 members Entering Unmasked Estep ConsiderDeletion Score: -55649236.000000 Penalty: 54837.093750 Iteration 34Q: 18 clusters Score -5.564924e+07 nChanged 2628 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 24689 members Mstep: Class 3 contains 3916 members Mstep: Class 4 contains 3091 members Mstep: Class 5 contains 3536 members Mstep: Class 6 contains 13564 members Mstep: Class 7 contains 10956 members Mstep: Class 8 contains 217664 members Mstep: Class 9 contains 1926 members Mstep: Class 10 contains 3303 members Mstep: Class 11 contains 19955 members Mstep: Class 14 contains 15119 members Mstep: Class 15 contains 7259 members Mstep: Class 16 contains 75114 members Mstep: Class 17 contains 2045 members Mstep: Class 18 contains 2571 members Mstep: Class 19 contains 39722 members Mstep: Class 20 contains 1025 members Entering Unmasked Estep ConsiderDeletion Score: -55650600.000000 Penalty: 54837.093750 Iteration 35Q: 18 clusters Score -5.56506e+07 nChanged 2405 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 25034 members Mstep: Class 3 contains 3718 members Mstep: Class 4 contains 3093 members Mstep: Class 5 contains 3569 members Mstep: Class 6 contains 13506 members Mstep: Class 7 contains 11540 members Mstep: Class 8 contains 216841 members Mstep: Class 9 contains 1926 members Mstep: Class 10 contains 3299 members Mstep: Class 11 contains 20116 members Mstep: Class 14 contains 15111 members Mstep: Class 15 contains 7232 members Mstep: Class 16 contains 75267 members Mstep: Class 17 contains 1956 members Mstep: Class 18 contains 2584 members Mstep: Class 19 contains 39637 members Mstep: Class 20 contains 1026 members Entering Unmasked Estep ConsiderDeletion Score: -55651720.000000 Penalty: 54837.093750 Iteration 36Q: 18 clusters Score -5.565172e+07 nChanged 2229 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 25334 members Mstep: Class 3 contains 3602 members Mstep: Class 4 contains 3087 members Mstep: Class 5 contains 3584 members Mstep: Class 6 contains 13436 members Mstep: Class 7 contains 12100 members Mstep: Class 8 contains 216031 members Mstep: Class 9 contains 1926 members Mstep: Class 10 contains 3297 members Mstep: Class 11 contains 20273 members Mstep: Class 14 contains 15089 members Mstep: Class 15 contains 7199 members Mstep: Class 16 contains 75405 members Mstep: Class 17 contains 1887 members Mstep: Class 18 contains 2616 members Mstep: Class 19 contains 39563 members Mstep: Class 20 contains 1026 members Entering Unmasked Estep ConsiderDeletion Score: -55652892.000000 Penalty: 54837.093750 Iteration 37Q: 18 clusters Score -5.565289e+07 nChanged 2138 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 25595 members Mstep: Class 3 contains 3572 members Mstep: Class 4 contains 3070 members Mstep: Class 5 contains 3606 members Mstep: Class 6 contains 13383 members Mstep: Class 7 contains 12619 members Mstep: Class 8 contains 215200 members Mstep: Class 9 contains 1926 members Mstep: Class 10 contains 3291 members Mstep: Class 11 contains 20434 members Mstep: Class 14 contains 15070 members Mstep: Class 15 contains 7156 members Mstep: Class 16 contains 75500 members Mstep: Class 17 contains 1842 members Mstep: Class 18 contains 2649 members Mstep: Class 19 contains 39516 members Mstep: Class 20 contains 1026 members Entering Unmasked Estep ConsiderDeletion Score: -55653748.000000 Penalty: 54837.093750 Iteration 38Q: 18 clusters Score -5.565375e+07 nChanged 1996 Entering ConstructFrom: Score: -55653748.000000 Penalty: 54837.093750 Entering ConstructFrom: Trying to split cluster 1 (25891 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25891 members Entering Unmasked Estep Score: -3222686.750000 Penalty: 2520.089355 Iteration 0F: 2 clusters Score -3222687 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12977 members Mstep: Class 2 contains 12914 members Entering Unmasked Estep Score: -3204766.250000 Penalty: 5040.178711 Iteration 0F: 3 clusters Score -3204766 nChanged 11627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13406 members Mstep: Class 2 contains 12485 members Entering Unmasked Estep Score: -3211050.500000 Penalty: 5040.178711 Iteration 1F: 3 clusters Score -3211050 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13605 members Mstep: Class 2 contains 12286 members Entering Unmasked Estep Score: -3211462.500000 Penalty: 5040.178711 Iteration 2Q: 3 clusters Score -3211462 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13829 members Mstep: Class 2 contains 12062 members Entering Unmasked Estep Score: -3211810.000000 Penalty: 5040.178711 Iteration 3Q: 3 clusters Score -3211810 nChanged 1005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14182 members Mstep: Class 2 contains 11709 members Entering Unmasked Estep Score: -3212096.000000 Penalty: 5040.178711 Iteration 4Q: 3 clusters Score -3212096 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14598 members Mstep: Class 2 contains 11293 members Entering Unmasked Estep Score: -3212362.250000 Penalty: 5040.178711 Iteration 5Q: 3 clusters Score -3212362 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15117 members Mstep: Class 2 contains 10774 members Entering Unmasked Estep Score: -3212639.500000 Penalty: 5040.178711 Iteration 6Q: 3 clusters Score -3212640 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15761 members Mstep: Class 2 contains 10130 members Entering Unmasked Estep Score: -3212918.000000 Penalty: 5040.178711 Iteration 7Q: 3 clusters Score -3212918 nChanged 925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16562 members Mstep: Class 2 contains 9329 members Entering Unmasked Estep Score: -3213299.000000 Penalty: 5040.178711 Iteration 8Q: 3 clusters Score -3213299 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17590 members Mstep: Class 2 contains 8301 members Entering Unmasked Estep Score: -3213842.750000 Penalty: 5040.178711 Iteration 9Q: 3 clusters Score -3213843 nChanged 1306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18850 members Mstep: Class 2 contains 7041 members Entering Unmasked Estep Score: -3214626.500000 Penalty: 5040.178711 Iteration 10F: 3 clusters Score -3214626 nChanged 1457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20297 members Mstep: Class 2 contains 5594 members Entering Unmasked Estep Score: -3215684.000000 Penalty: 5040.178711 Iteration 11F: 3 clusters Score -3215684 nChanged 1506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21789 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -3216938.750000 Penalty: 5040.178711 Iteration 12F: 3 clusters Score -3216939 nChanged 1413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23192 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -3218264.250000 Penalty: 5040.178711 Iteration 13F: 3 clusters Score -3218264 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24201 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -3219163.250000 Penalty: 5040.178711 Iteration 14Q: 3 clusters Score -3219163 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24841 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -3219747.750000 Penalty: 5040.178711 Iteration 15Q: 3 clusters Score -3219748 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25172 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -3220059.500000 Penalty: 5040.178711 Iteration 16Q: 3 clusters Score -3220060 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25345 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -3220206.500000 Penalty: 5040.178711 Iteration 17Q: 3 clusters Score -3220206 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25443 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -3220298.000000 Penalty: 5040.178711 Iteration 18Q: 3 clusters Score -3220298 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25503 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -3220358.750000 Penalty: 5040.178711 Iteration 19Q: 3 clusters Score -3220359 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25541 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -3220412.500000 Penalty: 5040.178711 Iteration 20F: 3 clusters Score -3220412 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25567 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -3220450.000000 Penalty: 5040.178711 Iteration 21Q: 3 clusters Score -3220450 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25582 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -3220468.000000 Penalty: 5040.178711 Iteration 22Q: 3 clusters Score -3220468 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25597 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -3220492.250000 Penalty: 5040.178711 Iteration 23Q: 3 clusters Score -3220492 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25601 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -3220500.250000 Penalty: 5040.178711 Iteration 24Q: 3 clusters Score -3220500 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25604 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -3220506.750000 Penalty: 5040.178711 Iteration 25Q: 3 clusters Score -3220507 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25609 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -3220507.000000 Penalty: 5040.178711 Iteration 26Q: 3 clusters Score -3220507 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25611 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -3220510.750000 Penalty: 5040.178711 Iteration 27Q: 3 clusters Score -3220511 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25612 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -3220511.500000 Penalty: 5040.178711 Iteration 28Q: 3 clusters Score -3220512 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25612 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -3220513.750000 Penalty: 5040.178711 Iteration 29Q: 3 clusters Score -3220514 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25611 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -3220512.250000 Penalty: 5040.178711 Iteration 30Q: 3 clusters Score -3220512 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25611 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -3220516.500000 Penalty: 5040.178711 Iteration 31Q: 3 clusters Score -3220516 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25613 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -3220519.000000 Penalty: 5040.178711 Iteration 32Q: 3 clusters Score -3220519 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25615 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -3220517.750000 Penalty: 5040.178711 Iteration 33Q: 3 clusters Score -3220518 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25616 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -3220519.500000 Penalty: 5040.178711 Iteration 34Q: 3 clusters Score -3220520 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25616 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -3220519.500000 Penalty: 5040.178711 Iteration 35F: 3 clusters Score -3220520 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3592 members Entering Unmasked Estep Score: -454869.906250 Penalty: 2030.243164 Iteration 0F: 2 clusters Score -454869.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -451241.843750 Penalty: 4060.486328 Iteration 0F: 3 clusters Score -451241.8 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -452025.281250 Penalty: 4060.486328 Iteration 1F: 3 clusters Score -452025.3 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -452212.000000 Penalty: 4060.486328 Iteration 2F: 3 clusters Score -452212 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -452325.406250 Penalty: 4060.486328 Iteration 3Q: 3 clusters Score -452325.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -452404.593750 Penalty: 4060.486328 Iteration 4Q: 3 clusters Score -452404.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -452454.218750 Penalty: 4060.486328 Iteration 5Q: 3 clusters Score -452454.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -452490.093750 Penalty: 4060.486328 Iteration 6Q: 3 clusters Score -452490.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -452531.312500 Penalty: 4060.486328 Iteration 7Q: 3 clusters Score -452531.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -452568.687500 Penalty: 4060.486328 Iteration 8Q: 3 clusters Score -452568.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2184 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -452604.500000 Penalty: 4060.486328 Iteration 9Q: 3 clusters Score -452604.5 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -452630.250000 Penalty: 4060.486328 Iteration 10Q: 3 clusters Score -452630.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -452649.750000 Penalty: 4060.486328 Iteration 11Q: 3 clusters Score -452649.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -452666.281250 Penalty: 4060.486328 Iteration 12Q: 3 clusters Score -452666.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2314 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -452683.250000 Penalty: 4060.486328 Iteration 13Q: 3 clusters Score -452683.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 1250 members Entering Unmasked Estep Score: -452698.343750 Penalty: 4060.486328 Iteration 14Q: 3 clusters Score -452698.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -452715.187500 Penalty: 4060.486328 Iteration 15Q: 3 clusters Score -452715.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -452731.468750 Penalty: 4060.486328 Iteration 16Q: 3 clusters Score -452731.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -452746.125000 Penalty: 4060.486328 Iteration 17Q: 3 clusters Score -452746.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -452757.468750 Penalty: 4060.486328 Iteration 18Q: 3 clusters Score -452757.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -452770.750000 Penalty: 4060.486328 Iteration 19Q: 3 clusters Score -452770.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -452787.375000 Penalty: 4060.486328 Iteration 20F: 3 clusters Score -452787.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -452804.812500 Penalty: 4060.486328 Iteration 21Q: 3 clusters Score -452804.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -452823.687500 Penalty: 4060.486328 Iteration 22Q: 3 clusters Score -452823.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -452843.906250 Penalty: 4060.486328 Iteration 23Q: 3 clusters Score -452843.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2629 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -452873.625000 Penalty: 4060.486328 Iteration 24Q: 3 clusters Score -452873.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -452899.437500 Penalty: 4060.486328 Iteration 25Q: 3 clusters Score -452899.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -452926.781250 Penalty: 4060.486328 Iteration 26Q: 3 clusters Score -452926.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -452956.562500 Penalty: 4060.486328 Iteration 27Q: 3 clusters Score -452956.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -452981.500000 Penalty: 4060.486328 Iteration 28Q: 3 clusters Score -452981.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -452997.968750 Penalty: 4060.486328 Iteration 29Q: 3 clusters Score -452998 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2824 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -453015.968750 Penalty: 4060.486328 Iteration 30Q: 3 clusters Score -453016 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -453033.375000 Penalty: 4060.486328 Iteration 31Q: 3 clusters Score -453033.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2880 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -453052.281250 Penalty: 4060.486328 Iteration 32Q: 3 clusters Score -453052.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2905 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -453068.656250 Penalty: 4060.486328 Iteration 33Q: 3 clusters Score -453068.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -453087.531250 Penalty: 4060.486328 Iteration 34Q: 3 clusters Score -453087.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -453101.750000 Penalty: 4060.486328 Iteration 35Q: 3 clusters Score -453101.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -453117.687500 Penalty: 4060.486328 Iteration 36Q: 3 clusters Score -453117.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -453130.375000 Penalty: 4060.486328 Iteration 37Q: 3 clusters Score -453130.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2999 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -453143.593750 Penalty: 4060.486328 Iteration 38Q: 3 clusters Score -453143.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -453160.531250 Penalty: 4060.486328 Iteration 39Q: 3 clusters Score -453160.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -453168.343750 Penalty: 4060.486328 Iteration 40F: 3 clusters Score -453168.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -453171.156250 Penalty: 4060.486328 Iteration 41Q: 3 clusters Score -453171.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -453175.843750 Penalty: 4060.486328 Iteration 42Q: 3 clusters Score -453175.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -453181.125000 Penalty: 4060.486328 Iteration 43Q: 3 clusters Score -453181.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -453184.656250 Penalty: 4060.486328 Iteration 44Q: 3 clusters Score -453184.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3040 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -453188.031250 Penalty: 4060.486328 Iteration 45Q: 3 clusters Score -453188 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -453190.406250 Penalty: 4060.486328 Iteration 46Q: 3 clusters Score -453190.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -453191.593750 Penalty: 4060.486328 Iteration 47Q: 3 clusters Score -453191.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3047 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -453197.218750 Penalty: 4060.486328 Iteration 48Q: 3 clusters Score -453197.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -453202.218750 Penalty: 4060.486328 Iteration 49Q: 3 clusters Score -453202.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -453205.500000 Penalty: 4060.486328 Iteration 50Q: 3 clusters Score -453205.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -453206.125000 Penalty: 4060.486328 Iteration 51Q: 3 clusters Score -453206.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -453208.218750 Penalty: 4060.486328 Iteration 52Q: 3 clusters Score -453208.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -453208.218750 Penalty: 4060.486328 Iteration 53F: 3 clusters Score -453208.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3041 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Entering Unmasked Estep Score: -387717.000000 Penalty: 1988.945435 Iteration 0F: 2 clusters Score -387717 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -384418.281250 Penalty: 3977.890869 Iteration 0F: 3 clusters Score -384418.3 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -385097.281250 Penalty: 3977.890869 Iteration 1F: 3 clusters Score -385097.3 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -385266.906250 Penalty: 3977.890869 Iteration 2F: 3 clusters Score -385266.9 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -385374.156250 Penalty: 3977.890869 Iteration 3Q: 3 clusters Score -385374.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -385434.937500 Penalty: 3977.890869 Iteration 4Q: 3 clusters Score -385434.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -385478.875000 Penalty: 3977.890869 Iteration 5Q: 3 clusters Score -385478.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -385505.406250 Penalty: 3977.890869 Iteration 6Q: 3 clusters Score -385505.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -385525.375000 Penalty: 3977.890869 Iteration 7Q: 3 clusters Score -385525.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -385549.250000 Penalty: 3977.890869 Iteration 8Q: 3 clusters Score -385549.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -385567.843750 Penalty: 3977.890869 Iteration 9Q: 3 clusters Score -385567.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -385584.531250 Penalty: 3977.890869 Iteration 10Q: 3 clusters Score -385584.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1852 members Entering Unmasked Estep Score: -385596.437500 Penalty: 3977.890869 Iteration 11Q: 3 clusters Score -385596.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -385612.343750 Penalty: 3977.890869 Iteration 12Q: 3 clusters Score -385612.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -385624.406250 Penalty: 3977.890869 Iteration 13Q: 3 clusters Score -385624.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -385633.000000 Penalty: 3977.890869 Iteration 14Q: 3 clusters Score -385633 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -385641.781250 Penalty: 3977.890869 Iteration 15Q: 3 clusters Score -385641.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -385648.187500 Penalty: 3977.890869 Iteration 16Q: 3 clusters Score -385648.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -385651.187500 Penalty: 3977.890869 Iteration 17Q: 3 clusters Score -385651.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -385655.687500 Penalty: 3977.890869 Iteration 18Q: 3 clusters Score -385655.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -385661.968750 Penalty: 3977.890869 Iteration 19Q: 3 clusters Score -385662 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -385669.031250 Penalty: 3977.890869 Iteration 20F: 3 clusters Score -385669 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -385673.531250 Penalty: 3977.890869 Iteration 21Q: 3 clusters Score -385673.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -385683.718750 Penalty: 3977.890869 Iteration 22Q: 3 clusters Score -385683.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -385689.312500 Penalty: 3977.890869 Iteration 23Q: 3 clusters Score -385689.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -385700.125000 Penalty: 3977.890869 Iteration 24Q: 3 clusters Score -385700.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -385713.218750 Penalty: 3977.890869 Iteration 25Q: 3 clusters Score -385713.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -385728.593750 Penalty: 3977.890869 Iteration 26Q: 3 clusters Score -385728.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -385745.156250 Penalty: 3977.890869 Iteration 27Q: 3 clusters Score -385745.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 2058 members Entering Unmasked Estep Score: -385758.531250 Penalty: 3977.890869 Iteration 28Q: 3 clusters Score -385758.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -385766.593750 Penalty: 3977.890869 Iteration 29Q: 3 clusters Score -385766.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -385775.906250 Penalty: 3977.890869 Iteration 30Q: 3 clusters Score -385775.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -385783.468750 Penalty: 3977.890869 Iteration 31Q: 3 clusters Score -385783.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -385789.312500 Penalty: 3977.890869 Iteration 32Q: 3 clusters Score -385789.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -385791.593750 Penalty: 3977.890869 Iteration 33Q: 3 clusters Score -385791.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -385796.500000 Penalty: 3977.890869 Iteration 34Q: 3 clusters Score -385796.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -385799.625000 Penalty: 3977.890869 Iteration 35Q: 3 clusters Score -385799.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -385801.437500 Penalty: 3977.890869 Iteration 36Q: 3 clusters Score -385801.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -385803.250000 Penalty: 3977.890869 Iteration 37Q: 3 clusters Score -385803.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -385803.593750 Penalty: 3977.890869 Iteration 38Q: 3 clusters Score -385803.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 2123 members Entering Unmasked Estep Score: -385805.156250 Penalty: 3977.890869 Iteration 39Q: 3 clusters Score -385805.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -385805.687500 Penalty: 3977.890869 Iteration 40F: 3 clusters Score -385805.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3619 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Entering Unmasked Estep Score: -464088.437500 Penalty: 2032.100220 Iteration 0F: 2 clusters Score -464088.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -460441.531250 Penalty: 4064.200439 Iteration 0F: 3 clusters Score -460441.5 nChanged 1306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -461185.312500 Penalty: 4064.200439 Iteration 1F: 3 clusters Score -461185.3 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -461349.718750 Penalty: 4064.200439 Iteration 2F: 3 clusters Score -461349.7 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -461453.968750 Penalty: 4064.200439 Iteration 3Q: 3 clusters Score -461454 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1713 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -461523.062500 Penalty: 4064.200439 Iteration 4Q: 3 clusters Score -461523.1 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1927 members Entering Unmasked Estep Score: -461560.093750 Penalty: 4064.200439 Iteration 5Q: 3 clusters Score -461560.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -461588.531250 Penalty: 4064.200439 Iteration 6Q: 3 clusters Score -461588.5 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -461611.531250 Penalty: 4064.200439 Iteration 7Q: 3 clusters Score -461611.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -461626.000000 Penalty: 4064.200439 Iteration 8Q: 3 clusters Score -461626 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 1952 members Entering Unmasked Estep Score: -461636.000000 Penalty: 4064.200439 Iteration 9Q: 3 clusters Score -461636 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -461644.437500 Penalty: 4064.200439 Iteration 10Q: 3 clusters Score -461644.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -461651.093750 Penalty: 4064.200439 Iteration 11Q: 3 clusters Score -461651.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -461656.593750 Penalty: 4064.200439 Iteration 12Q: 3 clusters Score -461656.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1675 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -461660.531250 Penalty: 4064.200439 Iteration 13Q: 3 clusters Score -461660.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -461663.500000 Penalty: 4064.200439 Iteration 14Q: 3 clusters Score -461663.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -461669.000000 Penalty: 4064.200439 Iteration 15Q: 3 clusters Score -461669 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -461676.218750 Penalty: 4064.200439 Iteration 16Q: 3 clusters Score -461676.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -461679.656250 Penalty: 4064.200439 Iteration 17Q: 3 clusters Score -461679.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -461684.906250 Penalty: 4064.200439 Iteration 18Q: 3 clusters Score -461684.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -461690.093750 Penalty: 4064.200439 Iteration 19Q: 3 clusters Score -461690.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -461694.875000 Penalty: 4064.200439 Iteration 20F: 3 clusters Score -461694.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 1949 members Entering Unmasked Estep Score: -461699.250000 Penalty: 4064.200439 Iteration 21Q: 3 clusters Score -461699.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -461701.843750 Penalty: 4064.200439 Iteration 22Q: 3 clusters Score -461701.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -461704.500000 Penalty: 4064.200439 Iteration 23Q: 3 clusters Score -461704.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -461704.062500 Penalty: 4064.200439 Iteration 24Q: 3 clusters Score -461704.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -461705.343750 Penalty: 4064.200439 Iteration 25Q: 3 clusters Score -461705.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 1948 members Entering Unmasked Estep Score: -461706.437500 Penalty: 4064.200439 Iteration 26Q: 3 clusters Score -461706.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -461707.562500 Penalty: 4064.200439 Iteration 27Q: 3 clusters Score -461707.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -461711.468750 Penalty: 4064.200439 Iteration 28Q: 3 clusters Score -461711.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -461715.250000 Penalty: 4064.200439 Iteration 29Q: 3 clusters Score -461715.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -461718.062500 Penalty: 4064.200439 Iteration 30Q: 3 clusters Score -461718.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -461719.593750 Penalty: 4064.200439 Iteration 31Q: 3 clusters Score -461719.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -461720.812500 Penalty: 4064.200439 Iteration 32Q: 3 clusters Score -461720.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -461721.156250 Penalty: 4064.200439 Iteration 33Q: 3 clusters Score -461721.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -461721.187500 Penalty: 4064.200439 Iteration 34Q: 3 clusters Score -461721.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -461721.187500 Penalty: 4064.200439 Iteration 35F: 3 clusters Score -461721.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (13344 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13344 members Entering Unmasked Estep Score: -1714819.000000 Penalty: 2355.708008 Iteration 0F: 2 clusters Score -1714819 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6678 members Mstep: Class 2 contains 6666 members Entering Unmasked Estep Score: -1705041.500000 Penalty: 4711.416016 Iteration 0F: 3 clusters Score -1705042 nChanged 5724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6560 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -1708066.250000 Penalty: 4711.416016 Iteration 1F: 3 clusters Score -1708066 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6556 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -1708400.000000 Penalty: 4711.416016 Iteration 2F: 3 clusters Score -1708400 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6569 members Mstep: Class 2 contains 6775 members Entering Unmasked Estep Score: -1708640.000000 Penalty: 4711.416016 Iteration 3Q: 3 clusters Score -1708640 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6577 members Mstep: Class 2 contains 6767 members Entering Unmasked Estep Score: -1708828.500000 Penalty: 4711.416016 Iteration 4Q: 3 clusters Score -1708828 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 6745 members Entering Unmasked Estep Score: -1708978.375000 Penalty: 4711.416016 Iteration 5Q: 3 clusters Score -1708978 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 6699 members Entering Unmasked Estep Score: -1709135.250000 Penalty: 4711.416016 Iteration 6Q: 3 clusters Score -1709135 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6744 members Mstep: Class 2 contains 6600 members Entering Unmasked Estep Score: -1709291.125000 Penalty: 4711.416016 Iteration 7Q: 3 clusters Score -1709291 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6873 members Mstep: Class 2 contains 6471 members Entering Unmasked Estep Score: -1709462.250000 Penalty: 4711.416016 Iteration 8Q: 3 clusters Score -1709462 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7028 members Mstep: Class 2 contains 6316 members Entering Unmasked Estep Score: -1709651.750000 Penalty: 4711.416016 Iteration 9Q: 3 clusters Score -1709652 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7206 members Mstep: Class 2 contains 6138 members Entering Unmasked Estep Score: -1709828.250000 Penalty: 4711.416016 Iteration 10Q: 3 clusters Score -1709828 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7430 members Mstep: Class 2 contains 5914 members Entering Unmasked Estep Score: -1710054.375000 Penalty: 4711.416016 Iteration 11Q: 3 clusters Score -1710054 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7679 members Mstep: Class 2 contains 5665 members Entering Unmasked Estep Score: -1710317.000000 Penalty: 4711.416016 Iteration 12Q: 3 clusters Score -1710317 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7966 members Mstep: Class 2 contains 5378 members Entering Unmasked Estep Score: -1710640.250000 Penalty: 4711.416016 Iteration 13Q: 3 clusters Score -1710640 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8284 members Mstep: Class 2 contains 5060 members Entering Unmasked Estep Score: -1711027.375000 Penalty: 4711.416016 Iteration 14Q: 3 clusters Score -1711027 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8594 members Mstep: Class 2 contains 4750 members Entering Unmasked Estep Score: -1711444.750000 Penalty: 4711.416016 Iteration 15Q: 3 clusters Score -1711445 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8829 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -1711879.625000 Penalty: 4711.416016 Iteration 16Q: 3 clusters Score -1711880 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8984 members Mstep: Class 2 contains 4360 members Entering Unmasked Estep Score: -1712289.625000 Penalty: 4711.416016 Iteration 17Q: 3 clusters Score -1712290 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9061 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -1712638.375000 Penalty: 4711.416016 Iteration 18Q: 3 clusters Score -1712638 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9061 members Mstep: Class 2 contains 4283 members Entering Unmasked Estep Score: -1712924.500000 Penalty: 4711.416016 Iteration 19Q: 3 clusters Score -1712924 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9031 members Mstep: Class 2 contains 4313 members Entering Unmasked Estep Score: -1713179.000000 Penalty: 4711.416016 Iteration 20F: 3 clusters Score -1713179 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8949 members Mstep: Class 2 contains 4395 members Entering Unmasked Estep Score: -1713377.750000 Penalty: 4711.416016 Iteration 21Q: 3 clusters Score -1713378 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8890 members Mstep: Class 2 contains 4454 members Entering Unmasked Estep Score: -1713515.625000 Penalty: 4711.416016 Iteration 22Q: 3 clusters Score -1713516 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8836 members Mstep: Class 2 contains 4508 members Entering Unmasked Estep Score: -1713594.375000 Penalty: 4711.416016 Iteration 23Q: 3 clusters Score -1713594 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8795 members Mstep: Class 2 contains 4549 members Entering Unmasked Estep Score: -1713626.250000 Penalty: 4711.416016 Iteration 24Q: 3 clusters Score -1713626 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8748 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -1713634.625000 Penalty: 4711.416016 Iteration 25Q: 3 clusters Score -1713635 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8719 members Mstep: Class 2 contains 4625 members Entering Unmasked Estep Score: -1713645.375000 Penalty: 4711.416016 Iteration 26Q: 3 clusters Score -1713645 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8708 members Mstep: Class 2 contains 4636 members Entering Unmasked Estep Score: -1713651.625000 Penalty: 4711.416016 Iteration 27Q: 3 clusters Score -1713652 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8700 members Mstep: Class 2 contains 4644 members Entering Unmasked Estep Score: -1713653.875000 Penalty: 4711.416016 Iteration 28Q: 3 clusters Score -1713654 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8693 members Mstep: Class 2 contains 4651 members Entering Unmasked Estep Score: -1713652.125000 Penalty: 4711.416016 Iteration 29Q: 3 clusters Score -1713652 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8687 members Mstep: Class 2 contains 4657 members Entering Unmasked Estep Score: -1713656.250000 Penalty: 4711.416016 Iteration 30Q: 3 clusters Score -1713656 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8683 members Mstep: Class 2 contains 4661 members Entering Unmasked Estep Score: -1713653.625000 Penalty: 4711.416016 Iteration 31Q: 3 clusters Score -1713654 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8681 members Mstep: Class 2 contains 4663 members Entering Unmasked Estep Score: -1713656.500000 Penalty: 4711.416016 Iteration 32Q: 3 clusters Score -1713656 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8679 members Mstep: Class 2 contains 4665 members Entering Unmasked Estep Score: -1713653.625000 Penalty: 4711.416016 Iteration 33Q: 3 clusters Score -1713654 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8676 members Mstep: Class 2 contains 4668 members Entering Unmasked Estep Score: -1713654.625000 Penalty: 4711.416016 Iteration 34Q: 3 clusters Score -1713655 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8674 members Mstep: Class 2 contains 4670 members Entering Unmasked Estep Score: -1713653.875000 Penalty: 4711.416016 Iteration 35Q: 3 clusters Score -1713654 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8669 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -1713659.375000 Penalty: 4711.416016 Iteration 36Q: 3 clusters Score -1713659 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8667 members Mstep: Class 2 contains 4677 members Entering Unmasked Estep Score: -1713660.750000 Penalty: 4711.416016 Iteration 37Q: 3 clusters Score -1713661 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8665 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -1713658.750000 Penalty: 4711.416016 Iteration 38Q: 3 clusters Score -1713659 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8665 members Mstep: Class 2 contains 4679 members Entering Unmasked Estep Score: -1713658.750000 Penalty: 4711.416016 Iteration 39F: 3 clusters Score -1713659 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (13056 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13056 members Entering Unmasked Estep Score: -1689375.750000 Penalty: 2350.296875 Iteration 0F: 2 clusters Score -1689376 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6518 members Mstep: Class 2 contains 6538 members Entering Unmasked Estep Score: -1679818.375000 Penalty: 4700.593750 Iteration 0F: 3 clusters Score -1679818 nChanged 5440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6524 members Mstep: Class 2 contains 6532 members Entering Unmasked Estep Score: -1682707.000000 Penalty: 4700.593750 Iteration 1F: 3 clusters Score -1682707 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6550 members Mstep: Class 2 contains 6506 members Entering Unmasked Estep Score: -1682979.250000 Penalty: 4700.593750 Iteration 2F: 3 clusters Score -1682979 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6591 members Mstep: Class 2 contains 6465 members Entering Unmasked Estep Score: -1683183.375000 Penalty: 4700.593750 Iteration 3Q: 3 clusters Score -1683183 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6656 members Mstep: Class 2 contains 6400 members Entering Unmasked Estep Score: -1683353.000000 Penalty: 4700.593750 Iteration 4Q: 3 clusters Score -1683353 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6727 members Mstep: Class 2 contains 6329 members Entering Unmasked Estep Score: -1683532.375000 Penalty: 4700.593750 Iteration 5Q: 3 clusters Score -1683532 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6790 members Mstep: Class 2 contains 6266 members Entering Unmasked Estep Score: -1683715.375000 Penalty: 4700.593750 Iteration 6Q: 3 clusters Score -1683715 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6845 members Mstep: Class 2 contains 6211 members Entering Unmasked Estep Score: -1683916.625000 Penalty: 4700.593750 Iteration 7Q: 3 clusters Score -1683917 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 6199 members Entering Unmasked Estep Score: -1684152.750000 Penalty: 4700.593750 Iteration 8Q: 3 clusters Score -1684153 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6856 members Mstep: Class 2 contains 6200 members Entering Unmasked Estep Score: -1684445.625000 Penalty: 4700.593750 Iteration 9Q: 3 clusters Score -1684446 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6809 members Mstep: Class 2 contains 6247 members Entering Unmasked Estep Score: -1684846.625000 Penalty: 4700.593750 Iteration 10Q: 3 clusters Score -1684847 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6680 members Mstep: Class 2 contains 6376 members Entering Unmasked Estep Score: -1685395.500000 Penalty: 4700.593750 Iteration 11F: 3 clusters Score -1685396 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -1686071.000000 Penalty: 4700.593750 Iteration 12F: 3 clusters Score -1686071 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6271 members Mstep: Class 2 contains 6785 members Entering Unmasked Estep Score: -1686839.000000 Penalty: 4700.593750 Iteration 13F: 3 clusters Score -1686839 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6140 members Mstep: Class 2 contains 6916 members Entering Unmasked Estep Score: -1687465.250000 Penalty: 4700.593750 Iteration 14F: 3 clusters Score -1687465 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6042 members Mstep: Class 2 contains 7014 members Entering Unmasked Estep Score: -1687856.750000 Penalty: 4700.593750 Iteration 15Q: 3 clusters Score -1687857 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5963 members Mstep: Class 2 contains 7093 members Entering Unmasked Estep Score: -1688077.125000 Penalty: 4700.593750 Iteration 16Q: 3 clusters Score -1688077 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5877 members Mstep: Class 2 contains 7179 members Entering Unmasked Estep Score: -1688232.500000 Penalty: 4700.593750 Iteration 17Q: 3 clusters Score -1688232 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5763 members Mstep: Class 2 contains 7293 members Entering Unmasked Estep Score: -1688365.625000 Penalty: 4700.593750 Iteration 18Q: 3 clusters Score -1688366 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5637 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -1688480.375000 Penalty: 4700.593750 Iteration 19Q: 3 clusters Score -1688480 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5542 members Mstep: Class 2 contains 7514 members Entering Unmasked Estep Score: -1688553.250000 Penalty: 4700.593750 Iteration 20F: 3 clusters Score -1688553 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5446 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -1688608.000000 Penalty: 4700.593750 Iteration 21Q: 3 clusters Score -1688608 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 7679 members Entering Unmasked Estep Score: -1688636.125000 Penalty: 4700.593750 Iteration 22Q: 3 clusters Score -1688636 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5325 members Mstep: Class 2 contains 7731 members Entering Unmasked Estep Score: -1688655.000000 Penalty: 4700.593750 Iteration 23Q: 3 clusters Score -1688655 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 7772 members Entering Unmasked Estep Score: -1688661.000000 Penalty: 4700.593750 Iteration 24Q: 3 clusters Score -1688661 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5249 members Mstep: Class 2 contains 7807 members Entering Unmasked Estep Score: -1688670.875000 Penalty: 4700.593750 Iteration 25Q: 3 clusters Score -1688671 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5218 members Mstep: Class 2 contains 7838 members Entering Unmasked Estep Score: -1688673.000000 Penalty: 4700.593750 Iteration 26Q: 3 clusters Score -1688673 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5202 members Mstep: Class 2 contains 7854 members Entering Unmasked Estep Score: -1688678.375000 Penalty: 4700.593750 Iteration 27Q: 3 clusters Score -1688678 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 7873 members Entering Unmasked Estep Score: -1688679.000000 Penalty: 4700.593750 Iteration 28Q: 3 clusters Score -1688679 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5167 members Mstep: Class 2 contains 7889 members Entering Unmasked Estep Score: -1688684.500000 Penalty: 4700.593750 Iteration 29Q: 3 clusters Score -1688684 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5154 members Mstep: Class 2 contains 7902 members Entering Unmasked Estep Score: -1688686.375000 Penalty: 4700.593750 Iteration 30Q: 3 clusters Score -1688686 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5142 members Mstep: Class 2 contains 7914 members Entering Unmasked Estep Score: -1688687.000000 Penalty: 4700.593750 Iteration 31Q: 3 clusters Score -1688687 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5133 members Mstep: Class 2 contains 7923 members Entering Unmasked Estep Score: -1688686.750000 Penalty: 4700.593750 Iteration 32Q: 3 clusters Score -1688687 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5124 members Mstep: Class 2 contains 7932 members Entering Unmasked Estep Score: -1688687.375000 Penalty: 4700.593750 Iteration 33Q: 3 clusters Score -1688687 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5118 members Mstep: Class 2 contains 7938 members Entering Unmasked Estep Score: -1688691.250000 Penalty: 4700.593750 Iteration 34Q: 3 clusters Score -1688691 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5111 members Mstep: Class 2 contains 7945 members Entering Unmasked Estep Score: -1688690.750000 Penalty: 4700.593750 Iteration 35Q: 3 clusters Score -1688691 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 7953 members Entering Unmasked Estep Score: -1688693.500000 Penalty: 4700.593750 Iteration 36Q: 3 clusters Score -1688694 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5096 members Mstep: Class 2 contains 7960 members Entering Unmasked Estep Score: -1688697.875000 Penalty: 4700.593750 Iteration 37Q: 3 clusters Score -1688698 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 7967 members Entering Unmasked Estep Score: -1688698.375000 Penalty: 4700.593750 Iteration 38Q: 3 clusters Score -1688698 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 7973 members Entering Unmasked Estep Score: -1688697.000000 Penalty: 4700.593750 Iteration 39Q: 3 clusters Score -1688697 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5078 members Mstep: Class 2 contains 7978 members Entering Unmasked Estep Score: -1688696.375000 Penalty: 4700.593750 Iteration 40F: 3 clusters Score -1688696 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5074 members Mstep: Class 2 contains 7982 members Entering Unmasked Estep Score: -1688700.750000 Penalty: 4700.593750 Iteration 41Q: 3 clusters Score -1688701 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5070 members Mstep: Class 2 contains 7986 members Entering Unmasked Estep Score: -1688701.125000 Penalty: 4700.593750 Iteration 42Q: 3 clusters Score -1688701 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 7992 members Entering Unmasked Estep Score: -1688703.625000 Penalty: 4700.593750 Iteration 43Q: 3 clusters Score -1688704 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5059 members Mstep: Class 2 contains 7997 members Entering Unmasked Estep Score: -1688700.375000 Penalty: 4700.593750 Iteration 44Q: 3 clusters Score -1688700 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 7999 members Entering Unmasked Estep Score: -1688699.250000 Penalty: 4700.593750 Iteration 45Q: 3 clusters Score -1688699 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Mstep: Class 2 contains 8000 members Entering Unmasked Estep Score: -1688700.250000 Penalty: 4700.593750 Iteration 46Q: 3 clusters Score -1688700 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Mstep: Class 2 contains 8000 members Entering Unmasked Estep Score: -1688700.250000 Penalty: 4700.593750 Iteration 47F: 3 clusters Score -1688700 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (214389 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214389 members Entering Unmasked Estep Score: -27089942.000000 Penalty: 3044.335693 Iteration 0F: 2 clusters Score -2.708994e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107665 members Mstep: Class 2 contains 106724 members Entering Unmasked Estep Score: -26953676.000000 Penalty: 6088.671387 Iteration 0F: 3 clusters Score -2.695368e+07 nChanged 103125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116506 members Mstep: Class 2 contains 97883 members Entering Unmasked Estep Score: -27014506.000000 Penalty: 6088.671387 Iteration 1F: 3 clusters Score -2.701451e+07 nChanged 7624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122250 members Mstep: Class 2 contains 92139 members Entering Unmasked Estep Score: -27016820.000000 Penalty: 6088.671387 Iteration 2Q: 3 clusters Score -2.701682e+07 nChanged 9793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131069 members Mstep: Class 2 contains 83320 members Entering Unmasked Estep Score: -27021060.000000 Penalty: 6088.671387 Iteration 3Q: 3 clusters Score -2.702106e+07 nChanged 13510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144213 members Mstep: Class 2 contains 70176 members Entering Unmasked Estep Score: -27029034.000000 Penalty: 6088.671387 Iteration 4F: 3 clusters Score -2.702903e+07 nChanged 17794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161875 members Mstep: Class 2 contains 52514 members Entering Unmasked Estep Score: -27043088.000000 Penalty: 6088.671387 Iteration 5F: 3 clusters Score -2.704309e+07 nChanged 20347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182186 members Mstep: Class 2 contains 32203 members Entering Unmasked Estep Score: -27061730.000000 Penalty: 6088.671387 Iteration 6F: 3 clusters Score -2.706173e+07 nChanged 17877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200031 members Mstep: Class 2 contains 14358 members Entering Unmasked Estep Score: -27077468.000000 Penalty: 6088.671387 Iteration 7F: 3 clusters Score -2.707747e+07 nChanged 9652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209619 members Mstep: Class 2 contains 4770 members Entering Unmasked Estep Score: -27084774.000000 Penalty: 6088.671387 Iteration 8Q: 3 clusters Score -2.708477e+07 nChanged 3212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212717 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -27086992.000000 Penalty: 6088.671387 Iteration 9Q: 3 clusters Score -2.708699e+07 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213456 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -27087702.000000 Penalty: 6088.671387 Iteration 10Q: 3 clusters Score -2.70877e+07 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213548 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -27088214.000000 Penalty: 6088.671387 Iteration 11Q: 3 clusters Score -2.708821e+07 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213483 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -27088724.000000 Penalty: 6088.671387 Iteration 12Q: 3 clusters Score -2.708872e+07 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213315 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -27089322.000000 Penalty: 6088.671387 Iteration 13Q: 3 clusters Score -2.708932e+07 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213103 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -27089872.000000 Penalty: 6088.671387 Iteration 14Q: 3 clusters Score -2.708987e+07 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212871 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -27090338.000000 Penalty: 6088.671387 Iteration 15Q: 3 clusters Score -2.709034e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212648 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -27090612.000000 Penalty: 6088.671387 Iteration 16Q: 3 clusters Score -2.709061e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212451 members Mstep: Class 2 contains 1938 members Entering Unmasked Estep Score: -27090794.000000 Penalty: 6088.671387 Iteration 17Q: 3 clusters Score -2.709079e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212285 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -27090906.000000 Penalty: 6088.671387 Iteration 18Q: 3 clusters Score -2.709091e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212139 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -27091028.000000 Penalty: 6088.671387 Iteration 19Q: 3 clusters Score -2.709103e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212037 members Mstep: Class 2 contains 2352 members Entering Unmasked Estep Score: -27091202.000000 Penalty: 6088.671387 Iteration 20F: 3 clusters Score -2.70912e+07 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211912 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -27091246.000000 Penalty: 6088.671387 Iteration 21Q: 3 clusters Score -2.709125e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211798 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -27091302.000000 Penalty: 6088.671387 Iteration 22Q: 3 clusters Score -2.70913e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211701 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -27091318.000000 Penalty: 6088.671387 Iteration 23Q: 3 clusters Score -2.709132e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211632 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -27091404.000000 Penalty: 6088.671387 Iteration 24Q: 3 clusters Score -2.70914e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211576 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -27091396.000000 Penalty: 6088.671387 Iteration 25Q: 3 clusters Score -2.70914e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211536 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -27091416.000000 Penalty: 6088.671387 Iteration 26Q: 3 clusters Score -2.709142e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211517 members Mstep: Class 2 contains 2872 members Entering Unmasked Estep Score: -27091424.000000 Penalty: 6088.671387 Iteration 27Q: 3 clusters Score -2.709142e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211504 members Mstep: Class 2 contains 2885 members Entering Unmasked Estep Score: -27091452.000000 Penalty: 6088.671387 Iteration 28Q: 3 clusters Score -2.709145e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211494 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -27091462.000000 Penalty: 6088.671387 Iteration 29Q: 3 clusters Score -2.709146e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211486 members Mstep: Class 2 contains 2903 members Entering Unmasked Estep Score: -27091464.000000 Penalty: 6088.671387 Iteration 30Q: 3 clusters Score -2.709146e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211472 members Mstep: Class 2 contains 2917 members Entering Unmasked Estep Score: -27091466.000000 Penalty: 6088.671387 Iteration 31Q: 3 clusters Score -2.709147e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211461 members Mstep: Class 2 contains 2928 members Entering Unmasked Estep Score: -27091470.000000 Penalty: 6088.671387 Iteration 32Q: 3 clusters Score -2.709147e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211448 members Mstep: Class 2 contains 2941 members Entering Unmasked Estep Score: -27091460.000000 Penalty: 6088.671387 Iteration 33Q: 3 clusters Score -2.709146e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211438 members Mstep: Class 2 contains 2951 members Entering Unmasked Estep Score: -27091462.000000 Penalty: 6088.671387 Iteration 34Q: 3 clusters Score -2.709146e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211428 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -27091506.000000 Penalty: 6088.671387 Iteration 35Q: 3 clusters Score -2.709151e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211422 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -27091494.000000 Penalty: 6088.671387 Iteration 36Q: 3 clusters Score -2.709149e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211414 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -27091490.000000 Penalty: 6088.671387 Iteration 37Q: 3 clusters Score -2.709149e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211409 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -27091484.000000 Penalty: 6088.671387 Iteration 38Q: 3 clusters Score -2.709148e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211402 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -27091472.000000 Penalty: 6088.671387 Iteration 39Q: 3 clusters Score -2.709147e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211398 members Mstep: Class 2 contains 2991 members Entering Unmasked Estep Score: -27091480.000000 Penalty: 6088.671387 Iteration 40F: 3 clusters Score -2.709148e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211395 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -27091464.000000 Penalty: 6088.671387 Iteration 41Q: 3 clusters Score -2.709146e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211392 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -27091466.000000 Penalty: 6088.671387 Iteration 42Q: 3 clusters Score -2.709147e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211391 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -27091454.000000 Penalty: 6088.671387 Iteration 43Q: 3 clusters Score -2.709145e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211389 members Mstep: Class 2 contains 3000 members Entering Unmasked Estep Score: -27091452.000000 Penalty: 6088.671387 Iteration 44Q: 3 clusters Score -2.709145e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211388 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -27091452.000000 Penalty: 6088.671387 Iteration 45Q: 3 clusters Score -2.709145e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211388 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -27091452.000000 Penalty: 6088.671387 Iteration 46F: 3 clusters Score -2.709145e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 25891 members Mstep: Class 2 contains 3001 members Mstep: Class 3 contains 3592 members Mstep: Class 4 contains 3041 members Mstep: Class 5 contains 3619 members Mstep: Class 6 contains 13344 members Mstep: Class 7 contains 13056 members Mstep: Class 8 contains 211388 members Mstep: Class 9 contains 1926 members Mstep: Class 10 contains 3283 members Mstep: Class 11 contains 20571 members Mstep: Class 14 contains 15060 members Mstep: Class 15 contains 7113 members Mstep: Class 16 contains 75610 members Mstep: Class 17 contains 1806 members Mstep: Class 18 contains 2694 members Mstep: Class 19 contains 39434 members Mstep: Class 20 contains 1026 members Entering Unmasked Estep Score: -55655404.000000 Penalty: 58062.804688 Splitting cluster 8 changes total score from -55653748.000000 to -55655404.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 9 (1926 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Entering Unmasked Estep Score: -202215.718750 Penalty: 1875.673706 Iteration 0F: 2 clusters Score -202215.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -199766.031250 Penalty: 3751.347412 Iteration 0F: 3 clusters Score -199766 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -201238.703125 Penalty: 3751.347412 Iteration 1F: 3 clusters Score -201238.7 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -202481.703125 Penalty: 3751.347412 Iteration 2F: 3 clusters Score -202481.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -203603.156250 Penalty: 3751.347412 Iteration 3F: 3 clusters Score -203603.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -204137.015625 Penalty: 3751.347412 Iteration 4F: 3 clusters Score -204137 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -204654.765625 Penalty: 3751.347412 Iteration 5Q: 3 clusters Score -204654.8 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -206553.343750 Penalty: 3751.347412 Iteration 6Q: 3 clusters Score -206553.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -206732.609375 Penalty: 3751.347412 Iteration 7Q: 3 clusters Score -206732.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -206904.203125 Penalty: 3751.347412 Iteration 8Q: 3 clusters Score -206904.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -207155.375000 Penalty: 3751.347412 Iteration 9Q: 3 clusters Score -207155.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -207499.187500 Penalty: 3751.347412 Iteration 10Q: 3 clusters Score -207499.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -207522.687500 Penalty: 3751.347412 Iteration 11Q: 3 clusters Score -207522.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -207541.437500 Penalty: 3751.347412 Iteration 12Q: 3 clusters Score -207541.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -207555.828125 Penalty: 3751.347412 Iteration 13Q: 3 clusters Score -207555.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -207580.203125 Penalty: 3751.347412 Iteration 14Q: 3 clusters Score -207580.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -207592.859375 Penalty: 3751.347412 Iteration 15Q: 3 clusters Score -207592.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -207650.890625 Penalty: 3751.347412 Iteration 16F: 3 clusters Score -207650.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -207768.843750 Penalty: 3751.347412 Iteration 17Q: 3 clusters Score -207768.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -207781.546875 Penalty: 3751.347412 Iteration 18Q: 3 clusters Score -207781.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -207782.671875 Penalty: 3751.347412 Iteration 19Q: 3 clusters Score -207782.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -207783.234375 Penalty: 3751.347412 Iteration 20F: 3 clusters Score -207783.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -207784.265625 Penalty: 3751.347412 Iteration 21Q: 3 clusters Score -207784.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -207785.281250 Penalty: 3751.347412 Iteration 22Q: 3 clusters Score -207785.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -207785.671875 Penalty: 3751.347412 Iteration 23Q: 3 clusters Score -207785.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -207785.671875 Penalty: 3751.347412 Iteration 24F: 3 clusters Score -207785.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 25891 members Mstep: Class 2 contains 3001 members Mstep: Class 3 contains 3592 members Mstep: Class 4 contains 3041 members Mstep: Class 5 contains 3619 members Mstep: Class 6 contains 13344 members Mstep: Class 7 contains 13056 members Mstep: Class 8 contains 211388 members Mstep: Class 9 contains 1254 members Mstep: Class 10 contains 3283 members Mstep: Class 11 contains 20571 members Mstep: Class 12 contains 672 members Mstep: Class 14 contains 15060 members Mstep: Class 15 contains 7113 members Mstep: Class 16 contains 75610 members Mstep: Class 17 contains 1806 members Mstep: Class 18 contains 2694 members Mstep: Class 19 contains 39434 members Mstep: Class 20 contains 1026 members Entering Unmasked Estep Score: -55659516.000000 Penalty: 61288.515625 Splitting cluster 9 changes total score from -55653748.000000 to -55659516.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 10 (3283 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Entering Unmasked Estep Score: -419952.656250 Penalty: 2007.935181 Iteration 0F: 2 clusters Score -419952.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -416527.718750 Penalty: 4015.870361 Iteration 0F: 3 clusters Score -416527.7 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -417274.812500 Penalty: 4015.870361 Iteration 1F: 3 clusters Score -417274.8 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -417543.718750 Penalty: 4015.870361 Iteration 2F: 3 clusters Score -417543.7 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -417796.031250 Penalty: 4015.870361 Iteration 3F: 3 clusters Score -417796 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -418079.406250 Penalty: 4015.870361 Iteration 4F: 3 clusters Score -418079.4 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -418387.531250 Penalty: 4015.870361 Iteration 5F: 3 clusters Score -418387.5 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -418664.875000 Penalty: 4015.870361 Iteration 6F: 3 clusters Score -418664.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -418876.875000 Penalty: 4015.870361 Iteration 7F: 3 clusters Score -418876.9 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -419000.125000 Penalty: 4015.870361 Iteration 8Q: 3 clusters Score -419000.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -419062.156250 Penalty: 4015.870361 Iteration 9Q: 3 clusters Score -419062.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -419104.468750 Penalty: 4015.870361 Iteration 10Q: 3 clusters Score -419104.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -419126.281250 Penalty: 4015.870361 Iteration 11Q: 3 clusters Score -419126.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -419136.906250 Penalty: 4015.870361 Iteration 12Q: 3 clusters Score -419136.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -419146.906250 Penalty: 4015.870361 Iteration 13Q: 3 clusters Score -419146.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -419150.093750 Penalty: 4015.870361 Iteration 14Q: 3 clusters Score -419150.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -419151.562500 Penalty: 4015.870361 Iteration 15Q: 3 clusters Score -419151.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -419153.343750 Penalty: 4015.870361 Iteration 16Q: 3 clusters Score -419153.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -419154.406250 Penalty: 4015.870361 Iteration 17Q: 3 clusters Score -419154.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -419155.343750 Penalty: 4015.870361 Iteration 18Q: 3 clusters Score -419155.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -419156.250000 Penalty: 4015.870361 Iteration 19Q: 3 clusters Score -419156.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -419156.500000 Penalty: 4015.870361 Iteration 20F: 3 clusters Score -419156.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -419157.156250 Penalty: 4015.870361 Iteration 21Q: 3 clusters Score -419157.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -419156.343750 Penalty: 4015.870361 Iteration 22Q: 3 clusters Score -419156.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -419157.781250 Penalty: 4015.870361 Iteration 23Q: 3 clusters Score -419157.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -419157.218750 Penalty: 4015.870361 Iteration 24Q: 3 clusters Score -419157.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -419157.218750 Penalty: 4015.870361 Iteration 25F: 3 clusters Score -419157.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (20571 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20571 members Entering Unmasked Estep Score: -2653655.500000 Penalty: 2463.046143 Iteration 0F: 2 clusters Score -2653656 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10375 members Mstep: Class 2 contains 10196 members Entering Unmasked Estep Score: -2639090.750000 Penalty: 4926.092285 Iteration 0F: 3 clusters Score -2639091 nChanged 9213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10578 members Mstep: Class 2 contains 9993 members Entering Unmasked Estep Score: -2643989.750000 Penalty: 4926.092285 Iteration 1F: 3 clusters Score -2643990 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10647 members Mstep: Class 2 contains 9924 members Entering Unmasked Estep Score: -2644616.250000 Penalty: 4926.092285 Iteration 2F: 3 clusters Score -2644616 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10709 members Mstep: Class 2 contains 9862 members Entering Unmasked Estep Score: -2645271.750000 Penalty: 4926.092285 Iteration 3F: 3 clusters Score -2645272 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10651 members Mstep: Class 2 contains 9920 members Entering Unmasked Estep Score: -2645848.500000 Penalty: 4926.092285 Iteration 4F: 3 clusters Score -2645848 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10474 members Mstep: Class 2 contains 10097 members Entering Unmasked Estep Score: -2646321.250000 Penalty: 4926.092285 Iteration 5F: 3 clusters Score -2646321 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10223 members Mstep: Class 2 contains 10348 members Entering Unmasked Estep Score: -2646706.000000 Penalty: 4926.092285 Iteration 6Q: 3 clusters Score -2646706 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9852 members Mstep: Class 2 contains 10719 members Entering Unmasked Estep Score: -2647051.750000 Penalty: 4926.092285 Iteration 7Q: 3 clusters Score -2647052 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9443 members Mstep: Class 2 contains 11128 members Entering Unmasked Estep Score: -2647382.000000 Penalty: 4926.092285 Iteration 8Q: 3 clusters Score -2647382 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8949 members Mstep: Class 2 contains 11622 members Entering Unmasked Estep Score: -2647744.250000 Penalty: 4926.092285 Iteration 9Q: 3 clusters Score -2647744 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8362 members Mstep: Class 2 contains 12209 members Entering Unmasked Estep Score: -2648151.500000 Penalty: 4926.092285 Iteration 10Q: 3 clusters Score -2648152 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7659 members Mstep: Class 2 contains 12912 members Entering Unmasked Estep Score: -2648632.750000 Penalty: 4926.092285 Iteration 11Q: 3 clusters Score -2648633 nChanged 854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6893 members Mstep: Class 2 contains 13678 members Entering Unmasked Estep Score: -2649152.000000 Penalty: 4926.092285 Iteration 12Q: 3 clusters Score -2649152 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6116 members Mstep: Class 2 contains 14455 members Entering Unmasked Estep Score: -2649723.500000 Penalty: 4926.092285 Iteration 13Q: 3 clusters Score -2649724 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 15214 members Entering Unmasked Estep Score: -2650282.250000 Penalty: 4926.092285 Iteration 14Q: 3 clusters Score -2650282 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 15900 members Entering Unmasked Estep Score: -2650797.250000 Penalty: 4926.092285 Iteration 15Q: 3 clusters Score -2650797 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 16459 members Entering Unmasked Estep Score: -2651184.000000 Penalty: 4926.092285 Iteration 16Q: 3 clusters Score -2651184 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 16915 members Entering Unmasked Estep Score: -2651452.250000 Penalty: 4926.092285 Iteration 17Q: 3 clusters Score -2651452 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3262 members Mstep: Class 2 contains 17309 members Entering Unmasked Estep Score: -2651670.500000 Penalty: 4926.092285 Iteration 18Q: 3 clusters Score -2651670 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 17635 members Entering Unmasked Estep Score: -2651855.250000 Penalty: 4926.092285 Iteration 19Q: 3 clusters Score -2651855 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 17941 members Entering Unmasked Estep Score: -2652026.500000 Penalty: 4926.092285 Iteration 20F: 3 clusters Score -2652026 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 18204 members Entering Unmasked Estep Score: -2652153.000000 Penalty: 4926.092285 Iteration 21Q: 3 clusters Score -2652153 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 18391 members Entering Unmasked Estep Score: -2652233.750000 Penalty: 4926.092285 Iteration 22Q: 3 clusters Score -2652234 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 18550 members Entering Unmasked Estep Score: -2652292.750000 Penalty: 4926.092285 Iteration 23Q: 3 clusters Score -2652293 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 18676 members Entering Unmasked Estep Score: -2652356.500000 Penalty: 4926.092285 Iteration 24Q: 3 clusters Score -2652356 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 18803 members Entering Unmasked Estep Score: -2652406.750000 Penalty: 4926.092285 Iteration 25Q: 3 clusters Score -2652407 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 18912 members Entering Unmasked Estep Score: -2652458.500000 Penalty: 4926.092285 Iteration 26Q: 3 clusters Score -2652458 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 18984 members Entering Unmasked Estep Score: -2652493.500000 Penalty: 4926.092285 Iteration 27Q: 3 clusters Score -2652494 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 19044 members Entering Unmasked Estep Score: -2652508.500000 Penalty: 4926.092285 Iteration 28Q: 3 clusters Score -2652508 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1478 members Mstep: Class 2 contains 19093 members Entering Unmasked Estep Score: -2652527.250000 Penalty: 4926.092285 Iteration 29Q: 3 clusters Score -2652527 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 19141 members Entering Unmasked Estep Score: -2652546.500000 Penalty: 4926.092285 Iteration 30Q: 3 clusters Score -2652546 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 19175 members Entering Unmasked Estep Score: -2652563.250000 Penalty: 4926.092285 Iteration 31Q: 3 clusters Score -2652563 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 19208 members Entering Unmasked Estep Score: -2652575.500000 Penalty: 4926.092285 Iteration 32Q: 3 clusters Score -2652576 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 19229 members Entering Unmasked Estep Score: -2652590.250000 Penalty: 4926.092285 Iteration 33Q: 3 clusters Score -2652590 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 19241 members Entering Unmasked Estep Score: -2652597.250000 Penalty: 4926.092285 Iteration 34Q: 3 clusters Score -2652597 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 19260 members Entering Unmasked Estep Score: -2652606.250000 Penalty: 4926.092285 Iteration 35Q: 3 clusters Score -2652606 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 19273 members Entering Unmasked Estep Score: -2652608.000000 Penalty: 4926.092285 Iteration 36Q: 3 clusters Score -2652608 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 19286 members Entering Unmasked Estep Score: -2652613.750000 Penalty: 4926.092285 Iteration 37Q: 3 clusters Score -2652614 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 19298 members Entering Unmasked Estep Score: -2652619.250000 Penalty: 4926.092285 Iteration 38Q: 3 clusters Score -2652619 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 19312 members Entering Unmasked Estep Score: -2652621.250000 Penalty: 4926.092285 Iteration 39Q: 3 clusters Score -2652621 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 19326 members Entering Unmasked Estep Score: -2652627.750000 Penalty: 4926.092285 Iteration 40F: 3 clusters Score -2652628 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 19338 members Entering Unmasked Estep Score: -2652631.750000 Penalty: 4926.092285 Iteration 41Q: 3 clusters Score -2652632 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 19352 members Entering Unmasked Estep Score: -2652641.250000 Penalty: 4926.092285 Iteration 42Q: 3 clusters Score -2652641 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 19363 members Entering Unmasked Estep Score: -2652652.250000 Penalty: 4926.092285 Iteration 43Q: 3 clusters Score -2652652 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 19378 members Entering Unmasked Estep Score: -2652658.500000 Penalty: 4926.092285 Iteration 44Q: 3 clusters Score -2652658 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 19387 members Entering Unmasked Estep Score: -2652661.250000 Penalty: 4926.092285 Iteration 45Q: 3 clusters Score -2652661 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 19397 members Entering Unmasked Estep Score: -2652660.750000 Penalty: 4926.092285 Iteration 46Q: 3 clusters Score -2652661 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 19406 members Entering Unmasked Estep Score: -2652663.000000 Penalty: 4926.092285 Iteration 47Q: 3 clusters Score -2652663 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 19411 members Entering Unmasked Estep Score: -2652660.000000 Penalty: 4926.092285 Iteration 48Q: 3 clusters Score -2652660 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 19418 members Entering Unmasked Estep Score: -2652667.750000 Penalty: 4926.092285 Iteration 49Q: 3 clusters Score -2652668 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 19421 members Entering Unmasked Estep Score: -2652672.750000 Penalty: 4926.092285 Iteration 50Q: 3 clusters Score -2652673 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 19424 members Entering Unmasked Estep Score: -2652674.000000 Penalty: 4926.092285 Iteration 51Q: 3 clusters Score -2652674 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 19425 members Entering Unmasked Estep Score: -2652671.500000 Penalty: 4926.092285 Iteration 52Q: 3 clusters Score -2652672 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 19426 members Entering Unmasked Estep Score: -2652671.250000 Penalty: 4926.092285 Iteration 53Q: 3 clusters Score -2652671 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 19426 members Entering Unmasked Estep Score: -2652671.250000 Penalty: 4926.092285 Iteration 54F: 3 clusters Score -2652671 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (15060 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15060 members Entering Unmasked Estep Score: -1934247.750000 Penalty: 2385.709717 Iteration 0F: 2 clusters Score -1934248 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7584 members Mstep: Class 2 contains 7476 members Entering Unmasked Estep Score: -1923279.000000 Penalty: 4771.419434 Iteration 0F: 3 clusters Score -1923279 nChanged 6566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7948 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -1926770.625000 Penalty: 4771.419434 Iteration 1F: 3 clusters Score -1926771 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8155 members Mstep: Class 2 contains 6905 members Entering Unmasked Estep Score: -1927097.250000 Penalty: 4771.419434 Iteration 2F: 3 clusters Score -1927097 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8384 members Mstep: Class 2 contains 6676 members Entering Unmasked Estep Score: -1927364.375000 Penalty: 4771.419434 Iteration 3Q: 3 clusters Score -1927364 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8658 members Mstep: Class 2 contains 6402 members Entering Unmasked Estep Score: -1927614.625000 Penalty: 4771.419434 Iteration 4Q: 3 clusters Score -1927615 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9067 members Mstep: Class 2 contains 5993 members Entering Unmasked Estep Score: -1927923.625000 Penalty: 4771.419434 Iteration 5Q: 3 clusters Score -1927924 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9614 members Mstep: Class 2 contains 5446 members Entering Unmasked Estep Score: -1928356.125000 Penalty: 4771.419434 Iteration 6Q: 3 clusters Score -1928356 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10320 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -1928923.625000 Penalty: 4771.419434 Iteration 7F: 3 clusters Score -1928924 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11144 members Mstep: Class 2 contains 3916 members Entering Unmasked Estep Score: -1929648.125000 Penalty: 4771.419434 Iteration 8F: 3 clusters Score -1929648 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12025 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -1930457.375000 Penalty: 4771.419434 Iteration 9F: 3 clusters Score -1930457 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12829 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -1931224.750000 Penalty: 4771.419434 Iteration 10F: 3 clusters Score -1931225 nChanged 654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13433 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -1931786.375000 Penalty: 4771.419434 Iteration 11Q: 3 clusters Score -1931786 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13867 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -1932173.000000 Penalty: 4771.419434 Iteration 12Q: 3 clusters Score -1932173 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14124 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -1932384.250000 Penalty: 4771.419434 Iteration 13Q: 3 clusters Score -1932384 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14275 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -1932516.875000 Penalty: 4771.419434 Iteration 14Q: 3 clusters Score -1932517 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14358 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -1932590.625000 Penalty: 4771.419434 Iteration 15Q: 3 clusters Score -1932591 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14404 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -1932614.000000 Penalty: 4771.419434 Iteration 16Q: 3 clusters Score -1932614 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14433 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -1932636.500000 Penalty: 4771.419434 Iteration 17Q: 3 clusters Score -1932636 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14452 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -1932651.625000 Penalty: 4771.419434 Iteration 18Q: 3 clusters Score -1932652 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14466 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -1932656.500000 Penalty: 4771.419434 Iteration 19Q: 3 clusters Score -1932656 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14479 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -1932671.750000 Penalty: 4771.419434 Iteration 20F: 3 clusters Score -1932672 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14493 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -1932678.500000 Penalty: 4771.419434 Iteration 21Q: 3 clusters Score -1932678 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14504 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -1932689.875000 Penalty: 4771.419434 Iteration 22Q: 3 clusters Score -1932690 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14512 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -1932693.625000 Penalty: 4771.419434 Iteration 23Q: 3 clusters Score -1932694 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14521 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -1932697.625000 Penalty: 4771.419434 Iteration 24Q: 3 clusters Score -1932698 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14523 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -1932698.375000 Penalty: 4771.419434 Iteration 25Q: 3 clusters Score -1932698 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14526 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -1932700.625000 Penalty: 4771.419434 Iteration 26Q: 3 clusters Score -1932701 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14526 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -1932700.625000 Penalty: 4771.419434 Iteration 27F: 3 clusters Score -1932701 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (7113 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7113 members Entering Unmasked Estep Score: -900221.562500 Penalty: 2199.680420 Iteration 0F: 2 clusters Score -900221.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -894313.687500 Penalty: 4399.360840 Iteration 0F: 3 clusters Score -894313.7 nChanged 2884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -895899.250000 Penalty: 4399.360840 Iteration 1F: 3 clusters Score -895899.2 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -896324.500000 Penalty: 4399.360840 Iteration 2F: 3 clusters Score -896324.5 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -896785.562500 Penalty: 4399.360840 Iteration 3F: 3 clusters Score -896785.6 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -897486.437500 Penalty: 4399.360840 Iteration 4F: 3 clusters Score -897486.4 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 4079 members Entering Unmasked Estep Score: -898619.187500 Penalty: 4399.360840 Iteration 5F: 3 clusters Score -898619.2 nChanged 648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 3953 members Entering Unmasked Estep Score: -900098.937500 Penalty: 4399.360840 Iteration 6F: 3 clusters Score -900098.9 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -900902.812500 Penalty: 4399.360840 Iteration 7F: 3 clusters Score -900902.8 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3249 members Mstep: Class 2 contains 3864 members Entering Unmasked Estep Score: -901080.000000 Penalty: 4399.360840 Iteration 8Q: 3 clusters Score -901080 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -901139.750000 Penalty: 4399.360840 Iteration 9Q: 3 clusters Score -901139.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -901161.375000 Penalty: 4399.360840 Iteration 10Q: 3 clusters Score -901161.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -901177.312500 Penalty: 4399.360840 Iteration 11Q: 3 clusters Score -901177.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -901189.062500 Penalty: 4399.360840 Iteration 12Q: 3 clusters Score -901189.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3206 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -901195.500000 Penalty: 4399.360840 Iteration 13Q: 3 clusters Score -901195.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 3915 members Entering Unmasked Estep Score: -901201.062500 Penalty: 4399.360840 Iteration 14Q: 3 clusters Score -901201.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -901206.500000 Penalty: 4399.360840 Iteration 15Q: 3 clusters Score -901206.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -901209.375000 Penalty: 4399.360840 Iteration 16Q: 3 clusters Score -901209.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -901210.875000 Penalty: 4399.360840 Iteration 17Q: 3 clusters Score -901210.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -901213.062500 Penalty: 4399.360840 Iteration 18Q: 3 clusters Score -901213.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3170 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -901214.500000 Penalty: 4399.360840 Iteration 19Q: 3 clusters Score -901214.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 3941 members Entering Unmasked Estep Score: -901214.312500 Penalty: 4399.360840 Iteration 20F: 3 clusters Score -901214.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -901216.000000 Penalty: 4399.360840 Iteration 21Q: 3 clusters Score -901216 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -901216.125000 Penalty: 4399.360840 Iteration 22Q: 3 clusters Score -901216.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3174 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -901216.125000 Penalty: 4399.360840 Iteration 23F: 3 clusters Score -901216.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 25891 members Mstep: Class 2 contains 3001 members Mstep: Class 3 contains 3592 members Mstep: Class 4 contains 3041 members Mstep: Class 5 contains 3619 members Mstep: Class 6 contains 13344 members Mstep: Class 7 contains 13056 members Mstep: Class 8 contains 211388 members Mstep: Class 9 contains 1254 members Mstep: Class 10 contains 3283 members Mstep: Class 11 contains 20571 members Mstep: Class 12 contains 672 members Mstep: Class 13 contains 3939 members Mstep: Class 14 contains 15060 members Mstep: Class 15 contains 3174 members Mstep: Class 16 contains 75610 members Mstep: Class 17 contains 1806 members Mstep: Class 18 contains 2694 members Mstep: Class 19 contains 39434 members Mstep: Class 20 contains 1026 members Entering Unmasked Estep Score: -55659620.000000 Penalty: 64514.226562 Splitting cluster 15 changes total score from -55653748.000000 to -55659620.000000 So it's getting split into cluster 13. Entering ConstructFrom: Trying to split cluster 16 (75610 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75610 members Entering Unmasked Estep Score: -9678839.000000 Penalty: 2785.869385 Iteration 0F: 2 clusters Score -9678839 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37654 members Mstep: Class 2 contains 37956 members Entering Unmasked Estep Score: -9627959.000000 Penalty: 5571.738770 Iteration 0F: 3 clusters Score -9627959 nChanged 35528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35386 members Mstep: Class 2 contains 40224 members Entering Unmasked Estep Score: -9648409.000000 Penalty: 5571.738770 Iteration 1F: 3 clusters Score -9648409 nChanged 3037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33767 members Mstep: Class 2 contains 41843 members Entering Unmasked Estep Score: -9649377.000000 Penalty: 5571.738770 Iteration 2Q: 3 clusters Score -9649377 nChanged 3447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31368 members Mstep: Class 2 contains 44242 members Entering Unmasked Estep Score: -9650784.000000 Penalty: 5571.738770 Iteration 3Q: 3 clusters Score -9650784 nChanged 4045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28029 members Mstep: Class 2 contains 47581 members Entering Unmasked Estep Score: -9652854.000000 Penalty: 5571.738770 Iteration 4F: 3 clusters Score -9652854 nChanged 4823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23594 members Mstep: Class 2 contains 52016 members Entering Unmasked Estep Score: -9655875.000000 Penalty: 5571.738770 Iteration 5F: 3 clusters Score -9655875 nChanged 5632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18164 members Mstep: Class 2 contains 57446 members Entering Unmasked Estep Score: -9660135.000000 Penalty: 5571.738770 Iteration 6F: 3 clusters Score -9660135 nChanged 5905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12343 members Mstep: Class 2 contains 63267 members Entering Unmasked Estep Score: -9665313.000000 Penalty: 5571.738770 Iteration 7F: 3 clusters Score -9665313 nChanged 5302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7057 members Mstep: Class 2 contains 68553 members Entering Unmasked Estep Score: -9670311.000000 Penalty: 5571.738770 Iteration 8F: 3 clusters Score -9670311 nChanged 3544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3523 members Mstep: Class 2 contains 72087 members Entering Unmasked Estep Score: -9673611.000000 Penalty: 5571.738770 Iteration 9Q: 3 clusters Score -9673611 nChanged 1849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 73932 members Entering Unmasked Estep Score: -9675251.000000 Penalty: 5571.738770 Iteration 10Q: 3 clusters Score -9675251 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 74678 members Entering Unmasked Estep Score: -9675849.000000 Penalty: 5571.738770 Iteration 11Q: 3 clusters Score -9675849 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 74970 members Entering Unmasked Estep Score: -9676136.000000 Penalty: 5571.738770 Iteration 12Q: 3 clusters Score -9676136 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 75108 members Entering Unmasked Estep Score: -9676313.000000 Penalty: 5571.738770 Iteration 13Q: 3 clusters Score -9676313 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 75160 members Entering Unmasked Estep Score: -9676367.000000 Penalty: 5571.738770 Iteration 14Q: 3 clusters Score -9676367 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 75185 members Entering Unmasked Estep Score: -9676412.000000 Penalty: 5571.738770 Iteration 15Q: 3 clusters Score -9676412 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 75196 members Entering Unmasked Estep Score: -9676433.000000 Penalty: 5571.738770 Iteration 16Q: 3 clusters Score -9676433 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 75204 members Entering Unmasked Estep Score: -9676455.000000 Penalty: 5571.738770 Iteration 17Q: 3 clusters Score -9676455 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 75216 members Entering Unmasked Estep Score: -9676468.000000 Penalty: 5571.738770 Iteration 18Q: 3 clusters Score -9676468 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 75218 members Entering Unmasked Estep Score: -9676483.000000 Penalty: 5571.738770 Iteration 19Q: 3 clusters Score -9676483 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 75221 members Entering Unmasked Estep Score: -9676493.000000 Penalty: 5571.738770 Iteration 20F: 3 clusters Score -9676493 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 75223 members Entering Unmasked Estep Score: -9676496.000000 Penalty: 5571.738770 Iteration 21Q: 3 clusters Score -9676496 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 75223 members Entering Unmasked Estep Score: -9676500.000000 Penalty: 5571.738770 Iteration 22Q: 3 clusters Score -9676500 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 75228 members Entering Unmasked Estep Score: -9676510.000000 Penalty: 5571.738770 Iteration 23Q: 3 clusters Score -9676510 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 75230 members Entering Unmasked Estep Score: -9676513.000000 Penalty: 5571.738770 Iteration 24Q: 3 clusters Score -9676513 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 75231 members Entering Unmasked Estep Score: -9676511.000000 Penalty: 5571.738770 Iteration 25Q: 3 clusters Score -9676511 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 75233 members Entering Unmasked Estep Score: -9676512.000000 Penalty: 5571.738770 Iteration 26Q: 3 clusters Score -9676512 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 75236 members Entering Unmasked Estep Score: -9676521.000000 Penalty: 5571.738770 Iteration 27Q: 3 clusters Score -9676521 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 75238 members Entering Unmasked Estep Score: -9676525.000000 Penalty: 5571.738770 Iteration 28Q: 3 clusters Score -9676525 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 75238 members Entering Unmasked Estep Score: -9676525.000000 Penalty: 5571.738770 Iteration 29F: 3 clusters Score -9676525 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Entering Unmasked Estep Score: -218357.265625 Penalty: 1859.719727 Iteration 0F: 2 clusters Score -218357.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -215848.000000 Penalty: 3719.439453 Iteration 0F: 3 clusters Score -215848 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -216306.015625 Penalty: 3719.439453 Iteration 1F: 3 clusters Score -216306 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -216455.390625 Penalty: 3719.439453 Iteration 2F: 3 clusters Score -216455.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -216507.562500 Penalty: 3719.439453 Iteration 3Q: 3 clusters Score -216507.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -216538.578125 Penalty: 3719.439453 Iteration 4Q: 3 clusters Score -216538.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -216559.906250 Penalty: 3719.439453 Iteration 5Q: 3 clusters Score -216559.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -216576.484375 Penalty: 3719.439453 Iteration 6Q: 3 clusters Score -216576.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -216588.921875 Penalty: 3719.439453 Iteration 7Q: 3 clusters Score -216588.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -216594.484375 Penalty: 3719.439453 Iteration 8Q: 3 clusters Score -216594.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -216597.140625 Penalty: 3719.439453 Iteration 9Q: 3 clusters Score -216597.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -216600.593750 Penalty: 3719.439453 Iteration 10Q: 3 clusters Score -216600.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -216605.718750 Penalty: 3719.439453 Iteration 11Q: 3 clusters Score -216605.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -216607.500000 Penalty: 3719.439453 Iteration 12Q: 3 clusters Score -216607.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -216607.906250 Penalty: 3719.439453 Iteration 13Q: 3 clusters Score -216607.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -216608.546875 Penalty: 3719.439453 Iteration 14Q: 3 clusters Score -216608.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -216608.546875 Penalty: 3719.439453 Iteration 15F: 3 clusters Score -216608.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2694 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Entering Unmasked Estep Score: -320732.375000 Penalty: 1958.897949 Iteration 0F: 2 clusters Score -320732.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -317760.062500 Penalty: 3917.795898 Iteration 0F: 3 clusters Score -317760.1 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -318944.312500 Penalty: 3917.795898 Iteration 1F: 3 clusters Score -318944.3 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -319826.187500 Penalty: 3917.795898 Iteration 2F: 3 clusters Score -319826.2 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -320706.781250 Penalty: 3917.795898 Iteration 3F: 3 clusters Score -320706.8 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -321374.218750 Penalty: 3917.795898 Iteration 4F: 3 clusters Score -321374.2 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -321724.343750 Penalty: 3917.795898 Iteration 5F: 3 clusters Score -321724.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -321861.000000 Penalty: 3917.795898 Iteration 6Q: 3 clusters Score -321861 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -321913.937500 Penalty: 3917.795898 Iteration 7Q: 3 clusters Score -321913.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -321935.093750 Penalty: 3917.795898 Iteration 8Q: 3 clusters Score -321935.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -321944.187500 Penalty: 3917.795898 Iteration 9Q: 3 clusters Score -321944.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1552 members Entering Unmasked Estep Score: -321948.781250 Penalty: 3917.795898 Iteration 10Q: 3 clusters Score -321948.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -321950.343750 Penalty: 3917.795898 Iteration 11Q: 3 clusters Score -321950.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -321951.781250 Penalty: 3917.795898 Iteration 12Q: 3 clusters Score -321951.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -321952.093750 Penalty: 3917.795898 Iteration 13Q: 3 clusters Score -321952.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -321952.906250 Penalty: 3917.795898 Iteration 14Q: 3 clusters Score -321952.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -321952.906250 Penalty: 3917.795898 Iteration 15F: 3 clusters Score -321952.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 25891 members Mstep: Class 2 contains 3001 members Mstep: Class 3 contains 3592 members Mstep: Class 4 contains 3041 members Mstep: Class 5 contains 3619 members Mstep: Class 6 contains 13344 members Mstep: Class 7 contains 13056 members Mstep: Class 8 contains 211388 members Mstep: Class 9 contains 1254 members Mstep: Class 10 contains 3283 members Mstep: Class 11 contains 20571 members Mstep: Class 12 contains 672 members Mstep: Class 13 contains 3939 members Mstep: Class 14 contains 15060 members Mstep: Class 15 contains 3174 members Mstep: Class 16 contains 75610 members Mstep: Class 17 contains 1806 members Mstep: Class 18 contains 1147 members Mstep: Class 19 contains 39434 members Mstep: Class 20 contains 1026 members Mstep: Class 21 contains 1547 members Entering Unmasked Estep Score: -55659628.000000 Penalty: 67739.937500 Splitting cluster 18 changes total score from -55653748.000000 to -55659628.000000 So it's getting split into cluster 21. Entering ConstructFrom: Trying to split cluster 19 (39434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39434 members Entering Unmasked Estep Score: -5014215.500000 Penalty: 2624.431152 Iteration 0F: 2 clusters Score -5014216 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19773 members Mstep: Class 2 contains 19661 members Entering Unmasked Estep Score: -4987583.500000 Penalty: 5248.862305 Iteration 0F: 3 clusters Score -4987584 nChanged 17976 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19939 members Mstep: Class 2 contains 19495 members Entering Unmasked Estep Score: -4997308.500000 Penalty: 5248.862305 Iteration 1F: 3 clusters Score -4997308 nChanged 1611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20068 members Mstep: Class 2 contains 19366 members Entering Unmasked Estep Score: -4997773.000000 Penalty: 5248.862305 Iteration 2Q: 3 clusters Score -4997773 nChanged 1493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20223 members Mstep: Class 2 contains 19211 members Entering Unmasked Estep Score: -4998169.000000 Penalty: 5248.862305 Iteration 3Q: 3 clusters Score -4998169 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20414 members Mstep: Class 2 contains 19020 members Entering Unmasked Estep Score: -4998539.000000 Penalty: 5248.862305 Iteration 4Q: 3 clusters Score -4998539 nChanged 1340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20670 members Mstep: Class 2 contains 18764 members Entering Unmasked Estep Score: -4998893.500000 Penalty: 5248.862305 Iteration 5Q: 3 clusters Score -4998894 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21047 members Mstep: Class 2 contains 18387 members Entering Unmasked Estep Score: -4999286.500000 Penalty: 5248.862305 Iteration 6Q: 3 clusters Score -4999286 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21536 members Mstep: Class 2 contains 17898 members Entering Unmasked Estep Score: -4999710.000000 Penalty: 5248.862305 Iteration 7Q: 3 clusters Score -4999710 nChanged 1364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22198 members Mstep: Class 2 contains 17236 members Entering Unmasked Estep Score: -5000299.500000 Penalty: 5248.862305 Iteration 8Q: 3 clusters Score -5000300 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23018 members Mstep: Class 2 contains 16416 members Entering Unmasked Estep Score: -5001114.000000 Penalty: 5248.862305 Iteration 9Q: 3 clusters Score -5001114 nChanged 1784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24062 members Mstep: Class 2 contains 15372 members Entering Unmasked Estep Score: -5002271.000000 Penalty: 5248.862305 Iteration 10Q: 3 clusters Score -5002271 nChanged 1956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25196 members Mstep: Class 2 contains 14238 members Entering Unmasked Estep Score: -5003663.500000 Penalty: 5248.862305 Iteration 11Q: 3 clusters Score -5003664 nChanged 1989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26329 members Mstep: Class 2 contains 13105 members Entering Unmasked Estep Score: -5005129.500000 Penalty: 5248.862305 Iteration 12F: 3 clusters Score -5005130 nChanged 1866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27319 members Mstep: Class 2 contains 12115 members Entering Unmasked Estep Score: -5006365.500000 Penalty: 5248.862305 Iteration 13Q: 3 clusters Score -5006366 nChanged 1609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28078 members Mstep: Class 2 contains 11356 members Entering Unmasked Estep Score: -5007265.500000 Penalty: 5248.862305 Iteration 14Q: 3 clusters Score -5007266 nChanged 1288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28678 members Mstep: Class 2 contains 10756 members Entering Unmasked Estep Score: -5007848.000000 Penalty: 5248.862305 Iteration 15Q: 3 clusters Score -5007848 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29231 members Mstep: Class 2 contains 10203 members Entering Unmasked Estep Score: -5008155.000000 Penalty: 5248.862305 Iteration 16Q: 3 clusters Score -5008155 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29791 members Mstep: Class 2 contains 9643 members Entering Unmasked Estep Score: -5008389.000000 Penalty: 5248.862305 Iteration 17Q: 3 clusters Score -5008389 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30340 members Mstep: Class 2 contains 9094 members Entering Unmasked Estep Score: -5008595.500000 Penalty: 5248.862305 Iteration 18Q: 3 clusters Score -5008596 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30860 members Mstep: Class 2 contains 8574 members Entering Unmasked Estep Score: -5008788.000000 Penalty: 5248.862305 Iteration 19Q: 3 clusters Score -5008788 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31360 members Mstep: Class 2 contains 8074 members Entering Unmasked Estep Score: -5008946.000000 Penalty: 5248.862305 Iteration 20F: 3 clusters Score -5008946 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31831 members Mstep: Class 2 contains 7603 members Entering Unmasked Estep Score: -5009136.500000 Penalty: 5248.862305 Iteration 21Q: 3 clusters Score -5009136 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32332 members Mstep: Class 2 contains 7102 members Entering Unmasked Estep Score: -5009296.500000 Penalty: 5248.862305 Iteration 22Q: 3 clusters Score -5009296 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32838 members Mstep: Class 2 contains 6596 members Entering Unmasked Estep Score: -5009465.500000 Penalty: 5248.862305 Iteration 23Q: 3 clusters Score -5009466 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33364 members Mstep: Class 2 contains 6070 members Entering Unmasked Estep Score: -5009702.500000 Penalty: 5248.862305 Iteration 24Q: 3 clusters Score -5009702 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33914 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -5009914.500000 Penalty: 5248.862305 Iteration 25Q: 3 clusters Score -5009914 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34423 members Mstep: Class 2 contains 5011 members Entering Unmasked Estep Score: -5010118.500000 Penalty: 5248.862305 Iteration 26Q: 3 clusters Score -5010118 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34935 members Mstep: Class 2 contains 4499 members Entering Unmasked Estep Score: -5010358.000000 Penalty: 5248.862305 Iteration 27Q: 3 clusters Score -5010358 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35394 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -5010560.500000 Penalty: 5248.862305 Iteration 28Q: 3 clusters Score -5010560 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35811 members Mstep: Class 2 contains 3623 members Entering Unmasked Estep Score: -5010722.000000 Penalty: 5248.862305 Iteration 29Q: 3 clusters Score -5010722 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36170 members Mstep: Class 2 contains 3264 members Entering Unmasked Estep Score: -5010867.500000 Penalty: 5248.862305 Iteration 30Q: 3 clusters Score -5010868 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36472 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -5011010.000000 Penalty: 5248.862305 Iteration 31Q: 3 clusters Score -5011010 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36774 members Mstep: Class 2 contains 2660 members Entering Unmasked Estep Score: -5011137.000000 Penalty: 5248.862305 Iteration 32Q: 3 clusters Score -5011137 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37020 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -5011270.000000 Penalty: 5248.862305 Iteration 33Q: 3 clusters Score -5011270 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37233 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -5011377.500000 Penalty: 5248.862305 Iteration 34Q: 3 clusters Score -5011378 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37426 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -5011457.500000 Penalty: 5248.862305 Iteration 35Q: 3 clusters Score -5011458 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37589 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -5011549.500000 Penalty: 5248.862305 Iteration 36Q: 3 clusters Score -5011550 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37733 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -5011611.000000 Penalty: 5248.862305 Iteration 37Q: 3 clusters Score -5011611 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37846 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -5011651.000000 Penalty: 5248.862305 Iteration 38Q: 3 clusters Score -5011651 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37942 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -5011687.000000 Penalty: 5248.862305 Iteration 39Q: 3 clusters Score -5011687 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38028 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -5011734.000000 Penalty: 5248.862305 Iteration 40F: 3 clusters Score -5011734 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38106 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -5011788.500000 Penalty: 5248.862305 Iteration 41Q: 3 clusters Score -5011788 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38185 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -5011824.000000 Penalty: 5248.862305 Iteration 42Q: 3 clusters Score -5011824 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38259 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -5011859.500000 Penalty: 5248.862305 Iteration 43Q: 3 clusters Score -5011860 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38312 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -5011886.000000 Penalty: 5248.862305 Iteration 44Q: 3 clusters Score -5011886 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38354 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -5011911.500000 Penalty: 5248.862305 Iteration 45Q: 3 clusters Score -5011912 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38390 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -5011929.500000 Penalty: 5248.862305 Iteration 46Q: 3 clusters Score -5011930 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38425 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -5011945.000000 Penalty: 5248.862305 Iteration 47Q: 3 clusters Score -5011945 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38454 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -5011958.500000 Penalty: 5248.862305 Iteration 48Q: 3 clusters Score -5011958 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38480 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -5011971.000000 Penalty: 5248.862305 Iteration 49Q: 3 clusters Score -5011971 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38499 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -5011978.500000 Penalty: 5248.862305 Iteration 50Q: 3 clusters Score -5011978 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38524 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -5011986.500000 Penalty: 5248.862305 Iteration 51Q: 3 clusters Score -5011986 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38540 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -5011992.500000 Penalty: 5248.862305 Iteration 52Q: 3 clusters Score -5011992 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38554 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -5012010.000000 Penalty: 5248.862305 Iteration 53Q: 3 clusters Score -5012010 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38567 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -5012003.000000 Penalty: 5248.862305 Iteration 54Q: 3 clusters Score -5012003 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38575 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -5012011.500000 Penalty: 5248.862305 Iteration 55Q: 3 clusters Score -5012012 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38585 members Mstep: Class 2 contains 849 members Entering Unmasked Estep Score: -5012016.500000 Penalty: 5248.862305 Iteration 56Q: 3 clusters Score -5012016 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38591 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -5012029.500000 Penalty: 5248.862305 Iteration 57Q: 3 clusters Score -5012030 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38597 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -5012024.000000 Penalty: 5248.862305 Iteration 58Q: 3 clusters Score -5012024 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38605 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -5012031.000000 Penalty: 5248.862305 Iteration 59Q: 3 clusters Score -5012031 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38611 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -5012035.500000 Penalty: 5248.862305 Iteration 60F: 3 clusters Score -5012036 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38619 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -5012033.000000 Penalty: 5248.862305 Iteration 61Q: 3 clusters Score -5012033 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38629 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -5012039.500000 Penalty: 5248.862305 Iteration 62Q: 3 clusters Score -5012040 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38631 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -5012048.500000 Penalty: 5248.862305 Iteration 63Q: 3 clusters Score -5012048 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38632 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -5012042.500000 Penalty: 5248.862305 Iteration 64Q: 3 clusters Score -5012042 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38632 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -5012046.500000 Penalty: 5248.862305 Iteration 65Q: 3 clusters Score -5012046 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38636 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -5012046.500000 Penalty: 5248.862305 Iteration 66Q: 3 clusters Score -5012046 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38639 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -5012053.000000 Penalty: 5248.862305 Iteration 67Q: 3 clusters Score -5012053 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38642 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -5012055.500000 Penalty: 5248.862305 Iteration 68Q: 3 clusters Score -5012056 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38643 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -5012056.500000 Penalty: 5248.862305 Iteration 69Q: 3 clusters Score -5012056 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38643 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -5012056.500000 Penalty: 5248.862305 Iteration 70F: 3 clusters Score -5012056 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1026 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Entering Unmasked Estep Score: -107600.539062 Penalty: 1719.488892 Iteration 0F: 2 clusters Score -107600.5 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 518 members Entering Unmasked Estep Score: -105962.726562 Penalty: 3438.977783 Iteration 0F: 3 clusters Score -105962.7 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -107037.929688 Penalty: 3438.977783 Iteration 1F: 3 clusters Score -107037.9 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -107955.390625 Penalty: 3438.977783 Iteration 2F: 3 clusters Score -107955.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -108996.851562 Penalty: 3438.977783 Iteration 3F: 3 clusters Score -108996.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -109757.328125 Penalty: 3438.977783 Iteration 4F: 3 clusters Score -109757.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -110318.304688 Penalty: 3438.977783 Iteration 5Q: 3 clusters Score -110318.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -110416.789062 Penalty: 3438.977783 Iteration 6Q: 3 clusters Score -110416.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -110431.570312 Penalty: 3438.977783 Iteration 7Q: 3 clusters Score -110431.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -110439.250000 Penalty: 3438.977783 Iteration 8Q: 3 clusters Score -110439.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -110441.742188 Penalty: 3438.977783 Iteration 9Q: 3 clusters Score -110441.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -110442.937500 Penalty: 3438.977783 Iteration 10Q: 3 clusters Score -110442.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -110446.179688 Penalty: 3438.977783 Iteration 11Q: 3 clusters Score -110446.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -110446.679688 Penalty: 3438.977783 Iteration 12Q: 3 clusters Score -110446.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -110448.929688 Penalty: 3438.977783 Iteration 13Q: 3 clusters Score -110448.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -110449.460938 Penalty: 3438.977783 Iteration 14Q: 3 clusters Score -110449.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -110449.460938 Penalty: 3438.977783 Iteration 15F: 3 clusters Score -110449.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 25891 members Mstep: Class 2 contains 3001 members Mstep: Class 3 contains 3592 members Mstep: Class 4 contains 3041 members Mstep: Class 5 contains 3619 members Mstep: Class 6 contains 13344 members Mstep: Class 7 contains 13056 members Mstep: Class 8 contains 211388 members Mstep: Class 9 contains 1254 members Mstep: Class 10 contains 3283 members Mstep: Class 11 contains 20571 members Mstep: Class 12 contains 672 members Mstep: Class 13 contains 3939 members Mstep: Class 14 contains 15060 members Mstep: Class 15 contains 3174 members Mstep: Class 16 contains 75610 members Mstep: Class 17 contains 1806 members Mstep: Class 18 contains 1147 members Mstep: Class 19 contains 39434 members Mstep: Class 20 contains 295 members Mstep: Class 21 contains 1547 members Mstep: Class 22 contains 731 members Entering Unmasked Estep Score: -55660988.000000 Penalty: 70965.648438 Splitting cluster 20 changes total score from -55653748.000000 to -55660988.000000 So it's getting split into cluster 22. Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 25891 members Mstep: Class 3 contains 3592 members Mstep: Class 4 contains 3041 members Mstep: Class 5 contains 3619 members Mstep: Class 6 contains 13344 members Mstep: Class 7 contains 13056 members Mstep: Class 8 contains 211388 members Mstep: Class 9 contains 1254 members Mstep: Class 10 contains 3283 members Mstep: Class 11 contains 20571 members Mstep: Class 14 contains 15060 members Mstep: Class 15 contains 3174 members Mstep: Class 16 contains 75610 members Mstep: Class 17 contains 1806 members Mstep: Class 18 contains 1147 members Mstep: Class 19 contains 39434 members Mstep: Class 20 contains 295 members Entering Unmasked Estep ConsiderDeletion Score: -55662204.000000 Penalty: 70965.648438 Iteration 39Q: 23 clusters Score -5.56622e+07 nChanged 3563 Entering Unmasked Mstep Mstep: Class 0 contains 22 members Mstep: Class 1 contains 26096 members Mstep: Class 2 contains 3000 members Mstep: Class 3 contains 3630 members Mstep: Class 4 contains 3054 members Mstep: Class 5 contains 3620 members Mstep: Class 6 contains 13327 members Mstep: Class 7 contains 13372 members Mstep: Class 8 contains 210932 members Mstep: Class 9 contains 1257 members Mstep: Class 10 contains 3258 members Mstep: Class 11 contains 20724 members Mstep: Class 12 contains 658 members Mstep: Class 13 contains 3894 members Mstep: Class 14 contains 15022 members Mstep: Class 15 contains 3238 members Mstep: Class 16 contains 75811 members Mstep: Class 17 contains 1773 members Mstep: Class 18 contains 1049 members Mstep: Class 19 contains 39198 members Mstep: Class 20 contains 302 members Mstep: Class 21 contains 1495 members Mstep: Class 22 contains 745 members Entering Unmasked Estep ConsiderDeletion Score: -55664296.000000 Penalty: 70965.648438 Iteration 40F: 23 clusters Score -5.56643e+07 nChanged 3036 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 26305 members Mstep: Class 2 contains 3051 members Mstep: Class 3 contains 3671 members Mstep: Class 4 contains 3090 members Mstep: Class 5 contains 3637 members Mstep: Class 6 contains 13280 members Mstep: Class 7 contains 13717 members Mstep: Class 8 contains 210271 members Mstep: Class 9 contains 1255 members Mstep: Class 10 contains 3239 members Mstep: Class 11 contains 20824 members Mstep: Class 12 contains 645 members Mstep: Class 13 contains 4012 members Mstep: Class 14 contains 14989 members Mstep: Class 15 contains 3250 members Mstep: Class 16 contains 75348 members Mstep: Class 17 contains 1742 members Mstep: Class 18 contains 1007 members Mstep: Class 19 contains 38949 members Mstep: Class 20 contains 302 members Mstep: Class 21 contains 2107 members Mstep: Class 22 contains 765 members Entering Unmasked Estep ConsiderDeletion Score: -55665804.000000 Penalty: 70965.648438 Iteration 41Q: 23 clusters Score -5.56658e+07 nChanged 2433 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 26495 members Mstep: Class 2 contains 3085 members Mstep: Class 3 contains 3723 members Mstep: Class 4 contains 3132 members Mstep: Class 5 contains 3652 members Mstep: Class 6 contains 13225 members Mstep: Class 7 contains 14017 members Mstep: Class 8 contains 209753 members Mstep: Class 9 contains 1254 members Mstep: Class 10 contains 3228 members Mstep: Class 11 contains 20918 members Mstep: Class 12 contains 637 members Mstep: Class 13 contains 4068 members Mstep: Class 14 contains 14970 members Mstep: Class 15 contains 3285 members Mstep: Class 16 contains 74997 members Mstep: Class 17 contains 1722 members Mstep: Class 18 contains 994 members Mstep: Class 19 contains 38713 members Mstep: Class 20 contains 301 members Mstep: Class 21 contains 2515 members Mstep: Class 22 contains 772 members Entering Unmasked Estep ConsiderDeletion Score: -55666548.000000 Penalty: 70965.648438 Iteration 42Q: 23 clusters Score -5.566655e+07 nChanged 1986 Entering Unmasked Mstep Mstep: Class 0 contains 21 members Mstep: Class 1 contains 26675 members Mstep: Class 2 contains 3110 members Mstep: Class 3 contains 3757 members Mstep: Class 4 contains 3172 members Mstep: Class 5 contains 3652 members Mstep: Class 6 contains 13181 members Mstep: Class 7 contains 14293 members Mstep: Class 8 contains 209409 members Mstep: Class 9 contains 1253 members Mstep: Class 10 contains 3220 members Mstep: Class 11 contains 20998 members Mstep: Class 12 contains 630 members Mstep: Class 13 contains 4103 members Mstep: Class 14 contains 14957 members Mstep: Class 15 contains 3301 members Mstep: Class 16 contains 74712 members Mstep: Class 17 contains 1713 members Mstep: Class 18 contains 993 members Mstep: Class 19 contains 38448 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 2801 members Mstep: Class 22 contains 781 members Entering Unmasked Estep ConsiderDeletion Score: -55667048.000000 Penalty: 70965.648438 Iteration 43Q: 23 clusters Score -5.566705e+07 nChanged 1645 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 26827 members Mstep: Class 2 contains 3137 members Mstep: Class 3 contains 3774 members Mstep: Class 4 contains 3194 members Mstep: Class 5 contains 3664 members Mstep: Class 6 contains 13157 members Mstep: Class 7 contains 14538 members Mstep: Class 8 contains 209164 members Mstep: Class 9 contains 1253 members Mstep: Class 10 contains 3216 members Mstep: Class 11 contains 21059 members Mstep: Class 12 contains 621 members Mstep: Class 13 contains 4137 members Mstep: Class 14 contains 14948 members Mstep: Class 15 contains 3313 members Mstep: Class 16 contains 74488 members Mstep: Class 17 contains 1707 members Mstep: Class 18 contains 1003 members Mstep: Class 19 contains 38174 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 2998 members Mstep: Class 22 contains 789 members Entering Unmasked Estep ConsiderDeletion Score: -55667380.000000 Penalty: 70965.648438 Iteration 44Q: 23 clusters Score -5.566738e+07 nChanged 1432 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 26984 members Mstep: Class 2 contains 3158 members Mstep: Class 3 contains 3797 members Mstep: Class 4 contains 3215 members Mstep: Class 5 contains 3679 members Mstep: Class 6 contains 13144 members Mstep: Class 7 contains 14749 members Mstep: Class 8 contains 208977 members Mstep: Class 9 contains 1252 members Mstep: Class 10 contains 3205 members Mstep: Class 11 contains 21105 members Mstep: Class 12 contains 616 members Mstep: Class 13 contains 4143 members Mstep: Class 14 contains 14939 members Mstep: Class 15 contains 3311 members Mstep: Class 16 contains 74379 members Mstep: Class 17 contains 1703 members Mstep: Class 18 contains 1001 members Mstep: Class 19 contains 37895 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 3114 members Mstep: Class 22 contains 794 members Entering Unmasked Estep ConsiderDeletion Score: -55667648.000000 Penalty: 70965.648438 Iteration 45Q: 23 clusters Score -5.566765e+07 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 27149 members Mstep: Class 2 contains 3175 members Mstep: Class 3 contains 3811 members Mstep: Class 4 contains 3243 members Mstep: Class 5 contains 3704 members Mstep: Class 6 contains 13131 members Mstep: Class 7 contains 14925 members Mstep: Class 8 contains 208788 members Mstep: Class 9 contains 1252 members Mstep: Class 10 contains 3200 members Mstep: Class 11 contains 21147 members Mstep: Class 12 contains 613 members Mstep: Class 13 contains 4168 members Mstep: Class 14 contains 14931 members Mstep: Class 15 contains 3309 members Mstep: Class 16 contains 74308 members Mstep: Class 17 contains 1698 members Mstep: Class 18 contains 998 members Mstep: Class 19 contains 37622 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 3191 members Mstep: Class 22 contains 797 members Entering Unmasked Estep ConsiderDeletion Score: -55667772.000000 Penalty: 70965.648438 Iteration 46Q: 23 clusters Score -5.566777e+07 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 27293 members Mstep: Class 2 contains 3187 members Mstep: Class 3 contains 3821 members Mstep: Class 4 contains 3268 members Mstep: Class 5 contains 3723 members Mstep: Class 6 contains 13122 members Mstep: Class 7 contains 15093 members Mstep: Class 8 contains 208644 members Mstep: Class 9 contains 1252 members Mstep: Class 10 contains 3195 members Mstep: Class 11 contains 21180 members Mstep: Class 12 contains 611 members Mstep: Class 13 contains 4190 members Mstep: Class 14 contains 14922 members Mstep: Class 15 contains 3302 members Mstep: Class 16 contains 74249 members Mstep: Class 17 contains 1696 members Mstep: Class 18 contains 995 members Mstep: Class 19 contains 37373 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 3246 members Mstep: Class 22 contains 798 members Entering Unmasked Estep ConsiderDeletion Score: -55667880.000000 Penalty: 70965.648438 Iteration 47Q: 23 clusters Score -5.566788e+07 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 27418 members Mstep: Class 2 contains 3200 members Mstep: Class 3 contains 3834 members Mstep: Class 4 contains 3296 members Mstep: Class 5 contains 3750 members Mstep: Class 6 contains 13113 members Mstep: Class 7 contains 15263 members Mstep: Class 8 contains 208446 members Mstep: Class 9 contains 1252 members Mstep: Class 10 contains 3193 members Mstep: Class 11 contains 21213 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 4215 members Mstep: Class 14 contains 14919 members Mstep: Class 15 contains 3306 members Mstep: Class 16 contains 74214 members Mstep: Class 17 contains 1696 members Mstep: Class 18 contains 991 members Mstep: Class 19 contains 37139 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 3293 members Mstep: Class 22 contains 800 members Entering Unmasked Estep ConsiderDeletion Score: -55668064.000000 Penalty: 70965.648438 Iteration 48Q: 23 clusters Score -5.566806e+07 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 27534 members Mstep: Class 2 contains 3209 members Mstep: Class 3 contains 3846 members Mstep: Class 4 contains 3315 members Mstep: Class 5 contains 3779 members Mstep: Class 6 contains 13112 members Mstep: Class 7 contains 15416 members Mstep: Class 8 contains 208269 members Mstep: Class 9 contains 1252 members Mstep: Class 10 contains 3185 members Mstep: Class 11 contains 21250 members Mstep: Class 12 contains 606 members Mstep: Class 13 contains 4247 members Mstep: Class 14 contains 14914 members Mstep: Class 15 contains 3299 members Mstep: Class 16 contains 74189 members Mstep: Class 17 contains 1694 members Mstep: Class 18 contains 991 members Mstep: Class 19 contains 36923 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 3327 members Mstep: Class 22 contains 803 members Entering Unmasked Estep ConsiderDeletion Score: -55668052.000000 Penalty: 70965.648438 Iteration 49Q: 23 clusters Score -5.566805e+07 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 27645 members Mstep: Class 2 contains 3221 members Mstep: Class 3 contains 3857 members Mstep: Class 4 contains 3340 members Mstep: Class 5 contains 3805 members Mstep: Class 6 contains 13103 members Mstep: Class 7 contains 15566 members Mstep: Class 8 contains 208073 members Mstep: Class 9 contains 1252 members Mstep: Class 10 contains 3184 members Mstep: Class 11 contains 21281 members Mstep: Class 12 contains 606 members Mstep: Class 13 contains 4300 members Mstep: Class 14 contains 14914 members Mstep: Class 15 contains 3292 members Mstep: Class 16 contains 74176 members Mstep: Class 17 contains 1695 members Mstep: Class 18 contains 989 members Mstep: Class 19 contains 36719 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 3339 members Mstep: Class 22 contains 803 members Entering Unmasked Estep ConsiderDeletion Score: -55668196.000000 Penalty: 70965.648438 Iteration 50Q: 23 clusters Score -5.56682e+07 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 27746 members Mstep: Class 2 contains 3233 members Mstep: Class 3 contains 3870 members Mstep: Class 4 contains 3354 members Mstep: Class 5 contains 3829 members Mstep: Class 6 contains 13089 members Mstep: Class 7 contains 15672 members Mstep: Class 8 contains 207897 members Mstep: Class 9 contains 1252 members Mstep: Class 10 contains 3185 members Mstep: Class 11 contains 21311 members Mstep: Class 12 contains 606 members Mstep: Class 13 contains 4356 members Mstep: Class 14 contains 14912 members Mstep: Class 15 contains 3291 members Mstep: Class 16 contains 74170 members Mstep: Class 17 contains 1694 members Mstep: Class 18 contains 987 members Mstep: Class 19 contains 36549 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 3354 members Mstep: Class 22 contains 803 members Entering Unmasked Estep ConsiderDeletion Score: -55668508.000000 Penalty: 70965.648438 Iteration 51Q: 23 clusters Score -5.566851e+07 nChanged 771 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 27861 members Mstep: Class 2 contains 3242 members Mstep: Class 3 contains 3880 members Mstep: Class 4 contains 3374 members Mstep: Class 5 contains 3853 members Mstep: Class 6 contains 13075 members Mstep: Class 7 contains 15779 members Mstep: Class 8 contains 207719 members Mstep: Class 9 contains 1252 members Mstep: Class 10 contains 3180 members Mstep: Class 11 contains 21342 members Mstep: Class 12 contains 606 members Mstep: Class 13 contains 4436 members Mstep: Class 14 contains 14908 members Mstep: Class 15 contains 3297 members Mstep: Class 16 contains 74163 members Mstep: Class 17 contains 1692 members Mstep: Class 18 contains 991 members Mstep: Class 19 contains 36349 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 3358 members Mstep: Class 22 contains 803 members Entering Unmasked Estep ConsiderDeletion Score: -55668560.000000 Penalty: 70965.648438 Iteration 52Q: 23 clusters Score -5.566856e+07 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 27963 members Mstep: Class 2 contains 3258 members Mstep: Class 3 contains 3885 members Mstep: Class 4 contains 3391 members Mstep: Class 5 contains 3865 members Mstep: Class 6 contains 13059 members Mstep: Class 7 contains 15874 members Mstep: Class 8 contains 207546 members Mstep: Class 9 contains 1252 members Mstep: Class 10 contains 3174 members Mstep: Class 11 contains 21370 members Mstep: Class 12 contains 606 members Mstep: Class 13 contains 4538 members Mstep: Class 14 contains 14908 members Mstep: Class 15 contains 3304 members Mstep: Class 16 contains 74157 members Mstep: Class 17 contains 1693 members Mstep: Class 18 contains 990 members Mstep: Class 19 contains 36161 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 3363 members Mstep: Class 22 contains 803 members Entering Unmasked Estep ConsiderDeletion Score: -55668752.000000 Penalty: 70965.648438 Iteration 53Q: 23 clusters Score -5.566875e+07 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28063 members Mstep: Class 2 contains 3267 members Mstep: Class 3 contains 3894 members Mstep: Class 4 contains 3396 members Mstep: Class 5 contains 3876 members Mstep: Class 6 contains 13051 members Mstep: Class 7 contains 15955 members Mstep: Class 8 contains 207401 members Mstep: Class 9 contains 1252 members Mstep: Class 10 contains 3170 members Mstep: Class 11 contains 21389 members Mstep: Class 12 contains 606 members Mstep: Class 13 contains 4656 members Mstep: Class 14 contains 14907 members Mstep: Class 15 contains 3310 members Mstep: Class 16 contains 74150 members Mstep: Class 17 contains 1695 members Mstep: Class 18 contains 990 members Mstep: Class 19 contains 35962 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 3367 members Mstep: Class 22 contains 803 members Entering Unmasked Estep ConsiderDeletion Score: -55668920.000000 Penalty: 70965.648438 Iteration 54Q: 23 clusters Score -5.566892e+07 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28154 members Mstep: Class 2 contains 3271 members Mstep: Class 3 contains 3898 members Mstep: Class 4 contains 3405 members Mstep: Class 5 contains 3882 members Mstep: Class 6 contains 13043 members Mstep: Class 7 contains 16029 members Mstep: Class 8 contains 207299 members Mstep: Class 9 contains 1252 members Mstep: Class 10 contains 3161 members Mstep: Class 11 contains 21407 members Mstep: Class 12 contains 606 members Mstep: Class 13 contains 4767 members Mstep: Class 14 contains 14904 members Mstep: Class 15 contains 3318 members Mstep: Class 16 contains 74146 members Mstep: Class 17 contains 1695 members Mstep: Class 18 contains 989 members Mstep: Class 19 contains 35758 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 3373 members Mstep: Class 22 contains 803 members Entering Unmasked Estep ConsiderDeletion Score: -55669132.000000 Penalty: 70965.648438 Iteration 55Q: 23 clusters Score -5.566913e+07 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28232 members Mstep: Class 2 contains 3278 members Mstep: Class 3 contains 3903 members Mstep: Class 4 contains 3408 members Mstep: Class 5 contains 3887 members Mstep: Class 6 contains 13046 members Mstep: Class 7 contains 16097 members Mstep: Class 8 contains 207199 members Mstep: Class 9 contains 1252 members Mstep: Class 10 contains 3158 members Mstep: Class 11 contains 21424 members Mstep: Class 12 contains 606 members Mstep: Class 13 contains 4891 members Mstep: Class 14 contains 14895 members Mstep: Class 15 contains 3323 members Mstep: Class 16 contains 74137 members Mstep: Class 17 contains 1696 members Mstep: Class 18 contains 989 members Mstep: Class 19 contains 35557 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 3379 members Mstep: Class 22 contains 803 members Entering Unmasked Estep ConsiderDeletion Score: -55669236.000000 Penalty: 70965.648438 Iteration 56Q: 23 clusters Score -5.566924e+07 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28287 members Mstep: Class 2 contains 3284 members Mstep: Class 3 contains 3907 members Mstep: Class 4 contains 3416 members Mstep: Class 5 contains 3894 members Mstep: Class 6 contains 13038 members Mstep: Class 7 contains 16160 members Mstep: Class 8 contains 207153 members Mstep: Class 9 contains 1252 members Mstep: Class 10 contains 3153 members Mstep: Class 11 contains 21433 members Mstep: Class 12 contains 606 members Mstep: Class 13 contains 5006 members Mstep: Class 14 contains 14892 members Mstep: Class 15 contains 3325 members Mstep: Class 16 contains 74132 members Mstep: Class 17 contains 1696 members Mstep: Class 18 contains 989 members Mstep: Class 19 contains 35350 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 3384 members Mstep: Class 22 contains 803 members Entering Unmasked Estep ConsiderDeletion Score: -55669356.000000 Penalty: 70965.648438 Iteration 57Q: 23 clusters Score -5.566936e+07 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28327 members Mstep: Class 2 contains 3287 members Mstep: Class 3 contains 3914 members Mstep: Class 4 contains 3423 members Mstep: Class 5 contains 3896 members Mstep: Class 6 contains 13027 members Mstep: Class 7 contains 16215 members Mstep: Class 8 contains 207154 members Mstep: Class 9 contains 1252 members Mstep: Class 10 contains 3145 members Mstep: Class 11 contains 21440 members Mstep: Class 12 contains 606 members Mstep: Class 13 contains 5109 members Mstep: Class 14 contains 14889 members Mstep: Class 15 contains 3335 members Mstep: Class 16 contains 74122 members Mstep: Class 17 contains 1697 members Mstep: Class 18 contains 989 members Mstep: Class 19 contains 35144 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 3386 members Mstep: Class 22 contains 803 members Entering Unmasked Estep ConsiderDeletion Score: -55669460.000000 Penalty: 70965.648438 Iteration 58Q: 23 clusters Score -5.566946e+07 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28361 members Mstep: Class 2 contains 3291 members Mstep: Class 3 contains 3920 members Mstep: Class 4 contains 3425 members Mstep: Class 5 contains 3904 members Mstep: Class 6 contains 13025 members Mstep: Class 7 contains 16272 members Mstep: Class 8 contains 207195 members Mstep: Class 9 contains 1252 members Mstep: Class 10 contains 3136 members Mstep: Class 11 contains 21444 members Mstep: Class 12 contains 606 members Mstep: Class 13 contains 5190 members Mstep: Class 14 contains 14887 members Mstep: Class 15 contains 3338 members Mstep: Class 16 contains 74117 members Mstep: Class 17 contains 1697 members Mstep: Class 18 contains 990 members Mstep: Class 19 contains 34920 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 3387 members Mstep: Class 22 contains 803 members Entering Unmasked Estep ConsiderDeletion Score: -55669496.000000 Penalty: 70965.648438 Iteration 59Q: 23 clusters Score -5.56695e+07 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28406 members Mstep: Class 2 contains 3298 members Mstep: Class 3 contains 3927 members Mstep: Class 4 contains 3425 members Mstep: Class 5 contains 3907 members Mstep: Class 6 contains 13013 members Mstep: Class 7 contains 16324 members Mstep: Class 8 contains 207252 members Mstep: Class 9 contains 1252 members Mstep: Class 10 contains 3129 members Mstep: Class 11 contains 21443 members Mstep: Class 12 contains 606 members Mstep: Class 13 contains 5268 members Mstep: Class 14 contains 14887 members Mstep: Class 15 contains 3342 members Mstep: Class 16 contains 74119 members Mstep: Class 17 contains 1698 members Mstep: Class 18 contains 990 members Mstep: Class 19 contains 34683 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 3388 members Mstep: Class 22 contains 803 members Entering Unmasked Estep ConsiderDeletion Score: -55669596.000000 Penalty: 70965.648438 Iteration 60F: 23 clusters Score -5.56696e+07 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28455 members Mstep: Class 2 contains 3305 members Mstep: Class 3 contains 3929 members Mstep: Class 4 contains 3427 members Mstep: Class 5 contains 3907 members Mstep: Class 6 contains 13012 members Mstep: Class 7 contains 16374 members Mstep: Class 8 contains 207256 members Mstep: Class 9 contains 1252 members Mstep: Class 10 contains 3125 members Mstep: Class 11 contains 21444 members Mstep: Class 12 contains 598 members Mstep: Class 13 contains 5406 members Mstep: Class 14 contains 14885 members Mstep: Class 15 contains 3347 members Mstep: Class 16 contains 74104 members Mstep: Class 17 contains 1698 members Mstep: Class 18 contains 990 members Mstep: Class 19 contains 34447 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3389 members Mstep: Class 22 contains 811 members Entering Unmasked Estep ConsiderDeletion Score: -55669692.000000 Penalty: 70965.648438 Iteration 61Q: 23 clusters Score -5.566969e+07 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28496 members Mstep: Class 2 contains 3312 members Mstep: Class 3 contains 3933 members Mstep: Class 4 contains 3427 members Mstep: Class 5 contains 3907 members Mstep: Class 6 contains 13008 members Mstep: Class 7 contains 16421 members Mstep: Class 8 contains 207226 members Mstep: Class 9 contains 1252 members Mstep: Class 10 contains 3121 members Mstep: Class 11 contains 21438 members Mstep: Class 12 contains 594 members Mstep: Class 13 contains 5566 members Mstep: Class 14 contains 14885 members Mstep: Class 15 contains 3355 members Mstep: Class 16 contains 74092 members Mstep: Class 17 contains 1699 members Mstep: Class 18 contains 991 members Mstep: Class 19 contains 34233 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3390 members Mstep: Class 22 contains 815 members Entering Unmasked Estep ConsiderDeletion Score: -55669880.000000 Penalty: 70965.648438 Iteration 62Q: 23 clusters Score -5.566988e+07 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28532 members Mstep: Class 2 contains 3324 members Mstep: Class 3 contains 3937 members Mstep: Class 4 contains 3431 members Mstep: Class 5 contains 3906 members Mstep: Class 6 contains 13007 members Mstep: Class 7 contains 16465 members Mstep: Class 8 contains 207223 members Mstep: Class 9 contains 1250 members Mstep: Class 10 contains 3120 members Mstep: Class 11 contains 21427 members Mstep: Class 12 contains 593 members Mstep: Class 13 contains 5713 members Mstep: Class 14 contains 14884 members Mstep: Class 15 contains 3362 members Mstep: Class 16 contains 74081 members Mstep: Class 17 contains 1699 members Mstep: Class 18 contains 990 members Mstep: Class 19 contains 34009 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3390 members Mstep: Class 22 contains 818 members Entering Unmasked Estep ConsiderDeletion Score: -55670124.000000 Penalty: 70965.648438 Iteration 63Q: 23 clusters Score -5.567012e+07 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28557 members Mstep: Class 2 contains 3332 members Mstep: Class 3 contains 3942 members Mstep: Class 4 contains 3437 members Mstep: Class 5 contains 3906 members Mstep: Class 6 contains 13001 members Mstep: Class 7 contains 16507 members Mstep: Class 8 contains 207239 members Mstep: Class 9 contains 1249 members Mstep: Class 10 contains 3120 members Mstep: Class 11 contains 21425 members Mstep: Class 12 contains 591 members Mstep: Class 13 contains 5846 members Mstep: Class 14 contains 14885 members Mstep: Class 15 contains 3366 members Mstep: Class 16 contains 74056 members Mstep: Class 17 contains 1699 members Mstep: Class 18 contains 990 members Mstep: Class 19 contains 33802 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3390 members Mstep: Class 22 contains 821 members Entering Unmasked Estep ConsiderDeletion Score: -55670208.000000 Penalty: 70965.648438 Iteration 64Q: 23 clusters Score -5.567021e+07 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28574 members Mstep: Class 2 contains 3340 members Mstep: Class 3 contains 3949 members Mstep: Class 4 contains 3440 members Mstep: Class 5 contains 3909 members Mstep: Class 6 contains 12997 members Mstep: Class 7 contains 16545 members Mstep: Class 8 contains 207270 members Mstep: Class 9 contains 1248 members Mstep: Class 10 contains 3121 members Mstep: Class 11 contains 21423 members Mstep: Class 12 contains 591 members Mstep: Class 13 contains 5953 members Mstep: Class 14 contains 14884 members Mstep: Class 15 contains 3372 members Mstep: Class 16 contains 74042 members Mstep: Class 17 contains 1699 members Mstep: Class 18 contains 990 members Mstep: Class 19 contains 33602 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3390 members Mstep: Class 22 contains 822 members Entering Unmasked Estep ConsiderDeletion Score: -55670192.000000 Penalty: 70965.648438 Iteration 65Q: 23 clusters Score -5.567019e+07 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28596 members Mstep: Class 2 contains 3347 members Mstep: Class 3 contains 3953 members Mstep: Class 4 contains 3445 members Mstep: Class 5 contains 3914 members Mstep: Class 6 contains 12990 members Mstep: Class 7 contains 16579 members Mstep: Class 8 contains 207309 members Mstep: Class 9 contains 1247 members Mstep: Class 10 contains 3121 members Mstep: Class 11 contains 21428 members Mstep: Class 12 contains 591 members Mstep: Class 13 contains 6050 members Mstep: Class 14 contains 14884 members Mstep: Class 15 contains 3379 members Mstep: Class 16 contains 74018 members Mstep: Class 17 contains 1699 members Mstep: Class 18 contains 989 members Mstep: Class 19 contains 33409 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3390 members Mstep: Class 22 contains 823 members Entering Unmasked Estep ConsiderDeletion Score: -55670288.000000 Penalty: 70965.648438 Iteration 66Q: 23 clusters Score -5.567029e+07 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28632 members Mstep: Class 2 contains 3354 members Mstep: Class 3 contains 3959 members Mstep: Class 4 contains 3452 members Mstep: Class 5 contains 3915 members Mstep: Class 6 contains 12993 members Mstep: Class 7 contains 16610 members Mstep: Class 8 contains 207351 members Mstep: Class 9 contains 1244 members Mstep: Class 10 contains 3122 members Mstep: Class 11 contains 21435 members Mstep: Class 12 contains 594 members Mstep: Class 13 contains 6130 members Mstep: Class 14 contains 14881 members Mstep: Class 15 contains 3395 members Mstep: Class 16 contains 73993 members Mstep: Class 17 contains 1700 members Mstep: Class 18 contains 989 members Mstep: Class 19 contains 33198 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3391 members Mstep: Class 22 contains 823 members Entering Unmasked Estep ConsiderDeletion Score: -55670536.000000 Penalty: 70965.648438 Iteration 67Q: 23 clusters Score -5.567054e+07 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28641 members Mstep: Class 2 contains 3362 members Mstep: Class 3 contains 3963 members Mstep: Class 4 contains 3458 members Mstep: Class 5 contains 3913 members Mstep: Class 6 contains 12993 members Mstep: Class 7 contains 16631 members Mstep: Class 8 contains 207426 members Mstep: Class 9 contains 1242 members Mstep: Class 10 contains 3123 members Mstep: Class 11 contains 21443 members Mstep: Class 12 contains 596 members Mstep: Class 13 contains 6208 members Mstep: Class 14 contains 14882 members Mstep: Class 15 contains 3410 members Mstep: Class 16 contains 73972 members Mstep: Class 17 contains 1701 members Mstep: Class 18 contains 988 members Mstep: Class 19 contains 32994 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3392 members Mstep: Class 22 contains 823 members Entering Unmasked Estep ConsiderDeletion Score: -55670492.000000 Penalty: 70965.648438 Iteration 68Q: 23 clusters Score -5.567049e+07 nChanged 459 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28652 members Mstep: Class 2 contains 3371 members Mstep: Class 3 contains 3967 members Mstep: Class 4 contains 3464 members Mstep: Class 5 contains 3913 members Mstep: Class 6 contains 12990 members Mstep: Class 7 contains 16645 members Mstep: Class 8 contains 207510 members Mstep: Class 9 contains 1240 members Mstep: Class 10 contains 3123 members Mstep: Class 11 contains 21455 members Mstep: Class 12 contains 598 members Mstep: Class 13 contains 6279 members Mstep: Class 14 contains 14880 members Mstep: Class 15 contains 3422 members Mstep: Class 16 contains 73956 members Mstep: Class 17 contains 1702 members Mstep: Class 18 contains 987 members Mstep: Class 19 contains 32792 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3392 members Mstep: Class 22 contains 823 members Entering Unmasked Estep ConsiderDeletion Score: -55670648.000000 Penalty: 70965.648438 Iteration 69Q: 23 clusters Score -5.567065e+07 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28675 members Mstep: Class 2 contains 3378 members Mstep: Class 3 contains 3971 members Mstep: Class 4 contains 3469 members Mstep: Class 5 contains 3912 members Mstep: Class 6 contains 12989 members Mstep: Class 7 contains 16662 members Mstep: Class 8 contains 207601 members Mstep: Class 9 contains 1238 members Mstep: Class 10 contains 3122 members Mstep: Class 11 contains 21468 members Mstep: Class 12 contains 600 members Mstep: Class 13 contains 6342 members Mstep: Class 14 contains 14878 members Mstep: Class 15 contains 3429 members Mstep: Class 16 contains 73930 members Mstep: Class 17 contains 1702 members Mstep: Class 18 contains 987 members Mstep: Class 19 contains 32593 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3392 members Mstep: Class 22 contains 823 members Entering Unmasked Estep ConsiderDeletion Score: -55670636.000000 Penalty: 70965.648438 Iteration 70Q: 23 clusters Score -5.567064e+07 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28693 members Mstep: Class 2 contains 3381 members Mstep: Class 3 contains 3977 members Mstep: Class 4 contains 3470 members Mstep: Class 5 contains 3912 members Mstep: Class 6 contains 12982 members Mstep: Class 7 contains 16675 members Mstep: Class 8 contains 207719 members Mstep: Class 9 contains 1237 members Mstep: Class 10 contains 3123 members Mstep: Class 11 contains 21474 members Mstep: Class 12 contains 601 members Mstep: Class 13 contains 6393 members Mstep: Class 14 contains 14880 members Mstep: Class 15 contains 3436 members Mstep: Class 16 contains 73902 members Mstep: Class 17 contains 1702 members Mstep: Class 18 contains 988 members Mstep: Class 19 contains 32401 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3392 members Mstep: Class 22 contains 823 members Entering Unmasked Estep ConsiderDeletion Score: -55670616.000000 Penalty: 70965.648438 Iteration 71Q: 23 clusters Score -5.567062e+07 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28698 members Mstep: Class 2 contains 3382 members Mstep: Class 3 contains 3982 members Mstep: Class 4 contains 3473 members Mstep: Class 5 contains 3910 members Mstep: Class 6 contains 12976 members Mstep: Class 7 contains 16687 members Mstep: Class 8 contains 207812 members Mstep: Class 9 contains 1235 members Mstep: Class 10 contains 3124 members Mstep: Class 11 contains 21482 members Mstep: Class 12 contains 603 members Mstep: Class 13 contains 6435 members Mstep: Class 14 contains 14879 members Mstep: Class 15 contains 3443 members Mstep: Class 16 contains 73880 members Mstep: Class 17 contains 1703 members Mstep: Class 18 contains 988 members Mstep: Class 19 contains 32253 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3393 members Mstep: Class 22 contains 823 members Entering Unmasked Estep ConsiderDeletion Score: -55670604.000000 Penalty: 70965.648438 Iteration 72Q: 23 clusters Score -5.56706e+07 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28712 members Mstep: Class 2 contains 3383 members Mstep: Class 3 contains 3985 members Mstep: Class 4 contains 3474 members Mstep: Class 5 contains 3915 members Mstep: Class 6 contains 12973 members Mstep: Class 7 contains 16694 members Mstep: Class 8 contains 207905 members Mstep: Class 9 contains 1234 members Mstep: Class 10 contains 3124 members Mstep: Class 11 contains 21482 members Mstep: Class 12 contains 604 members Mstep: Class 13 contains 6473 members Mstep: Class 14 contains 14880 members Mstep: Class 15 contains 3454 members Mstep: Class 16 contains 73864 members Mstep: Class 17 contains 1704 members Mstep: Class 18 contains 988 members Mstep: Class 19 contains 32097 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3393 members Mstep: Class 22 contains 823 members Entering Unmasked Estep ConsiderDeletion Score: -55670568.000000 Penalty: 70965.648438 Iteration 73Q: 23 clusters Score -5.567057e+07 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28720 members Mstep: Class 2 contains 3386 members Mstep: Class 3 contains 3986 members Mstep: Class 4 contains 3475 members Mstep: Class 5 contains 3921 members Mstep: Class 6 contains 12972 members Mstep: Class 7 contains 16706 members Mstep: Class 8 contains 208017 members Mstep: Class 9 contains 1232 members Mstep: Class 10 contains 3123 members Mstep: Class 11 contains 21478 members Mstep: Class 12 contains 606 members Mstep: Class 13 contains 6510 members Mstep: Class 14 contains 14879 members Mstep: Class 15 contains 3461 members Mstep: Class 16 contains 73849 members Mstep: Class 17 contains 1705 members Mstep: Class 18 contains 988 members Mstep: Class 19 contains 31931 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3393 members Mstep: Class 22 contains 823 members Entering Unmasked Estep ConsiderDeletion Score: -55670660.000000 Penalty: 70965.648438 Iteration 74Q: 23 clusters Score -5.567066e+07 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28721 members Mstep: Class 2 contains 3388 members Mstep: Class 3 contains 3988 members Mstep: Class 4 contains 3478 members Mstep: Class 5 contains 3924 members Mstep: Class 6 contains 12971 members Mstep: Class 7 contains 16726 members Mstep: Class 8 contains 208078 members Mstep: Class 9 contains 1229 members Mstep: Class 10 contains 3122 members Mstep: Class 11 contains 21485 members Mstep: Class 12 contains 609 members Mstep: Class 13 contains 6544 members Mstep: Class 14 contains 14879 members Mstep: Class 15 contains 3469 members Mstep: Class 16 contains 73837 members Mstep: Class 17 contains 1705 members Mstep: Class 18 contains 989 members Mstep: Class 19 contains 31803 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3393 members Mstep: Class 22 contains 823 members Entering Unmasked Estep ConsiderDeletion Score: -55670660.000000 Penalty: 70965.648438 Iteration 75Q: 23 clusters Score -5.567066e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28736 members Mstep: Class 2 contains 3390 members Mstep: Class 3 contains 3989 members Mstep: Class 4 contains 3479 members Mstep: Class 5 contains 3922 members Mstep: Class 6 contains 12971 members Mstep: Class 7 contains 16741 members Mstep: Class 8 contains 208171 members Mstep: Class 9 contains 1224 members Mstep: Class 10 contains 3121 members Mstep: Class 11 contains 21489 members Mstep: Class 12 contains 614 members Mstep: Class 13 contains 6572 members Mstep: Class 14 contains 14877 members Mstep: Class 15 contains 3475 members Mstep: Class 16 contains 73824 members Mstep: Class 17 contains 1705 members Mstep: Class 18 contains 987 members Mstep: Class 19 contains 31658 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3393 members Mstep: Class 22 contains 823 members Entering Unmasked Estep ConsiderDeletion Score: -55670756.000000 Penalty: 70965.648438 Iteration 76Q: 23 clusters Score -5.567076e+07 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28743 members Mstep: Class 2 contains 3394 members Mstep: Class 3 contains 3990 members Mstep: Class 4 contains 3481 members Mstep: Class 5 contains 3923 members Mstep: Class 6 contains 12971 members Mstep: Class 7 contains 16751 members Mstep: Class 8 contains 208250 members Mstep: Class 9 contains 1220 members Mstep: Class 10 contains 3121 members Mstep: Class 11 contains 21488 members Mstep: Class 12 contains 618 members Mstep: Class 13 contains 6603 members Mstep: Class 14 contains 14876 members Mstep: Class 15 contains 3480 members Mstep: Class 16 contains 73808 members Mstep: Class 17 contains 1706 members Mstep: Class 18 contains 987 members Mstep: Class 19 contains 31535 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3393 members Mstep: Class 22 contains 823 members Entering Unmasked Estep ConsiderDeletion Score: -55670752.000000 Penalty: 70965.648438 Iteration 77Q: 23 clusters Score -5.567075e+07 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28752 members Mstep: Class 2 contains 3394 members Mstep: Class 3 contains 3993 members Mstep: Class 4 contains 3483 members Mstep: Class 5 contains 3921 members Mstep: Class 6 contains 12967 members Mstep: Class 7 contains 16759 members Mstep: Class 8 contains 208324 members Mstep: Class 9 contains 1217 members Mstep: Class 10 contains 3121 members Mstep: Class 11 contains 21492 members Mstep: Class 12 contains 621 members Mstep: Class 13 contains 6631 members Mstep: Class 14 contains 14877 members Mstep: Class 15 contains 3488 members Mstep: Class 16 contains 73798 members Mstep: Class 17 contains 1707 members Mstep: Class 18 contains 987 members Mstep: Class 19 contains 31413 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3393 members Mstep: Class 22 contains 823 members Entering Unmasked Estep ConsiderDeletion Score: -55670720.000000 Penalty: 70965.648438 Iteration 78Q: 23 clusters Score -5.567072e+07 nChanged 215 Entering ConstructFrom: Score: -55670720.000000 Penalty: 70965.648438 Entering ConstructFrom: Trying to split cluster 1 (28749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28749 members Entering Unmasked Estep Score: -3579822.250000 Penalty: 2546.056885 Iteration 0F: 2 clusters Score -3579822 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14398 members Mstep: Class 2 contains 14351 members Entering Unmasked Estep Score: -3560157.000000 Penalty: 5092.113770 Iteration 0F: 3 clusters Score -3560157 nChanged 12793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14295 members Mstep: Class 2 contains 14454 members Entering Unmasked Estep Score: -3567173.500000 Penalty: 5092.113770 Iteration 1F: 3 clusters Score -3567174 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14238 members Mstep: Class 2 contains 14511 members Entering Unmasked Estep Score: -3567684.750000 Penalty: 5092.113770 Iteration 2Q: 3 clusters Score -3567685 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14157 members Mstep: Class 2 contains 14592 members Entering Unmasked Estep Score: -3568212.500000 Penalty: 5092.113770 Iteration 3Q: 3 clusters Score -3568212 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13962 members Mstep: Class 2 contains 14787 members Entering Unmasked Estep Score: -3568691.500000 Penalty: 5092.113770 Iteration 4Q: 3 clusters Score -3568692 nChanged 1249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13711 members Mstep: Class 2 contains 15038 members Entering Unmasked Estep Score: -3569182.500000 Penalty: 5092.113770 Iteration 5Q: 3 clusters Score -3569182 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13397 members Mstep: Class 2 contains 15352 members Entering Unmasked Estep Score: -3569663.750000 Penalty: 5092.113770 Iteration 6Q: 3 clusters Score -3569664 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13000 members Mstep: Class 2 contains 15749 members Entering Unmasked Estep Score: -3570218.250000 Penalty: 5092.113770 Iteration 7Q: 3 clusters Score -3570218 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12518 members Mstep: Class 2 contains 16231 members Entering Unmasked Estep Score: -3570776.500000 Penalty: 5092.113770 Iteration 8Q: 3 clusters Score -3570776 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11957 members Mstep: Class 2 contains 16792 members Entering Unmasked Estep Score: -3571332.000000 Penalty: 5092.113770 Iteration 9Q: 3 clusters Score -3571332 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11401 members Mstep: Class 2 contains 17348 members Entering Unmasked Estep Score: -3571865.750000 Penalty: 5092.113770 Iteration 10Q: 3 clusters Score -3571866 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10841 members Mstep: Class 2 contains 17908 members Entering Unmasked Estep Score: -3572365.000000 Penalty: 5092.113770 Iteration 11Q: 3 clusters Score -3572365 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10311 members Mstep: Class 2 contains 18438 members Entering Unmasked Estep Score: -3572900.500000 Penalty: 5092.113770 Iteration 12Q: 3 clusters Score -3572900 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9825 members Mstep: Class 2 contains 18924 members Entering Unmasked Estep Score: -3573462.000000 Penalty: 5092.113770 Iteration 13Q: 3 clusters Score -3573462 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9371 members Mstep: Class 2 contains 19378 members Entering Unmasked Estep Score: -3574060.750000 Penalty: 5092.113770 Iteration 14Q: 3 clusters Score -3574061 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8943 members Mstep: Class 2 contains 19806 members Entering Unmasked Estep Score: -3574652.250000 Penalty: 5092.113770 Iteration 15Q: 3 clusters Score -3574652 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8521 members Mstep: Class 2 contains 20228 members Entering Unmasked Estep Score: -3575119.250000 Penalty: 5092.113770 Iteration 16Q: 3 clusters Score -3575119 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8127 members Mstep: Class 2 contains 20622 members Entering Unmasked Estep Score: -3575378.500000 Penalty: 5092.113770 Iteration 17Q: 3 clusters Score -3575378 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7733 members Mstep: Class 2 contains 21016 members Entering Unmasked Estep Score: -3575602.500000 Penalty: 5092.113770 Iteration 18Q: 3 clusters Score -3575602 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7329 members Mstep: Class 2 contains 21420 members Entering Unmasked Estep Score: -3575807.500000 Penalty: 5092.113770 Iteration 19Q: 3 clusters Score -3575808 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6955 members Mstep: Class 2 contains 21794 members Entering Unmasked Estep Score: -3576005.500000 Penalty: 5092.113770 Iteration 20F: 3 clusters Score -3576006 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 22134 members Entering Unmasked Estep Score: -3576146.500000 Penalty: 5092.113770 Iteration 21Q: 3 clusters Score -3576146 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6281 members Mstep: Class 2 contains 22468 members Entering Unmasked Estep Score: -3576285.250000 Penalty: 5092.113770 Iteration 22Q: 3 clusters Score -3576285 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5963 members Mstep: Class 2 contains 22786 members Entering Unmasked Estep Score: -3576424.750000 Penalty: 5092.113770 Iteration 23Q: 3 clusters Score -3576425 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5682 members Mstep: Class 2 contains 23067 members Entering Unmasked Estep Score: -3576531.750000 Penalty: 5092.113770 Iteration 24Q: 3 clusters Score -3576532 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5414 members Mstep: Class 2 contains 23335 members Entering Unmasked Estep Score: -3576623.250000 Penalty: 5092.113770 Iteration 25Q: 3 clusters Score -3576623 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5168 members Mstep: Class 2 contains 23581 members Entering Unmasked Estep Score: -3576720.500000 Penalty: 5092.113770 Iteration 26Q: 3 clusters Score -3576720 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4953 members Mstep: Class 2 contains 23796 members Entering Unmasked Estep Score: -3576780.750000 Penalty: 5092.113770 Iteration 27Q: 3 clusters Score -3576781 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 23995 members Entering Unmasked Estep Score: -3576838.500000 Penalty: 5092.113770 Iteration 28Q: 3 clusters Score -3576838 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4567 members Mstep: Class 2 contains 24182 members Entering Unmasked Estep Score: -3576898.500000 Penalty: 5092.113770 Iteration 29Q: 3 clusters Score -3576898 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 24367 members Entering Unmasked Estep Score: -3576958.000000 Penalty: 5092.113770 Iteration 30Q: 3 clusters Score -3576958 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 24517 members Entering Unmasked Estep Score: -3577004.500000 Penalty: 5092.113770 Iteration 31Q: 3 clusters Score -3577004 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 24681 members Entering Unmasked Estep Score: -3577049.000000 Penalty: 5092.113770 Iteration 32Q: 3 clusters Score -3577049 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 24846 members Entering Unmasked Estep Score: -3577094.750000 Penalty: 5092.113770 Iteration 33Q: 3 clusters Score -3577095 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 25002 members Entering Unmasked Estep Score: -3577129.750000 Penalty: 5092.113770 Iteration 34Q: 3 clusters Score -3577130 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 25118 members Entering Unmasked Estep Score: -3577178.750000 Penalty: 5092.113770 Iteration 35Q: 3 clusters Score -3577179 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 25257 members Entering Unmasked Estep Score: -3577238.250000 Penalty: 5092.113770 Iteration 36Q: 3 clusters Score -3577238 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 25387 members Entering Unmasked Estep Score: -3577287.000000 Penalty: 5092.113770 Iteration 37Q: 3 clusters Score -3577287 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 25510 members Entering Unmasked Estep Score: -3577334.750000 Penalty: 5092.113770 Iteration 38Q: 3 clusters Score -3577335 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 25628 members Entering Unmasked Estep Score: -3577393.000000 Penalty: 5092.113770 Iteration 39Q: 3 clusters Score -3577393 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 25745 members Entering Unmasked Estep Score: -3577439.250000 Penalty: 5092.113770 Iteration 40F: 3 clusters Score -3577439 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 25860 members Entering Unmasked Estep Score: -3577474.250000 Penalty: 5092.113770 Iteration 41Q: 3 clusters Score -3577474 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 25962 members Entering Unmasked Estep Score: -3577515.250000 Penalty: 5092.113770 Iteration 42Q: 3 clusters Score -3577515 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 26051 members Entering Unmasked Estep Score: -3577553.250000 Penalty: 5092.113770 Iteration 43Q: 3 clusters Score -3577553 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 26141 members Entering Unmasked Estep Score: -3577576.000000 Penalty: 5092.113770 Iteration 44Q: 3 clusters Score -3577576 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2526 members Mstep: Class 2 contains 26223 members Entering Unmasked Estep Score: -3577597.500000 Penalty: 5092.113770 Iteration 45Q: 3 clusters Score -3577598 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 26288 members Entering Unmasked Estep Score: -3577618.750000 Penalty: 5092.113770 Iteration 46Q: 3 clusters Score -3577619 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 26340 members Entering Unmasked Estep Score: -3577631.000000 Penalty: 5092.113770 Iteration 47Q: 3 clusters Score -3577631 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 26387 members Entering Unmasked Estep Score: -3577638.500000 Penalty: 5092.113770 Iteration 48Q: 3 clusters Score -3577638 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 26434 members Entering Unmasked Estep Score: -3577639.250000 Penalty: 5092.113770 Iteration 49Q: 3 clusters Score -3577639 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 26484 members Entering Unmasked Estep Score: -3577663.750000 Penalty: 5092.113770 Iteration 50Q: 3 clusters Score -3577664 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 26532 members Entering Unmasked Estep Score: -3577683.000000 Penalty: 5092.113770 Iteration 51Q: 3 clusters Score -3577683 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 26586 members Entering Unmasked Estep Score: -3577695.000000 Penalty: 5092.113770 Iteration 52Q: 3 clusters Score -3577695 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2126 members Mstep: Class 2 contains 26623 members Entering Unmasked Estep Score: -3577704.500000 Penalty: 5092.113770 Iteration 53Q: 3 clusters Score -3577704 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 26654 members Entering Unmasked Estep Score: -3577709.750000 Penalty: 5092.113770 Iteration 54Q: 3 clusters Score -3577710 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 26685 members Entering Unmasked Estep Score: -3577715.000000 Penalty: 5092.113770 Iteration 55Q: 3 clusters Score -3577715 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 26715 members Entering Unmasked Estep Score: -3577724.500000 Penalty: 5092.113770 Iteration 56Q: 3 clusters Score -3577724 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 26739 members Entering Unmasked Estep Score: -3577728.750000 Penalty: 5092.113770 Iteration 57Q: 3 clusters Score -3577729 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 26762 members Entering Unmasked Estep Score: -3577734.500000 Penalty: 5092.113770 Iteration 58Q: 3 clusters Score -3577734 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 26785 members Entering Unmasked Estep Score: -3577744.250000 Penalty: 5092.113770 Iteration 59Q: 3 clusters Score -3577744 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 26812 members Entering Unmasked Estep Score: -3577754.000000 Penalty: 5092.113770 Iteration 60F: 3 clusters Score -3577754 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 26832 members Entering Unmasked Estep Score: -3577758.250000 Penalty: 5092.113770 Iteration 61Q: 3 clusters Score -3577758 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 26851 members Entering Unmasked Estep Score: -3577753.250000 Penalty: 5092.113770 Iteration 62Q: 3 clusters Score -3577753 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 26869 members Entering Unmasked Estep Score: -3577759.000000 Penalty: 5092.113770 Iteration 63Q: 3 clusters Score -3577759 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 26885 members Entering Unmasked Estep Score: -3577760.000000 Penalty: 5092.113770 Iteration 64Q: 3 clusters Score -3577760 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 26900 members Entering Unmasked Estep Score: -3577767.750000 Penalty: 5092.113770 Iteration 65Q: 3 clusters Score -3577768 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 26914 members Entering Unmasked Estep Score: -3577774.250000 Penalty: 5092.113770 Iteration 66Q: 3 clusters Score -3577774 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 26925 members Entering Unmasked Estep Score: -3577777.250000 Penalty: 5092.113770 Iteration 67Q: 3 clusters Score -3577777 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 26930 members Entering Unmasked Estep Score: -3577774.000000 Penalty: 5092.113770 Iteration 68Q: 3 clusters Score -3577774 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 26933 members Entering Unmasked Estep Score: -3577773.500000 Penalty: 5092.113770 Iteration 69Q: 3 clusters Score -3577774 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 26936 members Entering Unmasked Estep Score: -3577775.500000 Penalty: 5092.113770 Iteration 70Q: 3 clusters Score -3577776 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 26940 members Entering Unmasked Estep Score: -3577772.750000 Penalty: 5092.113770 Iteration 71Q: 3 clusters Score -3577773 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 26942 members Entering Unmasked Estep Score: -3577777.000000 Penalty: 5092.113770 Iteration 72Q: 3 clusters Score -3577777 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 26942 members Entering Unmasked Estep Score: -3577778.500000 Penalty: 5092.113770 Iteration 73Q: 3 clusters Score -3577778 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 26944 members Entering Unmasked Estep Score: -3577778.250000 Penalty: 5092.113770 Iteration 74Q: 3 clusters Score -3577778 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 26948 members Entering Unmasked Estep Score: -3577771.500000 Penalty: 5092.113770 Iteration 75Q: 3 clusters Score -3577772 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 26954 members Entering Unmasked Estep Score: -3577771.750000 Penalty: 5092.113770 Iteration 76Q: 3 clusters Score -3577772 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 26961 members Entering Unmasked Estep Score: -3577777.000000 Penalty: 5092.113770 Iteration 77Q: 3 clusters Score -3577777 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 26968 members Entering Unmasked Estep Score: -3577776.500000 Penalty: 5092.113770 Iteration 78Q: 3 clusters Score -3577776 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 26969 members Entering Unmasked Estep Score: -3577774.250000 Penalty: 5092.113770 Iteration 79Q: 3 clusters Score -3577774 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 26971 members Entering Unmasked Estep Score: -3577778.250000 Penalty: 5092.113770 Iteration 80F: 3 clusters Score -3577778 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 26978 members Entering Unmasked Estep Score: -3577787.000000 Penalty: 5092.113770 Iteration 81Q: 3 clusters Score -3577787 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 26988 members Entering Unmasked Estep Score: -3577787.750000 Penalty: 5092.113770 Iteration 82Q: 3 clusters Score -3577788 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 26999 members Entering Unmasked Estep Score: -3577789.000000 Penalty: 5092.113770 Iteration 83Q: 3 clusters Score -3577789 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 27006 members Entering Unmasked Estep Score: -3577794.000000 Penalty: 5092.113770 Iteration 84Q: 3 clusters Score -3577794 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 27016 members Entering Unmasked Estep Score: -3577792.000000 Penalty: 5092.113770 Iteration 85Q: 3 clusters Score -3577792 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 27025 members Entering Unmasked Estep Score: -3577789.000000 Penalty: 5092.113770 Iteration 86Q: 3 clusters Score -3577789 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 27034 members Entering Unmasked Estep Score: -3577797.750000 Penalty: 5092.113770 Iteration 87Q: 3 clusters Score -3577798 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 27038 members Entering Unmasked Estep Score: -3577796.000000 Penalty: 5092.113770 Iteration 88Q: 3 clusters Score -3577796 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 27042 members Entering Unmasked Estep Score: -3577801.000000 Penalty: 5092.113770 Iteration 89Q: 3 clusters Score -3577801 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 27044 members Entering Unmasked Estep Score: -3577802.500000 Penalty: 5092.113770 Iteration 90Q: 3 clusters Score -3577802 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 27045 members Entering Unmasked Estep Score: -3577805.500000 Penalty: 5092.113770 Iteration 91Q: 3 clusters Score -3577806 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 27045 members Entering Unmasked Estep Score: -3577805.500000 Penalty: 5092.113770 Iteration 92F: 3 clusters Score -3577806 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (3394 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Entering Unmasked Estep Score: -440342.781250 Penalty: 2016.181641 Iteration 0F: 2 clusters Score -440342.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -436839.687500 Penalty: 4032.363281 Iteration 0F: 3 clusters Score -436839.7 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -437535.562500 Penalty: 4032.363281 Iteration 1F: 3 clusters Score -437535.6 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -437675.406250 Penalty: 4032.363281 Iteration 2F: 3 clusters Score -437675.4 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -437764.250000 Penalty: 4032.363281 Iteration 3Q: 3 clusters Score -437764.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -437836.406250 Penalty: 4032.363281 Iteration 4Q: 3 clusters Score -437836.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -437889.750000 Penalty: 4032.363281 Iteration 5Q: 3 clusters Score -437889.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -437937.375000 Penalty: 4032.363281 Iteration 6Q: 3 clusters Score -437937.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -437974.593750 Penalty: 4032.363281 Iteration 7Q: 3 clusters Score -437974.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -438005.250000 Penalty: 4032.363281 Iteration 8Q: 3 clusters Score -438005.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -438031.875000 Penalty: 4032.363281 Iteration 9Q: 3 clusters Score -438031.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -438052.250000 Penalty: 4032.363281 Iteration 10Q: 3 clusters Score -438052.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -438072.187500 Penalty: 4032.363281 Iteration 11Q: 3 clusters Score -438072.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -438088.156250 Penalty: 4032.363281 Iteration 12Q: 3 clusters Score -438088.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1669 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -438097.187500 Penalty: 4032.363281 Iteration 13Q: 3 clusters Score -438097.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -438109.156250 Penalty: 4032.363281 Iteration 14Q: 3 clusters Score -438109.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -438126.031250 Penalty: 4032.363281 Iteration 15Q: 3 clusters Score -438126 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1608 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -438147.687500 Penalty: 4032.363281 Iteration 16Q: 3 clusters Score -438147.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -438170.875000 Penalty: 4032.363281 Iteration 17Q: 3 clusters Score -438170.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -438203.156250 Penalty: 4032.363281 Iteration 18Q: 3 clusters Score -438203.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -438226.781250 Penalty: 4032.363281 Iteration 19Q: 3 clusters Score -438226.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -438247.687500 Penalty: 4032.363281 Iteration 20F: 3 clusters Score -438247.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -438262.375000 Penalty: 4032.363281 Iteration 21Q: 3 clusters Score -438262.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -438274.000000 Penalty: 4032.363281 Iteration 22Q: 3 clusters Score -438274 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -438284.187500 Penalty: 4032.363281 Iteration 23Q: 3 clusters Score -438284.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -438296.375000 Penalty: 4032.363281 Iteration 24Q: 3 clusters Score -438296.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1421 members Mstep: Class 2 contains 1973 members Entering Unmasked Estep Score: -438310.562500 Penalty: 4032.363281 Iteration 25Q: 3 clusters Score -438310.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -438322.687500 Penalty: 4032.363281 Iteration 26Q: 3 clusters Score -438322.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -438331.500000 Penalty: 4032.363281 Iteration 27Q: 3 clusters Score -438331.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -438341.312500 Penalty: 4032.363281 Iteration 28Q: 3 clusters Score -438341.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -438350.406250 Penalty: 4032.363281 Iteration 29Q: 3 clusters Score -438350.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -438359.656250 Penalty: 4032.363281 Iteration 30Q: 3 clusters Score -438359.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -438367.156250 Penalty: 4032.363281 Iteration 31Q: 3 clusters Score -438367.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -438374.875000 Penalty: 4032.363281 Iteration 32Q: 3 clusters Score -438374.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -438382.593750 Penalty: 4032.363281 Iteration 33Q: 3 clusters Score -438382.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 2107 members Entering Unmasked Estep Score: -438390.500000 Penalty: 4032.363281 Iteration 34Q: 3 clusters Score -438390.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -438397.375000 Penalty: 4032.363281 Iteration 35Q: 3 clusters Score -438397.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 2137 members Entering Unmasked Estep Score: -438402.781250 Penalty: 4032.363281 Iteration 36Q: 3 clusters Score -438402.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -438409.437500 Penalty: 4032.363281 Iteration 37Q: 3 clusters Score -438409.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -438415.375000 Penalty: 4032.363281 Iteration 38Q: 3 clusters Score -438415.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -438422.187500 Penalty: 4032.363281 Iteration 39Q: 3 clusters Score -438422.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -438428.187500 Penalty: 4032.363281 Iteration 40F: 3 clusters Score -438428.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -438432.843750 Penalty: 4032.363281 Iteration 41Q: 3 clusters Score -438432.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -438438.156250 Penalty: 4032.363281 Iteration 42Q: 3 clusters Score -438438.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -438442.593750 Penalty: 4032.363281 Iteration 43Q: 3 clusters Score -438442.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -438446.687500 Penalty: 4032.363281 Iteration 44Q: 3 clusters Score -438446.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -438451.750000 Penalty: 4032.363281 Iteration 45Q: 3 clusters Score -438451.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -438454.593750 Penalty: 4032.363281 Iteration 46Q: 3 clusters Score -438454.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 2226 members Entering Unmasked Estep Score: -438457.531250 Penalty: 4032.363281 Iteration 47Q: 3 clusters Score -438457.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -438462.437500 Penalty: 4032.363281 Iteration 48Q: 3 clusters Score -438462.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -438467.562500 Penalty: 4032.363281 Iteration 49Q: 3 clusters Score -438467.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -438469.281250 Penalty: 4032.363281 Iteration 50Q: 3 clusters Score -438469.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -438473.312500 Penalty: 4032.363281 Iteration 51Q: 3 clusters Score -438473.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -438477.625000 Penalty: 4032.363281 Iteration 52Q: 3 clusters Score -438477.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -438483.312500 Penalty: 4032.363281 Iteration 53Q: 3 clusters Score -438483.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -438484.218750 Penalty: 4032.363281 Iteration 54Q: 3 clusters Score -438484.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -438486.250000 Penalty: 4032.363281 Iteration 55Q: 3 clusters Score -438486.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -438489.375000 Penalty: 4032.363281 Iteration 56Q: 3 clusters Score -438489.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 2293 members Entering Unmasked Estep Score: -438491.281250 Penalty: 4032.363281 Iteration 57Q: 3 clusters Score -438491.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -438493.156250 Penalty: 4032.363281 Iteration 58Q: 3 clusters Score -438493.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -438497.406250 Penalty: 4032.363281 Iteration 59Q: 3 clusters Score -438497.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -438504.875000 Penalty: 4032.363281 Iteration 60F: 3 clusters Score -438504.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -438511.187500 Penalty: 4032.363281 Iteration 61Q: 3 clusters Score -438511.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -438515.750000 Penalty: 4032.363281 Iteration 62Q: 3 clusters Score -438515.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 2347 members Entering Unmasked Estep Score: -438522.312500 Penalty: 4032.363281 Iteration 63Q: 3 clusters Score -438522.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -438528.687500 Penalty: 4032.363281 Iteration 64Q: 3 clusters Score -438528.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -438530.093750 Penalty: 4032.363281 Iteration 65Q: 3 clusters Score -438530.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -438532.156250 Penalty: 4032.363281 Iteration 66Q: 3 clusters Score -438532.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -438534.968750 Penalty: 4032.363281 Iteration 67Q: 3 clusters Score -438535 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -438535.906250 Penalty: 4032.363281 Iteration 68Q: 3 clusters Score -438535.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -438538.156250 Penalty: 4032.363281 Iteration 69Q: 3 clusters Score -438538.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -438538.906250 Penalty: 4032.363281 Iteration 70Q: 3 clusters Score -438538.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 2378 members Entering Unmasked Estep Score: -438540.593750 Penalty: 4032.363281 Iteration 71Q: 3 clusters Score -438540.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -438543.406250 Penalty: 4032.363281 Iteration 72Q: 3 clusters Score -438543.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 2382 members Entering Unmasked Estep Score: -438545.656250 Penalty: 4032.363281 Iteration 73Q: 3 clusters Score -438545.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -438547.031250 Penalty: 4032.363281 Iteration 74Q: 3 clusters Score -438547 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -438547.562500 Penalty: 4032.363281 Iteration 75Q: 3 clusters Score -438547.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -438548.031250 Penalty: 4032.363281 Iteration 76Q: 3 clusters Score -438548 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 2386 members Entering Unmasked Estep Score: -438548.031250 Penalty: 4032.363281 Iteration 77F: 3 clusters Score -438548 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (3994 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Entering Unmasked Estep Score: -505169.593750 Penalty: 2056.552002 Iteration 0F: 2 clusters Score -505169.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 2038 members Entering Unmasked Estep Score: -501338.968750 Penalty: 4113.104004 Iteration 0F: 3 clusters Score -501339 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -502226.937500 Penalty: 4113.104004 Iteration 1F: 3 clusters Score -502226.9 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -502442.906250 Penalty: 4113.104004 Iteration 2F: 3 clusters Score -502442.9 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -502579.718750 Penalty: 4113.104004 Iteration 3F: 3 clusters Score -502579.7 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -502672.656250 Penalty: 4113.104004 Iteration 4Q: 3 clusters Score -502672.7 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 2230 members Entering Unmasked Estep Score: -502744.406250 Penalty: 4113.104004 Iteration 5Q: 3 clusters Score -502744.4 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -502805.937500 Penalty: 4113.104004 Iteration 6Q: 3 clusters Score -502805.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -502863.656250 Penalty: 4113.104004 Iteration 7Q: 3 clusters Score -502863.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -502919.062500 Penalty: 4113.104004 Iteration 8Q: 3 clusters Score -502919.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -502965.312500 Penalty: 4113.104004 Iteration 9Q: 3 clusters Score -502965.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -503002.718750 Penalty: 4113.104004 Iteration 10Q: 3 clusters Score -503002.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -503038.500000 Penalty: 4113.104004 Iteration 11Q: 3 clusters Score -503038.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -503076.812500 Penalty: 4113.104004 Iteration 12Q: 3 clusters Score -503076.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -503105.250000 Penalty: 4113.104004 Iteration 13Q: 3 clusters Score -503105.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -503128.875000 Penalty: 4113.104004 Iteration 14Q: 3 clusters Score -503128.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -503150.343750 Penalty: 4113.104004 Iteration 15Q: 3 clusters Score -503150.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 2599 members Entering Unmasked Estep Score: -503166.562500 Penalty: 4113.104004 Iteration 16Q: 3 clusters Score -503166.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 2615 members Entering Unmasked Estep Score: -503181.156250 Penalty: 4113.104004 Iteration 17Q: 3 clusters Score -503181.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -503195.000000 Penalty: 4113.104004 Iteration 18Q: 3 clusters Score -503195 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -503201.593750 Penalty: 4113.104004 Iteration 19Q: 3 clusters Score -503201.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -503206.781250 Penalty: 4113.104004 Iteration 20F: 3 clusters Score -503206.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -503213.000000 Penalty: 4113.104004 Iteration 21Q: 3 clusters Score -503213 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -503221.781250 Penalty: 4113.104004 Iteration 22Q: 3 clusters Score -503221.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -503230.093750 Penalty: 4113.104004 Iteration 23Q: 3 clusters Score -503230.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -503238.125000 Penalty: 4113.104004 Iteration 24Q: 3 clusters Score -503238.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -503246.375000 Penalty: 4113.104004 Iteration 25Q: 3 clusters Score -503246.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -503252.531250 Penalty: 4113.104004 Iteration 26Q: 3 clusters Score -503252.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -503256.281250 Penalty: 4113.104004 Iteration 27Q: 3 clusters Score -503256.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -503260.562500 Penalty: 4113.104004 Iteration 28Q: 3 clusters Score -503260.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -503263.531250 Penalty: 4113.104004 Iteration 29Q: 3 clusters Score -503263.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -503268.031250 Penalty: 4113.104004 Iteration 30Q: 3 clusters Score -503268 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -503272.843750 Penalty: 4113.104004 Iteration 31Q: 3 clusters Score -503272.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 2754 members Entering Unmasked Estep Score: -503278.250000 Penalty: 4113.104004 Iteration 32Q: 3 clusters Score -503278.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -503281.187500 Penalty: 4113.104004 Iteration 33Q: 3 clusters Score -503281.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -503286.125000 Penalty: 4113.104004 Iteration 34Q: 3 clusters Score -503286.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -503292.500000 Penalty: 4113.104004 Iteration 35Q: 3 clusters Score -503292.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -503302.125000 Penalty: 4113.104004 Iteration 36Q: 3 clusters Score -503302.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -503305.937500 Penalty: 4113.104004 Iteration 37Q: 3 clusters Score -503305.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 2819 members Entering Unmasked Estep Score: -503312.375000 Penalty: 4113.104004 Iteration 38Q: 3 clusters Score -503312.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -503317.500000 Penalty: 4113.104004 Iteration 39Q: 3 clusters Score -503317.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 2844 members Entering Unmasked Estep Score: -503324.812500 Penalty: 4113.104004 Iteration 40F: 3 clusters Score -503324.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -503330.343750 Penalty: 4113.104004 Iteration 41Q: 3 clusters Score -503330.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -503334.406250 Penalty: 4113.104004 Iteration 42Q: 3 clusters Score -503334.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -503345.375000 Penalty: 4113.104004 Iteration 43Q: 3 clusters Score -503345.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -503356.875000 Penalty: 4113.104004 Iteration 44Q: 3 clusters Score -503356.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -503376.437500 Penalty: 4113.104004 Iteration 45Q: 3 clusters Score -503376.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -503403.937500 Penalty: 4113.104004 Iteration 46Q: 3 clusters Score -503403.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -503442.156250 Penalty: 4113.104004 Iteration 47Q: 3 clusters Score -503442.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 3020 members Entering Unmasked Estep Score: -503502.312500 Penalty: 4113.104004 Iteration 48Q: 3 clusters Score -503502.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -503571.656250 Penalty: 4113.104004 Iteration 49Q: 3 clusters Score -503571.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -503644.562500 Penalty: 4113.104004 Iteration 50Q: 3 clusters Score -503644.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 3110 members Entering Unmasked Estep Score: -503701.250000 Penalty: 4113.104004 Iteration 51Q: 3 clusters Score -503701.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -503758.093750 Penalty: 4113.104004 Iteration 52Q: 3 clusters Score -503758.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -503792.750000 Penalty: 4113.104004 Iteration 53Q: 3 clusters Score -503792.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -503810.125000 Penalty: 4113.104004 Iteration 54Q: 3 clusters Score -503810.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -503818.218750 Penalty: 4113.104004 Iteration 55Q: 3 clusters Score -503818.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -503826.000000 Penalty: 4113.104004 Iteration 56Q: 3 clusters Score -503826 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -503836.906250 Penalty: 4113.104004 Iteration 57Q: 3 clusters Score -503836.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -503842.906250 Penalty: 4113.104004 Iteration 58Q: 3 clusters Score -503842.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 3192 members Entering Unmasked Estep Score: -503848.375000 Penalty: 4113.104004 Iteration 59Q: 3 clusters Score -503848.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -503852.562500 Penalty: 4113.104004 Iteration 60F: 3 clusters Score -503852.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -503856.750000 Penalty: 4113.104004 Iteration 61Q: 3 clusters Score -503856.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -503858.500000 Penalty: 4113.104004 Iteration 62Q: 3 clusters Score -503858.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -503861.625000 Penalty: 4113.104004 Iteration 63Q: 3 clusters Score -503861.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -503862.187500 Penalty: 4113.104004 Iteration 64Q: 3 clusters Score -503862.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -503862.187500 Penalty: 4113.104004 Iteration 65F: 3 clusters Score -503862.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (3485 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Entering Unmasked Estep Score: -445355.562500 Penalty: 2022.743408 Iteration 0F: 2 clusters Score -445355.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -441761.718750 Penalty: 4045.486816 Iteration 0F: 3 clusters Score -441761.7 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -442478.531250 Penalty: 4045.486816 Iteration 1F: 3 clusters Score -442478.5 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -442649.593750 Penalty: 4045.486816 Iteration 2F: 3 clusters Score -442649.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -442752.468750 Penalty: 4045.486816 Iteration 3Q: 3 clusters Score -442752.5 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -442822.093750 Penalty: 4045.486816 Iteration 4Q: 3 clusters Score -442822.1 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -442877.750000 Penalty: 4045.486816 Iteration 5Q: 3 clusters Score -442877.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 2051 members Entering Unmasked Estep Score: -442914.406250 Penalty: 4045.486816 Iteration 6Q: 3 clusters Score -442914.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -442939.593750 Penalty: 4045.486816 Iteration 7Q: 3 clusters Score -442939.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -442956.468750 Penalty: 4045.486816 Iteration 8Q: 3 clusters Score -442956.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -442971.437500 Penalty: 4045.486816 Iteration 9Q: 3 clusters Score -442971.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -442988.687500 Penalty: 4045.486816 Iteration 10Q: 3 clusters Score -442988.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -443005.812500 Penalty: 4045.486816 Iteration 11Q: 3 clusters Score -443005.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -443016.593750 Penalty: 4045.486816 Iteration 12Q: 3 clusters Score -443016.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 2210 members Entering Unmasked Estep Score: -443026.843750 Penalty: 4045.486816 Iteration 13Q: 3 clusters Score -443026.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -443035.093750 Penalty: 4045.486816 Iteration 14Q: 3 clusters Score -443035.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -443040.531250 Penalty: 4045.486816 Iteration 15Q: 3 clusters Score -443040.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -443048.593750 Penalty: 4045.486816 Iteration 16Q: 3 clusters Score -443048.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -443059.625000 Penalty: 4045.486816 Iteration 17Q: 3 clusters Score -443059.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -443073.062500 Penalty: 4045.486816 Iteration 18Q: 3 clusters Score -443073.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -443086.375000 Penalty: 4045.486816 Iteration 19Q: 3 clusters Score -443086.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -443095.812500 Penalty: 4045.486816 Iteration 20F: 3 clusters Score -443095.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -443106.187500 Penalty: 4045.486816 Iteration 21Q: 3 clusters Score -443106.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -443118.000000 Penalty: 4045.486816 Iteration 22Q: 3 clusters Score -443118 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -443131.031250 Penalty: 4045.486816 Iteration 23Q: 3 clusters Score -443131 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -443142.375000 Penalty: 4045.486816 Iteration 24Q: 3 clusters Score -443142.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -443152.250000 Penalty: 4045.486816 Iteration 25Q: 3 clusters Score -443152.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -443163.031250 Penalty: 4045.486816 Iteration 26Q: 3 clusters Score -443163 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -443171.000000 Penalty: 4045.486816 Iteration 27Q: 3 clusters Score -443171 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -443179.031250 Penalty: 4045.486816 Iteration 28Q: 3 clusters Score -443179 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -443189.406250 Penalty: 4045.486816 Iteration 29Q: 3 clusters Score -443189.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -443203.156250 Penalty: 4045.486816 Iteration 30Q: 3 clusters Score -443203.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 2539 members Entering Unmasked Estep Score: -443213.687500 Penalty: 4045.486816 Iteration 31Q: 3 clusters Score -443213.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -443230.125000 Penalty: 4045.486816 Iteration 32Q: 3 clusters Score -443230.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -443244.406250 Penalty: 4045.486816 Iteration 33Q: 3 clusters Score -443244.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -443257.531250 Penalty: 4045.486816 Iteration 34Q: 3 clusters Score -443257.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -443266.750000 Penalty: 4045.486816 Iteration 35Q: 3 clusters Score -443266.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -443273.375000 Penalty: 4045.486816 Iteration 36Q: 3 clusters Score -443273.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -443284.281250 Penalty: 4045.486816 Iteration 37Q: 3 clusters Score -443284.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 2668 members Entering Unmasked Estep Score: -443297.718750 Penalty: 4045.486816 Iteration 38Q: 3 clusters Score -443297.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 2690 members Entering Unmasked Estep Score: -443309.437500 Penalty: 4045.486816 Iteration 39Q: 3 clusters Score -443309.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -443320.625000 Penalty: 4045.486816 Iteration 40F: 3 clusters Score -443320.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -443333.406250 Penalty: 4045.486816 Iteration 41Q: 3 clusters Score -443333.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -443345.875000 Penalty: 4045.486816 Iteration 42Q: 3 clusters Score -443345.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -443355.281250 Penalty: 4045.486816 Iteration 43Q: 3 clusters Score -443355.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -443360.093750 Penalty: 4045.486816 Iteration 44Q: 3 clusters Score -443360.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -443361.656250 Penalty: 4045.486816 Iteration 45Q: 3 clusters Score -443361.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -443364.031250 Penalty: 4045.486816 Iteration 46Q: 3 clusters Score -443364 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -443365.968750 Penalty: 4045.486816 Iteration 47Q: 3 clusters Score -443366 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -443369.250000 Penalty: 4045.486816 Iteration 48Q: 3 clusters Score -443369.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -443374.250000 Penalty: 4045.486816 Iteration 49Q: 3 clusters Score -443374.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 2804 members Entering Unmasked Estep Score: -443380.281250 Penalty: 4045.486816 Iteration 50Q: 3 clusters Score -443380.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -443388.156250 Penalty: 4045.486816 Iteration 51Q: 3 clusters Score -443388.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 2830 members Entering Unmasked Estep Score: -443397.906250 Penalty: 4045.486816 Iteration 52Q: 3 clusters Score -443397.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -443407.156250 Penalty: 4045.486816 Iteration 53Q: 3 clusters Score -443407.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -443417.812500 Penalty: 4045.486816 Iteration 54Q: 3 clusters Score -443417.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -443425.968750 Penalty: 4045.486816 Iteration 55Q: 3 clusters Score -443426 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -443428.406250 Penalty: 4045.486816 Iteration 56Q: 3 clusters Score -443428.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -443431.656250 Penalty: 4045.486816 Iteration 57Q: 3 clusters Score -443431.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -443435.937500 Penalty: 4045.486816 Iteration 58Q: 3 clusters Score -443435.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -443440.281250 Penalty: 4045.486816 Iteration 59Q: 3 clusters Score -443440.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -443442.562500 Penalty: 4045.486816 Iteration 60F: 3 clusters Score -443442.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -443444.875000 Penalty: 4045.486816 Iteration 61Q: 3 clusters Score -443444.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 2901 members Entering Unmasked Estep Score: -443447.250000 Penalty: 4045.486816 Iteration 62Q: 3 clusters Score -443447.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -443447.437500 Penalty: 4045.486816 Iteration 63Q: 3 clusters Score -443447.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -443447.437500 Penalty: 4045.486816 Iteration 64F: 3 clusters Score -443447.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (3922 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Entering Unmasked Estep Score: -500523.062500 Penalty: 2052.040527 Iteration 0F: 2 clusters Score -500523.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -496682.875000 Penalty: 4104.081055 Iteration 0F: 3 clusters Score -496682.9 nChanged 1383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -497451.125000 Penalty: 4104.081055 Iteration 1F: 3 clusters Score -497451.1 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -497657.000000 Penalty: 4104.081055 Iteration 2F: 3 clusters Score -497657 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -497764.562500 Penalty: 4104.081055 Iteration 3Q: 3 clusters Score -497764.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -497830.906250 Penalty: 4104.081055 Iteration 4Q: 3 clusters Score -497830.9 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -497879.843750 Penalty: 4104.081055 Iteration 5Q: 3 clusters Score -497879.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -497910.656250 Penalty: 4104.081055 Iteration 6Q: 3 clusters Score -497910.7 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -497940.968750 Penalty: 4104.081055 Iteration 7Q: 3 clusters Score -497941 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -497968.125000 Penalty: 4104.081055 Iteration 8Q: 3 clusters Score -497968.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -497987.875000 Penalty: 4104.081055 Iteration 9Q: 3 clusters Score -497987.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 1734 members Entering Unmasked Estep Score: -498006.250000 Penalty: 4104.081055 Iteration 10Q: 3 clusters Score -498006.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -498018.531250 Penalty: 4104.081055 Iteration 11Q: 3 clusters Score -498018.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -498027.906250 Penalty: 4104.081055 Iteration 12Q: 3 clusters Score -498027.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -498037.000000 Penalty: 4104.081055 Iteration 13Q: 3 clusters Score -498037 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -498046.968750 Penalty: 4104.081055 Iteration 14Q: 3 clusters Score -498047 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -498052.000000 Penalty: 4104.081055 Iteration 15Q: 3 clusters Score -498052 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -498053.375000 Penalty: 4104.081055 Iteration 16Q: 3 clusters Score -498053.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -498054.156250 Penalty: 4104.081055 Iteration 17Q: 3 clusters Score -498054.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2216 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -498056.437500 Penalty: 4104.081055 Iteration 18Q: 3 clusters Score -498056.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -498057.812500 Penalty: 4104.081055 Iteration 19Q: 3 clusters Score -498057.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -498060.531250 Penalty: 4104.081055 Iteration 20F: 3 clusters Score -498060.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -498064.406250 Penalty: 4104.081055 Iteration 21Q: 3 clusters Score -498064.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -498067.718750 Penalty: 4104.081055 Iteration 22Q: 3 clusters Score -498067.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -498070.500000 Penalty: 4104.081055 Iteration 23Q: 3 clusters Score -498070.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -498077.125000 Penalty: 4104.081055 Iteration 24Q: 3 clusters Score -498077.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -498082.812500 Penalty: 4104.081055 Iteration 25Q: 3 clusters Score -498082.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -498087.000000 Penalty: 4104.081055 Iteration 26Q: 3 clusters Score -498087 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -498096.593750 Penalty: 4104.081055 Iteration 27Q: 3 clusters Score -498096.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -498103.406250 Penalty: 4104.081055 Iteration 28Q: 3 clusters Score -498103.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -498107.968750 Penalty: 4104.081055 Iteration 29Q: 3 clusters Score -498108 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 1624 members Entering Unmasked Estep Score: -498115.093750 Penalty: 4104.081055 Iteration 30Q: 3 clusters Score -498115.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -498122.906250 Penalty: 4104.081055 Iteration 31Q: 3 clusters Score -498122.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -498131.375000 Penalty: 4104.081055 Iteration 32Q: 3 clusters Score -498131.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -498138.281250 Penalty: 4104.081055 Iteration 33Q: 3 clusters Score -498138.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -498145.750000 Penalty: 4104.081055 Iteration 34Q: 3 clusters Score -498145.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -498150.937500 Penalty: 4104.081055 Iteration 35Q: 3 clusters Score -498150.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -498156.718750 Penalty: 4104.081055 Iteration 36Q: 3 clusters Score -498156.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -498161.312500 Penalty: 4104.081055 Iteration 37Q: 3 clusters Score -498161.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -498164.781250 Penalty: 4104.081055 Iteration 38Q: 3 clusters Score -498164.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -498169.000000 Penalty: 4104.081055 Iteration 39Q: 3 clusters Score -498169 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -498171.406250 Penalty: 4104.081055 Iteration 40F: 3 clusters Score -498171.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -498173.218750 Penalty: 4104.081055 Iteration 41Q: 3 clusters Score -498173.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 1578 members Entering Unmasked Estep Score: -498175.625000 Penalty: 4104.081055 Iteration 42Q: 3 clusters Score -498175.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -498181.437500 Penalty: 4104.081055 Iteration 43Q: 3 clusters Score -498181.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -498188.156250 Penalty: 4104.081055 Iteration 44Q: 3 clusters Score -498188.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -498192.093750 Penalty: 4104.081055 Iteration 45Q: 3 clusters Score -498192.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -498197.500000 Penalty: 4104.081055 Iteration 46Q: 3 clusters Score -498197.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -498199.593750 Penalty: 4104.081055 Iteration 47Q: 3 clusters Score -498199.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -498203.187500 Penalty: 4104.081055 Iteration 48Q: 3 clusters Score -498203.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -498209.781250 Penalty: 4104.081055 Iteration 49Q: 3 clusters Score -498209.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -498216.250000 Penalty: 4104.081055 Iteration 50Q: 3 clusters Score -498216.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -498224.406250 Penalty: 4104.081055 Iteration 51Q: 3 clusters Score -498224.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2411 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -498229.375000 Penalty: 4104.081055 Iteration 52Q: 3 clusters Score -498229.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -498237.500000 Penalty: 4104.081055 Iteration 53Q: 3 clusters Score -498237.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -498245.625000 Penalty: 4104.081055 Iteration 54Q: 3 clusters Score -498245.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -498251.125000 Penalty: 4104.081055 Iteration 55Q: 3 clusters Score -498251.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -498257.312500 Penalty: 4104.081055 Iteration 56Q: 3 clusters Score -498257.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -498264.156250 Penalty: 4104.081055 Iteration 57Q: 3 clusters Score -498264.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -498270.468750 Penalty: 4104.081055 Iteration 58Q: 3 clusters Score -498270.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -498281.062500 Penalty: 4104.081055 Iteration 59Q: 3 clusters Score -498281.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -498290.312500 Penalty: 4104.081055 Iteration 60F: 3 clusters Score -498290.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -498295.125000 Penalty: 4104.081055 Iteration 61Q: 3 clusters Score -498295.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -498302.468750 Penalty: 4104.081055 Iteration 62Q: 3 clusters Score -498302.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2494 members Mstep: Class 2 contains 1428 members Entering Unmasked Estep Score: -498309.125000 Penalty: 4104.081055 Iteration 63Q: 3 clusters Score -498309.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -498313.500000 Penalty: 4104.081055 Iteration 64Q: 3 clusters Score -498313.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -498318.687500 Penalty: 4104.081055 Iteration 65Q: 3 clusters Score -498318.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -498322.500000 Penalty: 4104.081055 Iteration 66Q: 3 clusters Score -498322.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -498328.906250 Penalty: 4104.081055 Iteration 67Q: 3 clusters Score -498328.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -498335.906250 Penalty: 4104.081055 Iteration 68Q: 3 clusters Score -498335.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -498344.500000 Penalty: 4104.081055 Iteration 69Q: 3 clusters Score -498344.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -498352.000000 Penalty: 4104.081055 Iteration 70Q: 3 clusters Score -498352 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -498359.968750 Penalty: 4104.081055 Iteration 71Q: 3 clusters Score -498360 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -498366.656250 Penalty: 4104.081055 Iteration 72Q: 3 clusters Score -498366.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -498370.687500 Penalty: 4104.081055 Iteration 73Q: 3 clusters Score -498370.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -498373.656250 Penalty: 4104.081055 Iteration 74Q: 3 clusters Score -498373.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -498379.375000 Penalty: 4104.081055 Iteration 75Q: 3 clusters Score -498379.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -498386.562500 Penalty: 4104.081055 Iteration 76Q: 3 clusters Score -498386.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2644 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -498390.656250 Penalty: 4104.081055 Iteration 77Q: 3 clusters Score -498390.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -498395.562500 Penalty: 4104.081055 Iteration 78Q: 3 clusters Score -498395.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -498399.625000 Penalty: 4104.081055 Iteration 79Q: 3 clusters Score -498399.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -498405.937500 Penalty: 4104.081055 Iteration 80F: 3 clusters Score -498405.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -498410.375000 Penalty: 4104.081055 Iteration 81Q: 3 clusters Score -498410.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -498416.218750 Penalty: 4104.081055 Iteration 82Q: 3 clusters Score -498416.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2703 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -498418.718750 Penalty: 4104.081055 Iteration 83Q: 3 clusters Score -498418.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -498421.687500 Penalty: 4104.081055 Iteration 84Q: 3 clusters Score -498421.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -498422.968750 Penalty: 4104.081055 Iteration 85Q: 3 clusters Score -498423 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -498425.375000 Penalty: 4104.081055 Iteration 86Q: 3 clusters Score -498425.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2718 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -498426.406250 Penalty: 4104.081055 Iteration 87Q: 3 clusters Score -498426.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -498427.281250 Penalty: 4104.081055 Iteration 88Q: 3 clusters Score -498427.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -498429.156250 Penalty: 4104.081055 Iteration 89Q: 3 clusters Score -498429.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -498431.312500 Penalty: 4104.081055 Iteration 90Q: 3 clusters Score -498431.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -498431.312500 Penalty: 4104.081055 Iteration 91F: 3 clusters Score -498431.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (12963 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12963 members Entering Unmasked Estep Score: -1667377.250000 Penalty: 2348.523926 Iteration 0F: 2 clusters Score -1667377 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6503 members Mstep: Class 2 contains 6460 members Entering Unmasked Estep Score: -1657806.625000 Penalty: 4697.047852 Iteration 0F: 3 clusters Score -1657807 nChanged 5492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6589 members Mstep: Class 2 contains 6374 members Entering Unmasked Estep Score: -1660649.750000 Penalty: 4697.047852 Iteration 1F: 3 clusters Score -1660650 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6646 members Mstep: Class 2 contains 6317 members Entering Unmasked Estep Score: -1660960.250000 Penalty: 4697.047852 Iteration 2F: 3 clusters Score -1660960 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6705 members Mstep: Class 2 contains 6258 members Entering Unmasked Estep Score: -1661172.125000 Penalty: 4697.047852 Iteration 3Q: 3 clusters Score -1661172 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6765 members Mstep: Class 2 contains 6198 members Entering Unmasked Estep Score: -1661346.000000 Penalty: 4697.047852 Iteration 4Q: 3 clusters Score -1661346 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6867 members Mstep: Class 2 contains 6096 members Entering Unmasked Estep Score: -1661521.375000 Penalty: 4697.047852 Iteration 5Q: 3 clusters Score -1661521 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7013 members Mstep: Class 2 contains 5950 members Entering Unmasked Estep Score: -1661688.250000 Penalty: 4697.047852 Iteration 6Q: 3 clusters Score -1661688 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7189 members Mstep: Class 2 contains 5774 members Entering Unmasked Estep Score: -1661863.625000 Penalty: 4697.047852 Iteration 7Q: 3 clusters Score -1661864 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7413 members Mstep: Class 2 contains 5550 members Entering Unmasked Estep Score: -1662081.250000 Penalty: 4697.047852 Iteration 8Q: 3 clusters Score -1662081 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7696 members Mstep: Class 2 contains 5267 members Entering Unmasked Estep Score: -1662308.500000 Penalty: 4697.047852 Iteration 9Q: 3 clusters Score -1662308 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8048 members Mstep: Class 2 contains 4915 members Entering Unmasked Estep Score: -1662586.125000 Penalty: 4697.047852 Iteration 10Q: 3 clusters Score -1662586 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8456 members Mstep: Class 2 contains 4507 members Entering Unmasked Estep Score: -1662912.250000 Penalty: 4697.047852 Iteration 11Q: 3 clusters Score -1662912 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8908 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -1663297.000000 Penalty: 4697.047852 Iteration 12Q: 3 clusters Score -1663297 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9388 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -1663747.250000 Penalty: 4697.047852 Iteration 13Q: 3 clusters Score -1663747 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9822 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -1664203.750000 Penalty: 4697.047852 Iteration 14Q: 3 clusters Score -1664204 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10241 members Mstep: Class 2 contains 2722 members Entering Unmasked Estep Score: -1664631.000000 Penalty: 4697.047852 Iteration 15Q: 3 clusters Score -1664631 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10554 members Mstep: Class 2 contains 2409 members Entering Unmasked Estep Score: -1664917.125000 Penalty: 4697.047852 Iteration 16Q: 3 clusters Score -1664917 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10810 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -1665131.375000 Penalty: 4697.047852 Iteration 17Q: 3 clusters Score -1665131 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10986 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -1665255.000000 Penalty: 4697.047852 Iteration 18Q: 3 clusters Score -1665255 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11103 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -1665334.000000 Penalty: 4697.047852 Iteration 19Q: 3 clusters Score -1665334 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11188 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -1665389.375000 Penalty: 4697.047852 Iteration 20F: 3 clusters Score -1665389 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11262 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -1665431.625000 Penalty: 4697.047852 Iteration 21Q: 3 clusters Score -1665432 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11324 members Mstep: Class 2 contains 1639 members Entering Unmasked Estep Score: -1665462.500000 Penalty: 4697.047852 Iteration 22Q: 3 clusters Score -1665462 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11384 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -1665495.500000 Penalty: 4697.047852 Iteration 23Q: 3 clusters Score -1665496 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11432 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -1665520.750000 Penalty: 4697.047852 Iteration 24Q: 3 clusters Score -1665521 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11470 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -1665538.875000 Penalty: 4697.047852 Iteration 25Q: 3 clusters Score -1665539 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11502 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -1665555.625000 Penalty: 4697.047852 Iteration 26Q: 3 clusters Score -1665556 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11534 members Mstep: Class 2 contains 1429 members Entering Unmasked Estep Score: -1665571.000000 Penalty: 4697.047852 Iteration 27Q: 3 clusters Score -1665571 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11565 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -1665580.375000 Penalty: 4697.047852 Iteration 28Q: 3 clusters Score -1665580 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11588 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -1665590.250000 Penalty: 4697.047852 Iteration 29Q: 3 clusters Score -1665590 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11610 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -1665603.875000 Penalty: 4697.047852 Iteration 30Q: 3 clusters Score -1665604 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11628 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -1665605.250000 Penalty: 4697.047852 Iteration 31Q: 3 clusters Score -1665605 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11642 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -1665610.500000 Penalty: 4697.047852 Iteration 32Q: 3 clusters Score -1665610 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11655 members Mstep: Class 2 contains 1308 members Entering Unmasked Estep Score: -1665613.875000 Penalty: 4697.047852 Iteration 33Q: 3 clusters Score -1665614 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11661 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -1665615.625000 Penalty: 4697.047852 Iteration 34Q: 3 clusters Score -1665616 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11672 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -1665622.375000 Penalty: 4697.047852 Iteration 35Q: 3 clusters Score -1665622 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11681 members Mstep: Class 2 contains 1282 members Entering Unmasked Estep Score: -1665625.125000 Penalty: 4697.047852 Iteration 36Q: 3 clusters Score -1665625 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11687 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -1665628.250000 Penalty: 4697.047852 Iteration 37Q: 3 clusters Score -1665628 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11696 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -1665629.875000 Penalty: 4697.047852 Iteration 38Q: 3 clusters Score -1665630 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11703 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -1665631.250000 Penalty: 4697.047852 Iteration 39Q: 3 clusters Score -1665631 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11707 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -1665629.625000 Penalty: 4697.047852 Iteration 40F: 3 clusters Score -1665630 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11709 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -1665631.875000 Penalty: 4697.047852 Iteration 41Q: 3 clusters Score -1665632 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11710 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -1665630.750000 Penalty: 4697.047852 Iteration 42Q: 3 clusters Score -1665631 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11710 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -1665630.750000 Penalty: 4697.047852 Iteration 43F: 3 clusters Score -1665631 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (16766 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16766 members Entering Unmasked Estep Score: -2165054.750000 Penalty: 2412.322754 Iteration 0F: 2 clusters Score -2165055 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8445 members Mstep: Class 2 contains 8321 members Entering Unmasked Estep Score: -2153187.750000 Penalty: 4824.645508 Iteration 0F: 3 clusters Score -2153188 nChanged 7228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8571 members Mstep: Class 2 contains 8195 members Entering Unmasked Estep Score: -2156981.500000 Penalty: 4824.645508 Iteration 1F: 3 clusters Score -2156982 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8701 members Mstep: Class 2 contains 8065 members Entering Unmasked Estep Score: -2157404.750000 Penalty: 4824.645508 Iteration 2F: 3 clusters Score -2157405 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8851 members Mstep: Class 2 contains 7915 members Entering Unmasked Estep Score: -2157748.000000 Penalty: 4824.645508 Iteration 3Q: 3 clusters Score -2157748 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8984 members Mstep: Class 2 contains 7782 members Entering Unmasked Estep Score: -2158057.500000 Penalty: 4824.645508 Iteration 4Q: 3 clusters Score -2158058 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9118 members Mstep: Class 2 contains 7648 members Entering Unmasked Estep Score: -2158359.750000 Penalty: 4824.645508 Iteration 5Q: 3 clusters Score -2158360 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9296 members Mstep: Class 2 contains 7470 members Entering Unmasked Estep Score: -2158667.000000 Penalty: 4824.645508 Iteration 6Q: 3 clusters Score -2158667 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9469 members Mstep: Class 2 contains 7297 members Entering Unmasked Estep Score: -2158989.250000 Penalty: 4824.645508 Iteration 7Q: 3 clusters Score -2158989 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9615 members Mstep: Class 2 contains 7151 members Entering Unmasked Estep Score: -2159296.250000 Penalty: 4824.645508 Iteration 8Q: 3 clusters Score -2159296 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9732 members Mstep: Class 2 contains 7034 members Entering Unmasked Estep Score: -2159595.500000 Penalty: 4824.645508 Iteration 9Q: 3 clusters Score -2159596 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9788 members Mstep: Class 2 contains 6978 members Entering Unmasked Estep Score: -2159914.500000 Penalty: 4824.645508 Iteration 10Q: 3 clusters Score -2159914 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9833 members Mstep: Class 2 contains 6933 members Entering Unmasked Estep Score: -2160260.250000 Penalty: 4824.645508 Iteration 11Q: 3 clusters Score -2160260 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9811 members Mstep: Class 2 contains 6955 members Entering Unmasked Estep Score: -2160668.750000 Penalty: 4824.645508 Iteration 12Q: 3 clusters Score -2160669 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9738 members Mstep: Class 2 contains 7028 members Entering Unmasked Estep Score: -2161129.250000 Penalty: 4824.645508 Iteration 13Q: 3 clusters Score -2161129 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9624 members Mstep: Class 2 contains 7142 members Entering Unmasked Estep Score: -2161561.000000 Penalty: 4824.645508 Iteration 14Q: 3 clusters Score -2161561 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9495 members Mstep: Class 2 contains 7271 members Entering Unmasked Estep Score: -2161907.000000 Penalty: 4824.645508 Iteration 15Q: 3 clusters Score -2161907 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9396 members Mstep: Class 2 contains 7370 members Entering Unmasked Estep Score: -2162127.250000 Penalty: 4824.645508 Iteration 16Q: 3 clusters Score -2162127 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9278 members Mstep: Class 2 contains 7488 members Entering Unmasked Estep Score: -2162288.000000 Penalty: 4824.645508 Iteration 17Q: 3 clusters Score -2162288 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9145 members Mstep: Class 2 contains 7621 members Entering Unmasked Estep Score: -2162422.000000 Penalty: 4824.645508 Iteration 18Q: 3 clusters Score -2162422 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9013 members Mstep: Class 2 contains 7753 members Entering Unmasked Estep Score: -2162530.500000 Penalty: 4824.645508 Iteration 19Q: 3 clusters Score -2162530 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8872 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -2162620.250000 Penalty: 4824.645508 Iteration 20F: 3 clusters Score -2162620 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8751 members Mstep: Class 2 contains 8015 members Entering Unmasked Estep Score: -2162687.750000 Penalty: 4824.645508 Iteration 21Q: 3 clusters Score -2162688 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8606 members Mstep: Class 2 contains 8160 members Entering Unmasked Estep Score: -2162769.750000 Penalty: 4824.645508 Iteration 22Q: 3 clusters Score -2162770 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8467 members Mstep: Class 2 contains 8299 members Entering Unmasked Estep Score: -2162838.500000 Penalty: 4824.645508 Iteration 23Q: 3 clusters Score -2162838 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8311 members Mstep: Class 2 contains 8455 members Entering Unmasked Estep Score: -2162903.000000 Penalty: 4824.645508 Iteration 24Q: 3 clusters Score -2162903 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8161 members Mstep: Class 2 contains 8605 members Entering Unmasked Estep Score: -2162977.750000 Penalty: 4824.645508 Iteration 25Q: 3 clusters Score -2162978 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7992 members Mstep: Class 2 contains 8774 members Entering Unmasked Estep Score: -2163043.750000 Penalty: 4824.645508 Iteration 26Q: 3 clusters Score -2163044 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7809 members Mstep: Class 2 contains 8957 members Entering Unmasked Estep Score: -2163113.500000 Penalty: 4824.645508 Iteration 27Q: 3 clusters Score -2163114 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7632 members Mstep: Class 2 contains 9134 members Entering Unmasked Estep Score: -2163194.750000 Penalty: 4824.645508 Iteration 28Q: 3 clusters Score -2163195 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7431 members Mstep: Class 2 contains 9335 members Entering Unmasked Estep Score: -2163281.500000 Penalty: 4824.645508 Iteration 29Q: 3 clusters Score -2163282 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7249 members Mstep: Class 2 contains 9517 members Entering Unmasked Estep Score: -2163381.250000 Penalty: 4824.645508 Iteration 30Q: 3 clusters Score -2163381 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7055 members Mstep: Class 2 contains 9711 members Entering Unmasked Estep Score: -2163479.250000 Penalty: 4824.645508 Iteration 31Q: 3 clusters Score -2163479 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6853 members Mstep: Class 2 contains 9913 members Entering Unmasked Estep Score: -2163584.500000 Penalty: 4824.645508 Iteration 32Q: 3 clusters Score -2163584 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 10113 members Entering Unmasked Estep Score: -2163708.000000 Penalty: 4824.645508 Iteration 33Q: 3 clusters Score -2163708 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6456 members Mstep: Class 2 contains 10310 members Entering Unmasked Estep Score: -2163799.250000 Penalty: 4824.645508 Iteration 34Q: 3 clusters Score -2163799 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6274 members Mstep: Class 2 contains 10492 members Entering Unmasked Estep Score: -2163885.000000 Penalty: 4824.645508 Iteration 35Q: 3 clusters Score -2163885 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6112 members Mstep: Class 2 contains 10654 members Entering Unmasked Estep Score: -2163956.250000 Penalty: 4824.645508 Iteration 36Q: 3 clusters Score -2163956 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5976 members Mstep: Class 2 contains 10790 members Entering Unmasked Estep Score: -2164031.500000 Penalty: 4824.645508 Iteration 37Q: 3 clusters Score -2164032 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5848 members Mstep: Class 2 contains 10918 members Entering Unmasked Estep Score: -2164082.750000 Penalty: 4824.645508 Iteration 38Q: 3 clusters Score -2164083 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5750 members Mstep: Class 2 contains 11016 members Entering Unmasked Estep Score: -2164117.000000 Penalty: 4824.645508 Iteration 39Q: 3 clusters Score -2164117 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5661 members Mstep: Class 2 contains 11105 members Entering Unmasked Estep Score: -2164185.250000 Penalty: 4824.645508 Iteration 40F: 3 clusters Score -2164185 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 11199 members Entering Unmasked Estep Score: -2164246.000000 Penalty: 4824.645508 Iteration 41Q: 3 clusters Score -2164246 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5476 members Mstep: Class 2 contains 11290 members Entering Unmasked Estep Score: -2164279.500000 Penalty: 4824.645508 Iteration 42Q: 3 clusters Score -2164280 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 11372 members Entering Unmasked Estep Score: -2164294.000000 Penalty: 4824.645508 Iteration 43Q: 3 clusters Score -2164294 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 11437 members Entering Unmasked Estep Score: -2164306.000000 Penalty: 4824.645508 Iteration 44Q: 3 clusters Score -2164306 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5275 members Mstep: Class 2 contains 11491 members Entering Unmasked Estep Score: -2164305.000000 Penalty: 4824.645508 Iteration 45Q: 3 clusters Score -2164305 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 11541 members Entering Unmasked Estep Score: -2164316.000000 Penalty: 4824.645508 Iteration 46Q: 3 clusters Score -2164316 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 11575 members Entering Unmasked Estep Score: -2164315.500000 Penalty: 4824.645508 Iteration 47Q: 3 clusters Score -2164316 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 11601 members Entering Unmasked Estep Score: -2164324.000000 Penalty: 4824.645508 Iteration 48Q: 3 clusters Score -2164324 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 11625 members Entering Unmasked Estep Score: -2164330.000000 Penalty: 4824.645508 Iteration 49Q: 3 clusters Score -2164330 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5130 members Mstep: Class 2 contains 11636 members Entering Unmasked Estep Score: -2164330.250000 Penalty: 4824.645508 Iteration 50Q: 3 clusters Score -2164330 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5122 members Mstep: Class 2 contains 11644 members Entering Unmasked Estep Score: -2164331.000000 Penalty: 4824.645508 Iteration 51Q: 3 clusters Score -2164331 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5113 members Mstep: Class 2 contains 11653 members Entering Unmasked Estep Score: -2164333.500000 Penalty: 4824.645508 Iteration 52Q: 3 clusters Score -2164334 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5103 members Mstep: Class 2 contains 11663 members Entering Unmasked Estep Score: -2164334.500000 Penalty: 4824.645508 Iteration 53Q: 3 clusters Score -2164334 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 11675 members Entering Unmasked Estep Score: -2164337.000000 Penalty: 4824.645508 Iteration 54Q: 3 clusters Score -2164337 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 11683 members Entering Unmasked Estep Score: -2164333.000000 Penalty: 4824.645508 Iteration 55Q: 3 clusters Score -2164333 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 11693 members Entering Unmasked Estep Score: -2164337.250000 Penalty: 4824.645508 Iteration 56Q: 3 clusters Score -2164337 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 11702 members Entering Unmasked Estep Score: -2164338.000000 Penalty: 4824.645508 Iteration 57Q: 3 clusters Score -2164338 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5056 members Mstep: Class 2 contains 11710 members Entering Unmasked Estep Score: -2164338.750000 Penalty: 4824.645508 Iteration 58Q: 3 clusters Score -2164339 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 11716 members Entering Unmasked Estep Score: -2164336.750000 Penalty: 4824.645508 Iteration 59Q: 3 clusters Score -2164337 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5044 members Mstep: Class 2 contains 11722 members Entering Unmasked Estep Score: -2164338.750000 Penalty: 4824.645508 Iteration 60F: 3 clusters Score -2164339 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5040 members Mstep: Class 2 contains 11726 members Entering Unmasked Estep Score: -2164339.500000 Penalty: 4824.645508 Iteration 61Q: 3 clusters Score -2164340 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5036 members Mstep: Class 2 contains 11730 members Entering Unmasked Estep Score: -2164338.750000 Penalty: 4824.645508 Iteration 62Q: 3 clusters Score -2164339 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5033 members Mstep: Class 2 contains 11733 members Entering Unmasked Estep Score: -2164337.750000 Penalty: 4824.645508 Iteration 63Q: 3 clusters Score -2164338 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 11737 members Entering Unmasked Estep Score: -2164338.750000 Penalty: 4824.645508 Iteration 64Q: 3 clusters Score -2164339 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5028 members Mstep: Class 2 contains 11738 members Entering Unmasked Estep Score: -2164338.250000 Penalty: 4824.645508 Iteration 65Q: 3 clusters Score -2164338 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 11739 members Entering Unmasked Estep Score: -2164335.250000 Penalty: 4824.645508 Iteration 66Q: 3 clusters Score -2164335 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5027 members Mstep: Class 2 contains 11739 members Entering Unmasked Estep Score: -2164335.250000 Penalty: 4824.645508 Iteration 67F: 3 clusters Score -2164335 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (208397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208397 members Entering Unmasked Estep Score: -26357448.000000 Penalty: 3037.305664 Iteration 0F: 2 clusters Score -2.635745e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104337 members Mstep: Class 2 contains 104060 members Entering Unmasked Estep Score: -26222652.000000 Penalty: 6074.611328 Iteration 0F: 3 clusters Score -2.622265e+07 nChanged 100444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107857 members Mstep: Class 2 contains 100540 members Entering Unmasked Estep Score: -26283348.000000 Penalty: 6074.611328 Iteration 1F: 3 clusters Score -2.628335e+07 nChanged 8821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109502 members Mstep: Class 2 contains 98895 members Entering Unmasked Estep Score: -26287558.000000 Penalty: 6074.611328 Iteration 2Q: 3 clusters Score -2.628756e+07 nChanged 11933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111883 members Mstep: Class 2 contains 96514 members Entering Unmasked Estep Score: -26296252.000000 Penalty: 6074.611328 Iteration 3F: 3 clusters Score -2.629625e+07 nChanged 15203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116014 members Mstep: Class 2 contains 92383 members Entering Unmasked Estep Score: -26309172.000000 Penalty: 6074.611328 Iteration 4F: 3 clusters Score -2.630917e+07 nChanged 17017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123059 members Mstep: Class 2 contains 85338 members Entering Unmasked Estep Score: -26323508.000000 Penalty: 6074.611328 Iteration 5F: 3 clusters Score -2.632351e+07 nChanged 16077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132200 members Mstep: Class 2 contains 76197 members Entering Unmasked Estep Score: -26337156.000000 Penalty: 6074.611328 Iteration 6F: 3 clusters Score -2.633716e+07 nChanged 12697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141091 members Mstep: Class 2 contains 67306 members Entering Unmasked Estep Score: -26347864.000000 Penalty: 6074.611328 Iteration 7F: 3 clusters Score -2.634786e+07 nChanged 9024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148509 members Mstep: Class 2 contains 59888 members Entering Unmasked Estep Score: -26353908.000000 Penalty: 6074.611328 Iteration 8Q: 3 clusters Score -2.635391e+07 nChanged 6520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154665 members Mstep: Class 2 contains 53732 members Entering Unmasked Estep Score: -26357624.000000 Penalty: 6074.611328 Iteration 9Q: 3 clusters Score -2.635762e+07 nChanged 5281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159922 members Mstep: Class 2 contains 48475 members Entering Unmasked Estep Score: -26360368.000000 Penalty: 6074.611328 Iteration 10Q: 3 clusters Score -2.636037e+07 nChanged 4697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164615 members Mstep: Class 2 contains 43782 members Entering Unmasked Estep Score: -26363066.000000 Penalty: 6074.611328 Iteration 11Q: 3 clusters Score -2.636307e+07 nChanged 4076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168691 members Mstep: Class 2 contains 39706 members Entering Unmasked Estep Score: -26365674.000000 Penalty: 6074.611328 Iteration 12Q: 3 clusters Score -2.636567e+07 nChanged 3498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172165 members Mstep: Class 2 contains 36232 members Entering Unmasked Estep Score: -26368354.000000 Penalty: 6074.611328 Iteration 13Q: 3 clusters Score -2.636835e+07 nChanged 2880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174973 members Mstep: Class 2 contains 33424 members Entering Unmasked Estep Score: -26370518.000000 Penalty: 6074.611328 Iteration 14Q: 3 clusters Score -2.637052e+07 nChanged 2166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176969 members Mstep: Class 2 contains 31428 members Entering Unmasked Estep Score: -26371630.000000 Penalty: 6074.611328 Iteration 15Q: 3 clusters Score -2.637163e+07 nChanged 1514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178371 members Mstep: Class 2 contains 30026 members Entering Unmasked Estep Score: -26372106.000000 Penalty: 6074.611328 Iteration 16Q: 3 clusters Score -2.637211e+07 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179387 members Mstep: Class 2 contains 29010 members Entering Unmasked Estep Score: -26372154.000000 Penalty: 6074.611328 Iteration 17Q: 3 clusters Score -2.637215e+07 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180212 members Mstep: Class 2 contains 28185 members Entering Unmasked Estep Score: -26372180.000000 Penalty: 6074.611328 Iteration 18Q: 3 clusters Score -2.637218e+07 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180876 members Mstep: Class 2 contains 27521 members Entering Unmasked Estep Score: -26372174.000000 Penalty: 6074.611328 Iteration 19Q: 3 clusters Score -2.637217e+07 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181408 members Mstep: Class 2 contains 26989 members Entering Unmasked Estep Score: -26372134.000000 Penalty: 6074.611328 Iteration 20F: 3 clusters Score -2.637213e+07 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181837 members Mstep: Class 2 contains 26560 members Entering Unmasked Estep Score: -26372118.000000 Penalty: 6074.611328 Iteration 21Q: 3 clusters Score -2.637212e+07 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182172 members Mstep: Class 2 contains 26225 members Entering Unmasked Estep Score: -26372118.000000 Penalty: 6074.611328 Iteration 22Q: 3 clusters Score -2.637212e+07 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182439 members Mstep: Class 2 contains 25958 members Entering Unmasked Estep Score: -26372042.000000 Penalty: 6074.611328 Iteration 23Q: 3 clusters Score -2.637204e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182669 members Mstep: Class 2 contains 25728 members Entering Unmasked Estep Score: -26372042.000000 Penalty: 6074.611328 Iteration 24Q: 3 clusters Score -2.637204e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182886 members Mstep: Class 2 contains 25511 members Entering Unmasked Estep Score: -26372042.000000 Penalty: 6074.611328 Iteration 25Q: 3 clusters Score -2.637204e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183053 members Mstep: Class 2 contains 25344 members Entering Unmasked Estep Score: -26372066.000000 Penalty: 6074.611328 Iteration 26Q: 3 clusters Score -2.637207e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183195 members Mstep: Class 2 contains 25202 members Entering Unmasked Estep Score: -26372068.000000 Penalty: 6074.611328 Iteration 27Q: 3 clusters Score -2.637207e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183309 members Mstep: Class 2 contains 25088 members Entering Unmasked Estep Score: -26372068.000000 Penalty: 6074.611328 Iteration 28Q: 3 clusters Score -2.637207e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183412 members Mstep: Class 2 contains 24985 members Entering Unmasked Estep Score: -26372086.000000 Penalty: 6074.611328 Iteration 29Q: 3 clusters Score -2.637209e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183483 members Mstep: Class 2 contains 24914 members Entering Unmasked Estep Score: -26372068.000000 Penalty: 6074.611328 Iteration 30Q: 3 clusters Score -2.637207e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183544 members Mstep: Class 2 contains 24853 members Entering Unmasked Estep Score: -26372054.000000 Penalty: 6074.611328 Iteration 31Q: 3 clusters Score -2.637205e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183585 members Mstep: Class 2 contains 24812 members Entering Unmasked Estep Score: -26372040.000000 Penalty: 6074.611328 Iteration 32Q: 3 clusters Score -2.637204e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183623 members Mstep: Class 2 contains 24774 members Entering Unmasked Estep Score: -26372038.000000 Penalty: 6074.611328 Iteration 33Q: 3 clusters Score -2.637204e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183673 members Mstep: Class 2 contains 24724 members Entering Unmasked Estep Score: -26372026.000000 Penalty: 6074.611328 Iteration 34Q: 3 clusters Score -2.637203e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183725 members Mstep: Class 2 contains 24672 members Entering Unmasked Estep Score: -26371996.000000 Penalty: 6074.611328 Iteration 35Q: 3 clusters Score -2.6372e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183774 members Mstep: Class 2 contains 24623 members Entering Unmasked Estep Score: -26371978.000000 Penalty: 6074.611328 Iteration 36Q: 3 clusters Score -2.637198e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183812 members Mstep: Class 2 contains 24585 members Entering Unmasked Estep Score: -26371978.000000 Penalty: 6074.611328 Iteration 37Q: 3 clusters Score -2.637198e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183836 members Mstep: Class 2 contains 24561 members Entering Unmasked Estep Score: -26371970.000000 Penalty: 6074.611328 Iteration 38Q: 3 clusters Score -2.637197e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183863 members Mstep: Class 2 contains 24534 members Entering Unmasked Estep Score: -26371968.000000 Penalty: 6074.611328 Iteration 39Q: 3 clusters Score -2.637197e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183889 members Mstep: Class 2 contains 24508 members Entering Unmasked Estep Score: -26371984.000000 Penalty: 6074.611328 Iteration 40F: 3 clusters Score -2.637198e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183918 members Mstep: Class 2 contains 24479 members Entering Unmasked Estep Score: -26371976.000000 Penalty: 6074.611328 Iteration 41Q: 3 clusters Score -2.637198e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183940 members Mstep: Class 2 contains 24457 members Entering Unmasked Estep Score: -26371960.000000 Penalty: 6074.611328 Iteration 42Q: 3 clusters Score -2.637196e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183952 members Mstep: Class 2 contains 24445 members Entering Unmasked Estep Score: -26371940.000000 Penalty: 6074.611328 Iteration 43Q: 3 clusters Score -2.637194e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183963 members Mstep: Class 2 contains 24434 members Entering Unmasked Estep Score: -26371954.000000 Penalty: 6074.611328 Iteration 44Q: 3 clusters Score -2.637195e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183973 members Mstep: Class 2 contains 24424 members Entering Unmasked Estep Score: -26371958.000000 Penalty: 6074.611328 Iteration 45Q: 3 clusters Score -2.637196e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183982 members Mstep: Class 2 contains 24415 members Entering Unmasked Estep Score: -26371968.000000 Penalty: 6074.611328 Iteration 46Q: 3 clusters Score -2.637197e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183989 members Mstep: Class 2 contains 24408 members Entering Unmasked Estep Score: -26371976.000000 Penalty: 6074.611328 Iteration 47Q: 3 clusters Score -2.637198e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183995 members Mstep: Class 2 contains 24402 members Entering Unmasked Estep Score: -26371976.000000 Penalty: 6074.611328 Iteration 48Q: 3 clusters Score -2.637198e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184002 members Mstep: Class 2 contains 24395 members Entering Unmasked Estep Score: -26371970.000000 Penalty: 6074.611328 Iteration 49Q: 3 clusters Score -2.637197e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184006 members Mstep: Class 2 contains 24391 members Entering Unmasked Estep Score: -26371956.000000 Penalty: 6074.611328 Iteration 50Q: 3 clusters Score -2.637196e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184011 members Mstep: Class 2 contains 24386 members Entering Unmasked Estep Score: -26371968.000000 Penalty: 6074.611328 Iteration 51Q: 3 clusters Score -2.637197e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184016 members Mstep: Class 2 contains 24381 members Entering Unmasked Estep Score: -26371964.000000 Penalty: 6074.611328 Iteration 52Q: 3 clusters Score -2.637196e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184018 members Mstep: Class 2 contains 24379 members Entering Unmasked Estep Score: -26371968.000000 Penalty: 6074.611328 Iteration 53Q: 3 clusters Score -2.637197e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184021 members Mstep: Class 2 contains 24376 members Entering Unmasked Estep Score: -26371968.000000 Penalty: 6074.611328 Iteration 54Q: 3 clusters Score -2.637197e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184026 members Mstep: Class 2 contains 24371 members Entering Unmasked Estep Score: -26371972.000000 Penalty: 6074.611328 Iteration 55Q: 3 clusters Score -2.637197e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184031 members Mstep: Class 2 contains 24366 members Entering Unmasked Estep Score: -26371978.000000 Penalty: 6074.611328 Iteration 56Q: 3 clusters Score -2.637198e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184042 members Mstep: Class 2 contains 24355 members Entering Unmasked Estep Score: -26371970.000000 Penalty: 6074.611328 Iteration 57Q: 3 clusters Score -2.637197e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184054 members Mstep: Class 2 contains 24343 members Entering Unmasked Estep Score: -26371962.000000 Penalty: 6074.611328 Iteration 58Q: 3 clusters Score -2.637196e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184074 members Mstep: Class 2 contains 24323 members Entering Unmasked Estep Score: -26371964.000000 Penalty: 6074.611328 Iteration 59Q: 3 clusters Score -2.637196e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184091 members Mstep: Class 2 contains 24306 members Entering Unmasked Estep Score: -26371960.000000 Penalty: 6074.611328 Iteration 60F: 3 clusters Score -2.637196e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184105 members Mstep: Class 2 contains 24292 members Entering Unmasked Estep Score: -26371962.000000 Penalty: 6074.611328 Iteration 61Q: 3 clusters Score -2.637196e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184121 members Mstep: Class 2 contains 24276 members Entering Unmasked Estep Score: -26371952.000000 Penalty: 6074.611328 Iteration 62Q: 3 clusters Score -2.637195e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184145 members Mstep: Class 2 contains 24252 members Entering Unmasked Estep Score: -26371930.000000 Penalty: 6074.611328 Iteration 63Q: 3 clusters Score -2.637193e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184162 members Mstep: Class 2 contains 24235 members Entering Unmasked Estep Score: -26371944.000000 Penalty: 6074.611328 Iteration 64Q: 3 clusters Score -2.637194e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184174 members Mstep: Class 2 contains 24223 members Entering Unmasked Estep Score: -26371930.000000 Penalty: 6074.611328 Iteration 65Q: 3 clusters Score -2.637193e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184185 members Mstep: Class 2 contains 24212 members Entering Unmasked Estep Score: -26371910.000000 Penalty: 6074.611328 Iteration 66Q: 3 clusters Score -2.637191e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184192 members Mstep: Class 2 contains 24205 members Entering Unmasked Estep Score: -26371922.000000 Penalty: 6074.611328 Iteration 67Q: 3 clusters Score -2.637192e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184198 members Mstep: Class 2 contains 24199 members Entering Unmasked Estep Score: -26371910.000000 Penalty: 6074.611328 Iteration 68Q: 3 clusters Score -2.637191e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184200 members Mstep: Class 2 contains 24197 members Entering Unmasked Estep Score: -26371906.000000 Penalty: 6074.611328 Iteration 69Q: 3 clusters Score -2.637191e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184202 members Mstep: Class 2 contains 24195 members Entering Unmasked Estep Score: -26371926.000000 Penalty: 6074.611328 Iteration 70Q: 3 clusters Score -2.637193e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184202 members Mstep: Class 2 contains 24195 members Entering Unmasked Estep Score: -26371926.000000 Penalty: 6074.611328 Iteration 71F: 3 clusters Score -2.637193e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28749 members Mstep: Class 2 contains 3394 members Mstep: Class 3 contains 3994 members Mstep: Class 4 contains 3485 members Mstep: Class 5 contains 3922 members Mstep: Class 6 contains 12963 members Mstep: Class 7 contains 16766 members Mstep: Class 8 contains 184202 members Mstep: Class 9 contains 1215 members Mstep: Class 10 contains 3121 members Mstep: Class 11 contains 21491 members Mstep: Class 12 contains 623 members Mstep: Class 13 contains 6654 members Mstep: Class 14 contains 14877 members Mstep: Class 15 contains 3496 members Mstep: Class 16 contains 73784 members Mstep: Class 17 contains 1708 members Mstep: Class 18 contains 987 members Mstep: Class 19 contains 31319 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3393 members Mstep: Class 22 contains 823 members Mstep: Class 23 contains 24195 members Entering Unmasked Estep Score: -55684956.000000 Penalty: 74191.359375 Splitting cluster 8 changes total score from -55670720.000000 to -55684956.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 9 (1215 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Entering Unmasked Estep Score: -134726.406250 Penalty: 1761.419922 Iteration 0F: 2 clusters Score -134726.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -132724.093750 Penalty: 3522.839844 Iteration 0F: 3 clusters Score -132724.1 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -133336.156250 Penalty: 3522.839844 Iteration 1F: 3 clusters Score -133336.2 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -133970.453125 Penalty: 3522.839844 Iteration 2F: 3 clusters Score -133970.5 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -134773.468750 Penalty: 3522.839844 Iteration 3F: 3 clusters Score -134773.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -136008.015625 Penalty: 3522.839844 Iteration 4F: 3 clusters Score -136008 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -136581.406250 Penalty: 3522.839844 Iteration 5Q: 3 clusters Score -136581.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -136621.515625 Penalty: 3522.839844 Iteration 6Q: 3 clusters Score -136621.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -136641.109375 Penalty: 3522.839844 Iteration 7Q: 3 clusters Score -136641.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -136655.703125 Penalty: 3522.839844 Iteration 8Q: 3 clusters Score -136655.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -136663.156250 Penalty: 3522.839844 Iteration 9Q: 3 clusters Score -136663.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -136666.359375 Penalty: 3522.839844 Iteration 10Q: 3 clusters Score -136666.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 477 members Entering Unmasked Estep Score: -136668.937500 Penalty: 3522.839844 Iteration 11Q: 3 clusters Score -136668.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -136669.828125 Penalty: 3522.839844 Iteration 12Q: 3 clusters Score -136669.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -136669.828125 Penalty: 3522.839844 Iteration 13F: 3 clusters Score -136669.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28749 members Mstep: Class 2 contains 3394 members Mstep: Class 3 contains 3994 members Mstep: Class 4 contains 3485 members Mstep: Class 5 contains 3922 members Mstep: Class 6 contains 12963 members Mstep: Class 7 contains 16766 members Mstep: Class 8 contains 184202 members Mstep: Class 9 contains 737 members Mstep: Class 10 contains 3121 members Mstep: Class 11 contains 21491 members Mstep: Class 12 contains 623 members Mstep: Class 13 contains 6654 members Mstep: Class 14 contains 14877 members Mstep: Class 15 contains 3496 members Mstep: Class 16 contains 73784 members Mstep: Class 17 contains 1708 members Mstep: Class 18 contains 987 members Mstep: Class 19 contains 31319 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3393 members Mstep: Class 22 contains 823 members Mstep: Class 23 contains 24195 members Mstep: Class 24 contains 478 members Entering Unmasked Estep Score: -55685544.000000 Penalty: 77417.070312 Splitting cluster 9 changes total score from -55670720.000000 to -55685544.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 10 (3121 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Entering Unmasked Estep Score: -399204.812500 Penalty: 1995.385376 Iteration 0F: 2 clusters Score -399204.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -395843.156250 Penalty: 3990.770752 Iteration 0F: 3 clusters Score -395843.2 nChanged 1120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -396557.375000 Penalty: 3990.770752 Iteration 1F: 3 clusters Score -396557.4 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -396751.531250 Penalty: 3990.770752 Iteration 2F: 3 clusters Score -396751.5 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -396883.031250 Penalty: 3990.770752 Iteration 3F: 3 clusters Score -396883 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1643 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -396994.656250 Penalty: 3990.770752 Iteration 4Q: 3 clusters Score -396994.7 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -397123.218750 Penalty: 3990.770752 Iteration 5Q: 3 clusters Score -397123.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -397323.281250 Penalty: 3990.770752 Iteration 6Q: 3 clusters Score -397323.3 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -397593.187500 Penalty: 3990.770752 Iteration 7F: 3 clusters Score -397593.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -397896.718750 Penalty: 3990.770752 Iteration 8F: 3 clusters Score -397896.7 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -398112.343750 Penalty: 3990.770752 Iteration 9F: 3 clusters Score -398112.3 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -398227.593750 Penalty: 3990.770752 Iteration 10Q: 3 clusters Score -398227.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -398293.375000 Penalty: 3990.770752 Iteration 11Q: 3 clusters Score -398293.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -398328.718750 Penalty: 3990.770752 Iteration 12Q: 3 clusters Score -398328.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -398347.312500 Penalty: 3990.770752 Iteration 13Q: 3 clusters Score -398347.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -398356.468750 Penalty: 3990.770752 Iteration 14Q: 3 clusters Score -398356.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -398361.468750 Penalty: 3990.770752 Iteration 15Q: 3 clusters Score -398361.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -398363.718750 Penalty: 3990.770752 Iteration 16Q: 3 clusters Score -398363.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -398365.875000 Penalty: 3990.770752 Iteration 17Q: 3 clusters Score -398365.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1773 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -398366.218750 Penalty: 3990.770752 Iteration 18Q: 3 clusters Score -398366.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -398367.031250 Penalty: 3990.770752 Iteration 19Q: 3 clusters Score -398367 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -398369.031250 Penalty: 3990.770752 Iteration 20F: 3 clusters Score -398369 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -398370.312500 Penalty: 3990.770752 Iteration 21Q: 3 clusters Score -398370.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -398371.312500 Penalty: 3990.770752 Iteration 22Q: 3 clusters Score -398371.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -398371.312500 Penalty: 3990.770752 Iteration 23F: 3 clusters Score -398371.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (21491 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21491 members Entering Unmasked Estep Score: -2770626.250000 Penalty: 2473.896484 Iteration 0F: 2 clusters Score -2770626 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10817 members Mstep: Class 2 contains 10674 members Entering Unmasked Estep Score: -2755628.000000 Penalty: 4947.792969 Iteration 0F: 3 clusters Score -2755628 nChanged 9449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11294 members Mstep: Class 2 contains 10197 members Entering Unmasked Estep Score: -2761141.000000 Penalty: 4947.792969 Iteration 1F: 3 clusters Score -2761141 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11747 members Mstep: Class 2 contains 9744 members Entering Unmasked Estep Score: -2762074.500000 Penalty: 4947.792969 Iteration 2F: 3 clusters Score -2762074 nChanged 1525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12512 members Mstep: Class 2 contains 8979 members Entering Unmasked Estep Score: -2763038.000000 Penalty: 4947.792969 Iteration 3F: 3 clusters Score -2763038 nChanged 1550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13464 members Mstep: Class 2 contains 8027 members Entering Unmasked Estep Score: -2764026.500000 Penalty: 4947.792969 Iteration 4F: 3 clusters Score -2764026 nChanged 1561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14659 members Mstep: Class 2 contains 6832 members Entering Unmasked Estep Score: -2765179.250000 Penalty: 4947.792969 Iteration 5F: 3 clusters Score -2765179 nChanged 1494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15903 members Mstep: Class 2 contains 5588 members Entering Unmasked Estep Score: -2766405.000000 Penalty: 4947.792969 Iteration 6F: 3 clusters Score -2766405 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16990 members Mstep: Class 2 contains 4501 members Entering Unmasked Estep Score: -2767456.500000 Penalty: 4947.792969 Iteration 7F: 3 clusters Score -2767456 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17792 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -2768213.250000 Penalty: 4947.792969 Iteration 8Q: 3 clusters Score -2768213 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18331 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -2768668.500000 Penalty: 4947.792969 Iteration 9Q: 3 clusters Score -2768668 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18718 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -2768894.250000 Penalty: 4947.792969 Iteration 10Q: 3 clusters Score -2768894 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19021 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -2769074.500000 Penalty: 4947.792969 Iteration 11Q: 3 clusters Score -2769074 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19269 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -2769213.750000 Penalty: 4947.792969 Iteration 12Q: 3 clusters Score -2769214 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19449 members Mstep: Class 2 contains 2042 members Entering Unmasked Estep Score: -2769294.500000 Penalty: 4947.792969 Iteration 13Q: 3 clusters Score -2769294 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19588 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -2769364.250000 Penalty: 4947.792969 Iteration 14Q: 3 clusters Score -2769364 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19715 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -2769419.750000 Penalty: 4947.792969 Iteration 15Q: 3 clusters Score -2769420 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19818 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -2769461.750000 Penalty: 4947.792969 Iteration 16Q: 3 clusters Score -2769462 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19891 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -2769479.500000 Penalty: 4947.792969 Iteration 17Q: 3 clusters Score -2769480 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19950 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -2769514.000000 Penalty: 4947.792969 Iteration 18Q: 3 clusters Score -2769514 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19996 members Mstep: Class 2 contains 1495 members Entering Unmasked Estep Score: -2769535.500000 Penalty: 4947.792969 Iteration 19Q: 3 clusters Score -2769536 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20036 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -2769545.500000 Penalty: 4947.792969 Iteration 20F: 3 clusters Score -2769546 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20077 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -2769561.500000 Penalty: 4947.792969 Iteration 21Q: 3 clusters Score -2769562 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20125 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -2769583.000000 Penalty: 4947.792969 Iteration 22Q: 3 clusters Score -2769583 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20172 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -2769596.750000 Penalty: 4947.792969 Iteration 23Q: 3 clusters Score -2769597 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20206 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -2769613.750000 Penalty: 4947.792969 Iteration 24Q: 3 clusters Score -2769614 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20227 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -2769620.000000 Penalty: 4947.792969 Iteration 25Q: 3 clusters Score -2769620 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20249 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -2769628.250000 Penalty: 4947.792969 Iteration 26Q: 3 clusters Score -2769628 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20268 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -2769644.000000 Penalty: 4947.792969 Iteration 27Q: 3 clusters Score -2769644 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20288 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -2769655.000000 Penalty: 4947.792969 Iteration 28Q: 3 clusters Score -2769655 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20298 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -2769658.500000 Penalty: 4947.792969 Iteration 29Q: 3 clusters Score -2769658 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20303 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -2769656.000000 Penalty: 4947.792969 Iteration 30Q: 3 clusters Score -2769656 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20308 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -2769662.750000 Penalty: 4947.792969 Iteration 31Q: 3 clusters Score -2769663 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20314 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -2769665.000000 Penalty: 4947.792969 Iteration 32Q: 3 clusters Score -2769665 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20319 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -2769668.250000 Penalty: 4947.792969 Iteration 33Q: 3 clusters Score -2769668 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20325 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -2769670.750000 Penalty: 4947.792969 Iteration 34Q: 3 clusters Score -2769671 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20331 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -2769666.000000 Penalty: 4947.792969 Iteration 35Q: 3 clusters Score -2769666 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20334 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -2769667.000000 Penalty: 4947.792969 Iteration 36Q: 3 clusters Score -2769667 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20338 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -2769667.500000 Penalty: 4947.792969 Iteration 37Q: 3 clusters Score -2769668 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20342 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -2769667.750000 Penalty: 4947.792969 Iteration 38Q: 3 clusters Score -2769668 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20344 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -2769668.250000 Penalty: 4947.792969 Iteration 39Q: 3 clusters Score -2769668 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20346 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -2769667.250000 Penalty: 4947.792969 Iteration 40F: 3 clusters Score -2769667 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20345 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -2769668.250000 Penalty: 4947.792969 Iteration 41Q: 3 clusters Score -2769668 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20345 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -2769668.250000 Penalty: 4947.792969 Iteration 42F: 3 clusters Score -2769668 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Entering Unmasked Estep Score: -65751.554688 Penalty: 1595.767578 Iteration 0F: 2 clusters Score -65751.55 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -64172.164062 Penalty: 3191.535156 Iteration 0F: 3 clusters Score -64172.16 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -64511.941406 Penalty: 3191.535156 Iteration 1F: 3 clusters Score -64511.94 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -64644.078125 Penalty: 3191.535156 Iteration 2F: 3 clusters Score -64644.08 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -64756.941406 Penalty: 3191.535156 Iteration 3Q: 3 clusters Score -64756.94 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -64840.449219 Penalty: 3191.535156 Iteration 4Q: 3 clusters Score -64840.45 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -64970.199219 Penalty: 3191.535156 Iteration 5Q: 3 clusters Score -64970.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -65048.445312 Penalty: 3191.535156 Iteration 6Q: 3 clusters Score -65048.45 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -65108.605469 Penalty: 3191.535156 Iteration 7Q: 3 clusters Score -65108.61 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -65258.496094 Penalty: 3191.535156 Iteration 8Q: 3 clusters Score -65258.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -65360.917969 Penalty: 3191.535156 Iteration 9Q: 3 clusters Score -65360.92 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -65471.136719 Penalty: 3191.535156 Iteration 10Q: 3 clusters Score -65471.14 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -65553.710938 Penalty: 3191.535156 Iteration 11Q: 3 clusters Score -65553.71 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -65641.671875 Penalty: 3191.535156 Iteration 12Q: 3 clusters Score -65641.67 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -65769.578125 Penalty: 3191.535156 Iteration 13Q: 3 clusters Score -65769.58 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -65890.625000 Penalty: 3191.535156 Iteration 14Q: 3 clusters Score -65890.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -66021.218750 Penalty: 3191.535156 Iteration 15Q: 3 clusters Score -66021.22 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -66156.007812 Penalty: 3191.535156 Iteration 16Q: 3 clusters Score -66156.01 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -66352.945312 Penalty: 3191.535156 Iteration 17Q: 3 clusters Score -66352.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -66661.398438 Penalty: 3191.535156 Iteration 18Q: 3 clusters Score -66661.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -66762.882812 Penalty: 3191.535156 Iteration 19Q: 3 clusters Score -66762.88 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -66793.953125 Penalty: 3191.535156 Iteration 20F: 3 clusters Score -66793.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28749 members Mstep: Class 2 contains 3394 members Mstep: Class 3 contains 3994 members Mstep: Class 4 contains 3485 members Mstep: Class 5 contains 3922 members Mstep: Class 6 contains 12963 members Mstep: Class 7 contains 16766 members Mstep: Class 8 contains 184202 members Mstep: Class 9 contains 737 members Mstep: Class 10 contains 3121 members Mstep: Class 11 contains 21491 members Mstep: Class 12 contains 247 members Mstep: Class 13 contains 6654 members Mstep: Class 14 contains 14877 members Mstep: Class 15 contains 3496 members Mstep: Class 16 contains 73784 members Mstep: Class 17 contains 1708 members Mstep: Class 18 contains 987 members Mstep: Class 19 contains 31319 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3393 members Mstep: Class 22 contains 823 members Mstep: Class 23 contains 24195 members Mstep: Class 24 contains 478 members Mstep: Class 25 contains 376 members Entering Unmasked Estep Score: -55684916.000000 Penalty: 80642.781250 Splitting cluster 12 changes total score from -55670720.000000 to -55684916.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 13 (6654 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6654 members Entering Unmasked Estep Score: -850564.687500 Penalty: 2183.137451 Iteration 0F: 2 clusters Score -850564.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 3400 members Entering Unmasked Estep Score: -845030.000000 Penalty: 4366.274902 Iteration 0F: 3 clusters Score -845030 nChanged 2641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 3441 members Entering Unmasked Estep Score: -846673.562500 Penalty: 4366.274902 Iteration 1F: 3 clusters Score -846673.6 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -847207.687500 Penalty: 4366.274902 Iteration 2F: 3 clusters Score -847207.7 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -847717.937500 Penalty: 4366.274902 Iteration 3F: 3 clusters Score -847717.9 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3521 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -848213.187500 Penalty: 4366.274902 Iteration 4F: 3 clusters Score -848213.2 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 3022 members Entering Unmasked Estep Score: -848736.875000 Penalty: 4366.274902 Iteration 5F: 3 clusters Score -848736.9 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -849295.750000 Penalty: 4366.274902 Iteration 6F: 3 clusters Score -849295.8 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -849814.375000 Penalty: 4366.274902 Iteration 7F: 3 clusters Score -849814.4 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3409 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -850309.750000 Penalty: 4366.274902 Iteration 8F: 3 clusters Score -850309.8 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 3421 members Entering Unmasked Estep Score: -850668.625000 Penalty: 4366.274902 Iteration 9Q: 3 clusters Score -850668.6 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -850910.750000 Penalty: 4366.274902 Iteration 10Q: 3 clusters Score -850910.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -851020.937500 Penalty: 4366.274902 Iteration 11Q: 3 clusters Score -851020.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -851065.000000 Penalty: 4366.274902 Iteration 12Q: 3 clusters Score -851065 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 3759 members Entering Unmasked Estep Score: -851083.000000 Penalty: 4366.274902 Iteration 13Q: 3 clusters Score -851083 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 3786 members Entering Unmasked Estep Score: -851091.937500 Penalty: 4366.274902 Iteration 14Q: 3 clusters Score -851091.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2850 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -851098.687500 Penalty: 4366.274902 Iteration 15Q: 3 clusters Score -851098.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -851099.937500 Penalty: 4366.274902 Iteration 16Q: 3 clusters Score -851099.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 3816 members Entering Unmasked Estep Score: -851101.875000 Penalty: 4366.274902 Iteration 17Q: 3 clusters Score -851101.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 3820 members Entering Unmasked Estep Score: -851102.937500 Penalty: 4366.274902 Iteration 18Q: 3 clusters Score -851102.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 3822 members Entering Unmasked Estep Score: -851103.312500 Penalty: 4366.274902 Iteration 19Q: 3 clusters Score -851103.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2831 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -851105.062500 Penalty: 4366.274902 Iteration 20F: 3 clusters Score -851105.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -851105.375000 Penalty: 4366.274902 Iteration 21Q: 3 clusters Score -851105.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -851105.375000 Penalty: 4366.274902 Iteration 22F: 3 clusters Score -851105.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28749 members Mstep: Class 2 contains 3394 members Mstep: Class 3 contains 3994 members Mstep: Class 4 contains 3485 members Mstep: Class 5 contains 3922 members Mstep: Class 6 contains 12963 members Mstep: Class 7 contains 16766 members Mstep: Class 8 contains 184202 members Mstep: Class 9 contains 737 members Mstep: Class 10 contains 3121 members Mstep: Class 11 contains 21491 members Mstep: Class 12 contains 247 members Mstep: Class 13 contains 2830 members Mstep: Class 14 contains 14877 members Mstep: Class 15 contains 3496 members Mstep: Class 16 contains 73784 members Mstep: Class 17 contains 1708 members Mstep: Class 18 contains 987 members Mstep: Class 19 contains 31319 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3393 members Mstep: Class 22 contains 823 members Mstep: Class 23 contains 24195 members Mstep: Class 24 contains 478 members Mstep: Class 25 contains 376 members Mstep: Class 26 contains 3824 members Entering Unmasked Estep Score: -55684332.000000 Penalty: 83868.500000 Splitting cluster 13 changes total score from -55670720.000000 to -55684332.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 14 (14877 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14877 members Entering Unmasked Estep Score: -1910995.375000 Penalty: 2382.677734 Iteration 0F: 2 clusters Score -1910995 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7482 members Mstep: Class 2 contains 7395 members Entering Unmasked Estep Score: -1900304.750000 Penalty: 4765.355469 Iteration 0F: 3 clusters Score -1900305 nChanged 6372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7608 members Mstep: Class 2 contains 7269 members Entering Unmasked Estep Score: -1903625.125000 Penalty: 4765.355469 Iteration 1F: 3 clusters Score -1903625 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7726 members Mstep: Class 2 contains 7151 members Entering Unmasked Estep Score: -1903961.250000 Penalty: 4765.355469 Iteration 2F: 3 clusters Score -1903961 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7858 members Mstep: Class 2 contains 7019 members Entering Unmasked Estep Score: -1904251.000000 Penalty: 4765.355469 Iteration 3Q: 3 clusters Score -1904251 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8072 members Mstep: Class 2 contains 6805 members Entering Unmasked Estep Score: -1904536.250000 Penalty: 4765.355469 Iteration 4Q: 3 clusters Score -1904536 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8402 members Mstep: Class 2 contains 6475 members Entering Unmasked Estep Score: -1904886.625000 Penalty: 4765.355469 Iteration 5Q: 3 clusters Score -1904887 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8833 members Mstep: Class 2 contains 6044 members Entering Unmasked Estep Score: -1905266.500000 Penalty: 4765.355469 Iteration 6Q: 3 clusters Score -1905266 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9406 members Mstep: Class 2 contains 5471 members Entering Unmasked Estep Score: -1905708.000000 Penalty: 4765.355469 Iteration 7F: 3 clusters Score -1905708 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10120 members Mstep: Class 2 contains 4757 members Entering Unmasked Estep Score: -1906220.500000 Penalty: 4765.355469 Iteration 8F: 3 clusters Score -1906220 nChanged 871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10921 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -1906839.750000 Penalty: 4765.355469 Iteration 9F: 3 clusters Score -1906840 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11724 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -1907484.250000 Penalty: 4765.355469 Iteration 10F: 3 clusters Score -1907484 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12456 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -1908070.875000 Penalty: 4765.355469 Iteration 11F: 3 clusters Score -1908071 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13046 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -1908554.625000 Penalty: 4765.355469 Iteration 12Q: 3 clusters Score -1908555 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13502 members Mstep: Class 2 contains 1375 members Entering Unmasked Estep Score: -1908912.500000 Penalty: 4765.355469 Iteration 13Q: 3 clusters Score -1908912 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13793 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -1909130.375000 Penalty: 4765.355469 Iteration 14Q: 3 clusters Score -1909130 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13974 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -1909250.500000 Penalty: 4765.355469 Iteration 15Q: 3 clusters Score -1909250 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14078 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -1909326.000000 Penalty: 4765.355469 Iteration 16Q: 3 clusters Score -1909326 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14143 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -1909369.125000 Penalty: 4765.355469 Iteration 17Q: 3 clusters Score -1909369 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14188 members Mstep: Class 2 contains 689 members Entering Unmasked Estep Score: -1909402.500000 Penalty: 4765.355469 Iteration 18Q: 3 clusters Score -1909402 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14219 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -1909423.500000 Penalty: 4765.355469 Iteration 19Q: 3 clusters Score -1909424 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14240 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -1909437.250000 Penalty: 4765.355469 Iteration 20F: 3 clusters Score -1909437 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14255 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -1909445.500000 Penalty: 4765.355469 Iteration 21Q: 3 clusters Score -1909446 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14269 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -1909458.000000 Penalty: 4765.355469 Iteration 22Q: 3 clusters Score -1909458 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14281 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -1909466.625000 Penalty: 4765.355469 Iteration 23Q: 3 clusters Score -1909467 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14284 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -1909468.125000 Penalty: 4765.355469 Iteration 24Q: 3 clusters Score -1909468 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14286 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -1909466.000000 Penalty: 4765.355469 Iteration 25Q: 3 clusters Score -1909466 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14288 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -1909470.250000 Penalty: 4765.355469 Iteration 26Q: 3 clusters Score -1909470 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14292 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -1909473.750000 Penalty: 4765.355469 Iteration 27Q: 3 clusters Score -1909474 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14299 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -1909476.125000 Penalty: 4765.355469 Iteration 28Q: 3 clusters Score -1909476 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14306 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -1909478.750000 Penalty: 4765.355469 Iteration 29Q: 3 clusters Score -1909479 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14306 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -1909478.750000 Penalty: 4765.355469 Iteration 30F: 3 clusters Score -1909479 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3496 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3496 members Entering Unmasked Estep Score: -443980.968750 Penalty: 2023.525024 Iteration 0F: 2 clusters Score -443981 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -440397.312500 Penalty: 4047.050049 Iteration 0F: 3 clusters Score -440397.3 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1760 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -441132.875000 Penalty: 4047.050049 Iteration 1F: 3 clusters Score -441132.9 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -441287.125000 Penalty: 4047.050049 Iteration 2F: 3 clusters Score -441287.1 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -441378.937500 Penalty: 4047.050049 Iteration 3Q: 3 clusters Score -441378.9 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -441441.656250 Penalty: 4047.050049 Iteration 4Q: 3 clusters Score -441441.7 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -441501.968750 Penalty: 4047.050049 Iteration 5Q: 3 clusters Score -441502 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -441556.531250 Penalty: 4047.050049 Iteration 6Q: 3 clusters Score -441556.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -441609.406250 Penalty: 4047.050049 Iteration 7Q: 3 clusters Score -441609.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -441652.375000 Penalty: 4047.050049 Iteration 8Q: 3 clusters Score -441652.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -441682.656250 Penalty: 4047.050049 Iteration 9Q: 3 clusters Score -441682.7 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -441707.812500 Penalty: 4047.050049 Iteration 10Q: 3 clusters Score -441707.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 2052 members Entering Unmasked Estep Score: -441724.187500 Penalty: 4047.050049 Iteration 11Q: 3 clusters Score -441724.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -441741.937500 Penalty: 4047.050049 Iteration 12Q: 3 clusters Score -441741.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -441769.937500 Penalty: 4047.050049 Iteration 13Q: 3 clusters Score -441769.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -441803.187500 Penalty: 4047.050049 Iteration 14Q: 3 clusters Score -441803.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -441835.906250 Penalty: 4047.050049 Iteration 15Q: 3 clusters Score -441835.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -441867.718750 Penalty: 4047.050049 Iteration 16Q: 3 clusters Score -441867.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -441901.343750 Penalty: 4047.050049 Iteration 17Q: 3 clusters Score -441901.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -441935.343750 Penalty: 4047.050049 Iteration 18Q: 3 clusters Score -441935.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -441966.406250 Penalty: 4047.050049 Iteration 19Q: 3 clusters Score -441966.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -442002.312500 Penalty: 4047.050049 Iteration 20F: 3 clusters Score -442002.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 2399 members Entering Unmasked Estep Score: -442059.750000 Penalty: 4047.050049 Iteration 21Q: 3 clusters Score -442059.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -442120.187500 Penalty: 4047.050049 Iteration 22Q: 3 clusters Score -442120.2 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -442194.656250 Penalty: 4047.050049 Iteration 23Q: 3 clusters Score -442194.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -442280.375000 Penalty: 4047.050049 Iteration 24Q: 3 clusters Score -442280.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -442365.718750 Penalty: 4047.050049 Iteration 25Q: 3 clusters Score -442365.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -442470.500000 Penalty: 4047.050049 Iteration 26Q: 3 clusters Score -442470.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -442544.562500 Penalty: 4047.050049 Iteration 27Q: 3 clusters Score -442544.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -442615.718750 Penalty: 4047.050049 Iteration 28Q: 3 clusters Score -442615.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -442667.656250 Penalty: 4047.050049 Iteration 29Q: 3 clusters Score -442667.7 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -442700.593750 Penalty: 4047.050049 Iteration 30Q: 3 clusters Score -442700.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -442715.812500 Penalty: 4047.050049 Iteration 31Q: 3 clusters Score -442715.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -442725.125000 Penalty: 4047.050049 Iteration 32Q: 3 clusters Score -442725.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -442731.062500 Penalty: 4047.050049 Iteration 33Q: 3 clusters Score -442731.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -442732.531250 Penalty: 4047.050049 Iteration 34Q: 3 clusters Score -442732.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -442733.750000 Penalty: 4047.050049 Iteration 35Q: 3 clusters Score -442733.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -442733.937500 Penalty: 4047.050049 Iteration 36Q: 3 clusters Score -442733.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 2516 members Entering Unmasked Estep Score: -442734.687500 Penalty: 4047.050049 Iteration 37Q: 3 clusters Score -442734.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -442734.812500 Penalty: 4047.050049 Iteration 38Q: 3 clusters Score -442734.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -442734.812500 Penalty: 4047.050049 Iteration 39F: 3 clusters Score -442734.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (73784 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73784 members Entering Unmasked Estep Score: -9452526.000000 Penalty: 2779.806641 Iteration 0F: 2 clusters Score -9452526 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37084 members Mstep: Class 2 contains 36700 members Entering Unmasked Estep Score: -9403316.000000 Penalty: 5559.613281 Iteration 0F: 3 clusters Score -9403316 nChanged 34627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39143 members Mstep: Class 2 contains 34641 members Entering Unmasked Estep Score: -9423507.000000 Penalty: 5559.613281 Iteration 1F: 3 clusters Score -9423507 nChanged 3082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40427 members Mstep: Class 2 contains 33357 members Entering Unmasked Estep Score: -9424531.000000 Penalty: 5559.613281 Iteration 2Q: 3 clusters Score -9424531 nChanged 3480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42441 members Mstep: Class 2 contains 31343 members Entering Unmasked Estep Score: -9426133.000000 Penalty: 5559.613281 Iteration 3Q: 3 clusters Score -9426133 nChanged 4188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45357 members Mstep: Class 2 contains 28427 members Entering Unmasked Estep Score: -9428170.000000 Penalty: 5559.613281 Iteration 4F: 3 clusters Score -9428170 nChanged 4843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49228 members Mstep: Class 2 contains 24556 members Entering Unmasked Estep Score: -9431230.000000 Penalty: 5559.613281 Iteration 5F: 3 clusters Score -9431230 nChanged 5424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53942 members Mstep: Class 2 contains 19842 members Entering Unmasked Estep Score: -9435320.000000 Penalty: 5559.613281 Iteration 6F: 3 clusters Score -9435320 nChanged 5194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58610 members Mstep: Class 2 contains 15174 members Entering Unmasked Estep Score: -9440042.000000 Penalty: 5559.613281 Iteration 7F: 3 clusters Score -9440042 nChanged 4025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62143 members Mstep: Class 2 contains 11641 members Entering Unmasked Estep Score: -9444528.000000 Penalty: 5559.613281 Iteration 8F: 3 clusters Score -9444528 nChanged 2511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64024 members Mstep: Class 2 contains 9760 members Entering Unmasked Estep Score: -9447747.000000 Penalty: 5559.613281 Iteration 9Q: 3 clusters Score -9447747 nChanged 1564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64746 members Mstep: Class 2 contains 9038 members Entering Unmasked Estep Score: -9449280.000000 Penalty: 5559.613281 Iteration 10Q: 3 clusters Score -9449280 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65156 members Mstep: Class 2 contains 8628 members Entering Unmasked Estep Score: -9450105.000000 Penalty: 5559.613281 Iteration 11Q: 3 clusters Score -9450105 nChanged 712 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65352 members Mstep: Class 2 contains 8432 members Entering Unmasked Estep Score: -9450629.000000 Penalty: 5559.613281 Iteration 12Q: 3 clusters Score -9450629 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65346 members Mstep: Class 2 contains 8438 members Entering Unmasked Estep Score: -9450930.000000 Penalty: 5559.613281 Iteration 13Q: 3 clusters Score -9450930 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65217 members Mstep: Class 2 contains 8567 members Entering Unmasked Estep Score: -9451051.000000 Penalty: 5559.613281 Iteration 14Q: 3 clusters Score -9451051 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65039 members Mstep: Class 2 contains 8745 members Entering Unmasked Estep Score: -9451128.000000 Penalty: 5559.613281 Iteration 15Q: 3 clusters Score -9451128 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64806 members Mstep: Class 2 contains 8978 members Entering Unmasked Estep Score: -9451211.000000 Penalty: 5559.613281 Iteration 16Q: 3 clusters Score -9451211 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64524 members Mstep: Class 2 contains 9260 members Entering Unmasked Estep Score: -9451280.000000 Penalty: 5559.613281 Iteration 17Q: 3 clusters Score -9451280 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64180 members Mstep: Class 2 contains 9604 members Entering Unmasked Estep Score: -9451416.000000 Penalty: 5559.613281 Iteration 18Q: 3 clusters Score -9451416 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63770 members Mstep: Class 2 contains 10014 members Entering Unmasked Estep Score: -9451581.000000 Penalty: 5559.613281 Iteration 19Q: 3 clusters Score -9451581 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63267 members Mstep: Class 2 contains 10517 members Entering Unmasked Estep Score: -9451845.000000 Penalty: 5559.613281 Iteration 20F: 3 clusters Score -9451845 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62656 members Mstep: Class 2 contains 11128 members Entering Unmasked Estep Score: -9452137.000000 Penalty: 5559.613281 Iteration 21Q: 3 clusters Score -9452137 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61914 members Mstep: Class 2 contains 11870 members Entering Unmasked Estep Score: -9452617.000000 Penalty: 5559.613281 Iteration 22Q: 3 clusters Score -9452617 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61017 members Mstep: Class 2 contains 12767 members Entering Unmasked Estep Score: -9453351.000000 Penalty: 5559.613281 Iteration 23Q: 3 clusters Score -9453351 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59896 members Mstep: Class 2 contains 13888 members Entering Unmasked Estep Score: -9454332.000000 Penalty: 5559.613281 Iteration 24Q: 3 clusters Score -9454332 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58583 members Mstep: Class 2 contains 15201 members Entering Unmasked Estep Score: -9455611.000000 Penalty: 5559.613281 Iteration 25Q: 3 clusters Score -9455611 nChanged 1438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57147 members Mstep: Class 2 contains 16637 members Entering Unmasked Estep Score: -9456979.000000 Penalty: 5559.613281 Iteration 26Q: 3 clusters Score -9456979 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55829 members Mstep: Class 2 contains 17955 members Entering Unmasked Estep Score: -9458022.000000 Penalty: 5559.613281 Iteration 27Q: 3 clusters Score -9458022 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54786 members Mstep: Class 2 contains 18998 members Entering Unmasked Estep Score: -9458600.000000 Penalty: 5559.613281 Iteration 28Q: 3 clusters Score -9458600 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54118 members Mstep: Class 2 contains 19666 members Entering Unmasked Estep Score: -9458895.000000 Penalty: 5559.613281 Iteration 29Q: 3 clusters Score -9458895 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53662 members Mstep: Class 2 contains 20122 members Entering Unmasked Estep Score: -9459006.000000 Penalty: 5559.613281 Iteration 30Q: 3 clusters Score -9459006 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53372 members Mstep: Class 2 contains 20412 members Entering Unmasked Estep Score: -9459063.000000 Penalty: 5559.613281 Iteration 31Q: 3 clusters Score -9459063 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53192 members Mstep: Class 2 contains 20592 members Entering Unmasked Estep Score: -9459093.000000 Penalty: 5559.613281 Iteration 32Q: 3 clusters Score -9459093 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53073 members Mstep: Class 2 contains 20711 members Entering Unmasked Estep Score: -9459094.000000 Penalty: 5559.613281 Iteration 33Q: 3 clusters Score -9459094 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53012 members Mstep: Class 2 contains 20772 members Entering Unmasked Estep Score: -9459100.000000 Penalty: 5559.613281 Iteration 34Q: 3 clusters Score -9459100 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52963 members Mstep: Class 2 contains 20821 members Entering Unmasked Estep Score: -9459124.000000 Penalty: 5559.613281 Iteration 35Q: 3 clusters Score -9459124 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52929 members Mstep: Class 2 contains 20855 members Entering Unmasked Estep Score: -9459113.000000 Penalty: 5559.613281 Iteration 36Q: 3 clusters Score -9459113 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52907 members Mstep: Class 2 contains 20877 members Entering Unmasked Estep Score: -9459128.000000 Penalty: 5559.613281 Iteration 37Q: 3 clusters Score -9459128 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52891 members Mstep: Class 2 contains 20893 members Entering Unmasked Estep Score: -9459123.000000 Penalty: 5559.613281 Iteration 38Q: 3 clusters Score -9459123 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52885 members Mstep: Class 2 contains 20899 members Entering Unmasked Estep Score: -9459119.000000 Penalty: 5559.613281 Iteration 39Q: 3 clusters Score -9459119 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52877 members Mstep: Class 2 contains 20907 members Entering Unmasked Estep Score: -9459461.000000 Penalty: 5559.613281 Iteration 40F: 3 clusters Score -9459461 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52588 members Mstep: Class 2 contains 21196 members Entering Unmasked Estep Score: -9459620.000000 Penalty: 5559.613281 Iteration 41Q: 3 clusters Score -9459620 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52395 members Mstep: Class 2 contains 21389 members Entering Unmasked Estep Score: -9459642.000000 Penalty: 5559.613281 Iteration 42Q: 3 clusters Score -9459642 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52260 members Mstep: Class 2 contains 21524 members Entering Unmasked Estep Score: -9459672.000000 Penalty: 5559.613281 Iteration 43Q: 3 clusters Score -9459672 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52162 members Mstep: Class 2 contains 21622 members Entering Unmasked Estep Score: -9459681.000000 Penalty: 5559.613281 Iteration 44Q: 3 clusters Score -9459681 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52098 members Mstep: Class 2 contains 21686 members Entering Unmasked Estep Score: -9459686.000000 Penalty: 5559.613281 Iteration 45Q: 3 clusters Score -9459686 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52052 members Mstep: Class 2 contains 21732 members Entering Unmasked Estep Score: -9459697.000000 Penalty: 5559.613281 Iteration 46Q: 3 clusters Score -9459697 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52020 members Mstep: Class 2 contains 21764 members Entering Unmasked Estep Score: -9459717.000000 Penalty: 5559.613281 Iteration 47Q: 3 clusters Score -9459717 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51999 members Mstep: Class 2 contains 21785 members Entering Unmasked Estep Score: -9459707.000000 Penalty: 5559.613281 Iteration 48Q: 3 clusters Score -9459707 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51988 members Mstep: Class 2 contains 21796 members Entering Unmasked Estep Score: -9459708.000000 Penalty: 5559.613281 Iteration 49Q: 3 clusters Score -9459708 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51986 members Mstep: Class 2 contains 21798 members Entering Unmasked Estep Score: -9459719.000000 Penalty: 5559.613281 Iteration 50Q: 3 clusters Score -9459719 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51984 members Mstep: Class 2 contains 21800 members Entering Unmasked Estep Score: -9459715.000000 Penalty: 5559.613281 Iteration 51Q: 3 clusters Score -9459715 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51984 members Mstep: Class 2 contains 21800 members Entering Unmasked Estep Score: -9459715.000000 Penalty: 5559.613281 Iteration 52F: 3 clusters Score -9459715 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28749 members Mstep: Class 2 contains 3394 members Mstep: Class 3 contains 3994 members Mstep: Class 4 contains 3485 members Mstep: Class 5 contains 3922 members Mstep: Class 6 contains 12963 members Mstep: Class 7 contains 16766 members Mstep: Class 8 contains 184202 members Mstep: Class 9 contains 737 members Mstep: Class 10 contains 3121 members Mstep: Class 11 contains 21491 members Mstep: Class 12 contains 247 members Mstep: Class 13 contains 2830 members Mstep: Class 14 contains 14877 members Mstep: Class 15 contains 3496 members Mstep: Class 16 contains 51984 members Mstep: Class 17 contains 1708 members Mstep: Class 18 contains 987 members Mstep: Class 19 contains 31319 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3393 members Mstep: Class 22 contains 823 members Mstep: Class 23 contains 24195 members Mstep: Class 24 contains 478 members Mstep: Class 25 contains 376 members Mstep: Class 26 contains 3824 members Mstep: Class 27 contains 21800 members Entering Unmasked Estep Score: -55691108.000000 Penalty: 87094.210938 Splitting cluster 16 changes total score from -55670720.000000 to -55691108.000000 So it's getting split into cluster 27. Entering ConstructFrom: Trying to split cluster 17 (1708 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Entering Unmasked Estep Score: -206773.171875 Penalty: 1845.883423 Iteration 0F: 2 clusters Score -206773.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -204368.234375 Penalty: 3691.766846 Iteration 0F: 3 clusters Score -204368.2 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -204817.875000 Penalty: 3691.766846 Iteration 1F: 3 clusters Score -204817.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -204936.000000 Penalty: 3691.766846 Iteration 2F: 3 clusters Score -204936 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -205014.734375 Penalty: 3691.766846 Iteration 3Q: 3 clusters Score -205014.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -205072.296875 Penalty: 3691.766846 Iteration 4Q: 3 clusters Score -205072.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 722 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -205119.265625 Penalty: 3691.766846 Iteration 5Q: 3 clusters Score -205119.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -205143.875000 Penalty: 3691.766846 Iteration 6Q: 3 clusters Score -205143.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -205159.281250 Penalty: 3691.766846 Iteration 7Q: 3 clusters Score -205159.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -205169.515625 Penalty: 3691.766846 Iteration 8Q: 3 clusters Score -205169.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -205180.781250 Penalty: 3691.766846 Iteration 9Q: 3 clusters Score -205180.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -205193.203125 Penalty: 3691.766846 Iteration 10Q: 3 clusters Score -205193.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -205205.953125 Penalty: 3691.766846 Iteration 11Q: 3 clusters Score -205206 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -205213.546875 Penalty: 3691.766846 Iteration 12Q: 3 clusters Score -205213.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -205222.328125 Penalty: 3691.766846 Iteration 13Q: 3 clusters Score -205222.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -205227.437500 Penalty: 3691.766846 Iteration 14Q: 3 clusters Score -205227.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -205229.062500 Penalty: 3691.766846 Iteration 15Q: 3 clusters Score -205229.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -205232.234375 Penalty: 3691.766846 Iteration 16Q: 3 clusters Score -205232.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -205235.046875 Penalty: 3691.766846 Iteration 17Q: 3 clusters Score -205235 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -205236.343750 Penalty: 3691.766846 Iteration 18Q: 3 clusters Score -205236.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -205238.015625 Penalty: 3691.766846 Iteration 19Q: 3 clusters Score -205238 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -205238.750000 Penalty: 3691.766846 Iteration 20F: 3 clusters Score -205238.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -205239.031250 Penalty: 3691.766846 Iteration 21Q: 3 clusters Score -205239 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -205239.031250 Penalty: 3691.766846 Iteration 22F: 3 clusters Score -205239 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (987 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Entering Unmasked Estep Score: -113478.523438 Penalty: 1709.878174 Iteration 0F: 2 clusters Score -113478.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -111595.609375 Penalty: 3419.756348 Iteration 0F: 3 clusters Score -111595.6 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -111932.507812 Penalty: 3419.756348 Iteration 1F: 3 clusters Score -111932.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -112033.546875 Penalty: 3419.756348 Iteration 2F: 3 clusters Score -112033.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -112087.515625 Penalty: 3419.756348 Iteration 3Q: 3 clusters Score -112087.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -112124.640625 Penalty: 3419.756348 Iteration 4Q: 3 clusters Score -112124.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -112149.265625 Penalty: 3419.756348 Iteration 5Q: 3 clusters Score -112149.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -112168.101562 Penalty: 3419.756348 Iteration 6Q: 3 clusters Score -112168.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -112187.320312 Penalty: 3419.756348 Iteration 7Q: 3 clusters Score -112187.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -112204.421875 Penalty: 3419.756348 Iteration 8Q: 3 clusters Score -112204.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -112211.445312 Penalty: 3419.756348 Iteration 9Q: 3 clusters Score -112211.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -112230.562500 Penalty: 3419.756348 Iteration 10Q: 3 clusters Score -112230.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -112247.195312 Penalty: 3419.756348 Iteration 11Q: 3 clusters Score -112247.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -112254.460938 Penalty: 3419.756348 Iteration 12Q: 3 clusters Score -112254.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -112258.632812 Penalty: 3419.756348 Iteration 13Q: 3 clusters Score -112258.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -112262.398438 Penalty: 3419.756348 Iteration 14Q: 3 clusters Score -112262.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -112263.765625 Penalty: 3419.756348 Iteration 15Q: 3 clusters Score -112263.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -112263.765625 Penalty: 3419.756348 Iteration 16F: 3 clusters Score -112263.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (31319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31319 members Entering Unmasked Estep Score: -3988342.000000 Penalty: 2567.291016 Iteration 0F: 2 clusters Score -3988342 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15333 members Mstep: Class 2 contains 15986 members Entering Unmasked Estep Score: -3966887.500000 Penalty: 5134.582031 Iteration 0F: 3 clusters Score -3966888 nChanged 13999 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13484 members Mstep: Class 2 contains 17835 members Entering Unmasked Estep Score: -3974696.000000 Penalty: 5134.582031 Iteration 1F: 3 clusters Score -3974696 nChanged 1755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12157 members Mstep: Class 2 contains 19162 members Entering Unmasked Estep Score: -3975546.750000 Penalty: 5134.582031 Iteration 2F: 3 clusters Score -3975547 nChanged 2000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10335 members Mstep: Class 2 contains 20984 members Entering Unmasked Estep Score: -3976758.250000 Penalty: 5134.582031 Iteration 3F: 3 clusters Score -3976758 nChanged 2401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8004 members Mstep: Class 2 contains 23315 members Entering Unmasked Estep Score: -3978557.000000 Penalty: 5134.582031 Iteration 4F: 3 clusters Score -3978557 nChanged 2660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5348 members Mstep: Class 2 contains 25971 members Entering Unmasked Estep Score: -3980921.000000 Penalty: 5134.582031 Iteration 5F: 3 clusters Score -3980921 nChanged 2409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 28378 members Entering Unmasked Estep Score: -3983280.750000 Penalty: 5134.582031 Iteration 6F: 3 clusters Score -3983281 nChanged 1617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 29989 members Entering Unmasked Estep Score: -3984900.750000 Penalty: 5134.582031 Iteration 7F: 3 clusters Score -3984901 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 30724 members Entering Unmasked Estep Score: -3985645.500000 Penalty: 5134.582031 Iteration 8Q: 3 clusters Score -3985646 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 30964 members Entering Unmasked Estep Score: -3985906.000000 Penalty: 5134.582031 Iteration 9Q: 3 clusters Score -3985906 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 31043 members Entering Unmasked Estep Score: -3985996.250000 Penalty: 5134.582031 Iteration 10Q: 3 clusters Score -3985996 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 31073 members Entering Unmasked Estep Score: -3986050.750000 Penalty: 5134.582031 Iteration 11Q: 3 clusters Score -3986051 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 31089 members Entering Unmasked Estep Score: -3986083.500000 Penalty: 5134.582031 Iteration 12Q: 3 clusters Score -3986084 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 31095 members Entering Unmasked Estep Score: -3986100.500000 Penalty: 5134.582031 Iteration 13Q: 3 clusters Score -3986100 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 31101 members Entering Unmasked Estep Score: -3986107.250000 Penalty: 5134.582031 Iteration 14Q: 3 clusters Score -3986107 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 31101 members Entering Unmasked Estep Score: -3986110.000000 Penalty: 5134.582031 Iteration 15Q: 3 clusters Score -3986110 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 31105 members Entering Unmasked Estep Score: -3986121.500000 Penalty: 5134.582031 Iteration 16Q: 3 clusters Score -3986122 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 31108 members Entering Unmasked Estep Score: -3986128.750000 Penalty: 5134.582031 Iteration 17Q: 3 clusters Score -3986129 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 31108 members Entering Unmasked Estep Score: -3986128.750000 Penalty: 5134.582031 Iteration 18Q: 3 clusters Score -3986129 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 31109 members Entering Unmasked Estep Score: -3986131.000000 Penalty: 5134.582031 Iteration 19Q: 3 clusters Score -3986131 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 31108 members Entering Unmasked Estep Score: -3986134.000000 Penalty: 5134.582031 Iteration 20F: 3 clusters Score -3986134 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 31107 members Entering Unmasked Estep Score: -3986134.750000 Penalty: 5134.582031 Iteration 21Q: 3 clusters Score -3986135 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 31107 members Entering Unmasked Estep Score: -3986134.750000 Penalty: 5134.582031 Iteration 22F: 3 clusters Score -3986135 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (296 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Entering Unmasked Estep Score: -31874.283203 Penalty: 1411.209229 Iteration 0F: 2 clusters Score -31874.28 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 149 members Entering Unmasked Estep Score: -30755.763672 Penalty: 2822.418457 Iteration 0F: 3 clusters Score -30755.76 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -30923.333984 Penalty: 2822.418457 Iteration 1F: 3 clusters Score -30923.33 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -31022.943359 Penalty: 2822.418457 Iteration 2F: 3 clusters Score -31022.94 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -31067.462891 Penalty: 2822.418457 Iteration 3Q: 3 clusters Score -31067.46 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -31104.267578 Penalty: 2822.418457 Iteration 4Q: 3 clusters Score -31104.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -31155.185547 Penalty: 2822.418457 Iteration 5Q: 3 clusters Score -31155.19 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -31189.087891 Penalty: 2822.418457 Iteration 6Q: 3 clusters Score -31189.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -31220.464844 Penalty: 2822.418457 Iteration 7Q: 3 clusters Score -31220.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -31220.464844 Penalty: 2822.418457 Iteration 8F: 3 clusters Score -31220.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (3393 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3393 members Entering Unmasked Estep Score: -426626.718750 Penalty: 2016.108521 Iteration 0F: 2 clusters Score -426626.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -423153.937500 Penalty: 4032.217041 Iteration 0F: 3 clusters Score -423153.9 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -423879.906250 Penalty: 4032.217041 Iteration 1F: 3 clusters Score -423879.9 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -424067.968750 Penalty: 4032.217041 Iteration 2F: 3 clusters Score -424068 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -424219.156250 Penalty: 4032.217041 Iteration 3F: 3 clusters Score -424219.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 1638 members Entering Unmasked Estep Score: -424341.281250 Penalty: 4032.217041 Iteration 4Q: 3 clusters Score -424341.3 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -424442.312500 Penalty: 4032.217041 Iteration 5Q: 3 clusters Score -424442.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -424524.156250 Penalty: 4032.217041 Iteration 6Q: 3 clusters Score -424524.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -424597.375000 Penalty: 4032.217041 Iteration 7Q: 3 clusters Score -424597.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -424661.125000 Penalty: 4032.217041 Iteration 8Q: 3 clusters Score -424661.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1728 members Entering Unmasked Estep Score: -424723.375000 Penalty: 4032.217041 Iteration 9Q: 3 clusters Score -424723.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -424775.687500 Penalty: 4032.217041 Iteration 10Q: 3 clusters Score -424775.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -424830.750000 Penalty: 4032.217041 Iteration 11Q: 3 clusters Score -424830.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -424877.187500 Penalty: 4032.217041 Iteration 12Q: 3 clusters Score -424877.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -424915.281250 Penalty: 4032.217041 Iteration 13Q: 3 clusters Score -424915.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -424944.343750 Penalty: 4032.217041 Iteration 14Q: 3 clusters Score -424944.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -424965.406250 Penalty: 4032.217041 Iteration 15Q: 3 clusters Score -424965.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -424991.250000 Penalty: 4032.217041 Iteration 16Q: 3 clusters Score -424991.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -425019.812500 Penalty: 4032.217041 Iteration 17Q: 3 clusters Score -425019.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -425046.593750 Penalty: 4032.217041 Iteration 18Q: 3 clusters Score -425046.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -425071.750000 Penalty: 4032.217041 Iteration 19Q: 3 clusters Score -425071.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -425107.468750 Penalty: 4032.217041 Iteration 20F: 3 clusters Score -425107.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -425164.093750 Penalty: 4032.217041 Iteration 21Q: 3 clusters Score -425164.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -425229.062500 Penalty: 4032.217041 Iteration 22Q: 3 clusters Score -425229.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -425297.218750 Penalty: 4032.217041 Iteration 23Q: 3 clusters Score -425297.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -425350.375000 Penalty: 4032.217041 Iteration 24Q: 3 clusters Score -425350.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -425385.625000 Penalty: 4032.217041 Iteration 25Q: 3 clusters Score -425385.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -425423.375000 Penalty: 4032.217041 Iteration 26Q: 3 clusters Score -425423.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -425448.156250 Penalty: 4032.217041 Iteration 27Q: 3 clusters Score -425448.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -425474.406250 Penalty: 4032.217041 Iteration 28Q: 3 clusters Score -425474.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -425488.937500 Penalty: 4032.217041 Iteration 29Q: 3 clusters Score -425488.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -425502.343750 Penalty: 4032.217041 Iteration 30Q: 3 clusters Score -425502.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -425515.000000 Penalty: 4032.217041 Iteration 31Q: 3 clusters Score -425515 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -425520.343750 Penalty: 4032.217041 Iteration 32Q: 3 clusters Score -425520.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -425523.437500 Penalty: 4032.217041 Iteration 33Q: 3 clusters Score -425523.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -425524.937500 Penalty: 4032.217041 Iteration 34Q: 3 clusters Score -425524.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -425526.187500 Penalty: 4032.217041 Iteration 35Q: 3 clusters Score -425526.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -425526.593750 Penalty: 4032.217041 Iteration 36Q: 3 clusters Score -425526.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -425527.250000 Penalty: 4032.217041 Iteration 37Q: 3 clusters Score -425527.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -425527.843750 Penalty: 4032.217041 Iteration 38Q: 3 clusters Score -425527.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -425530.656250 Penalty: 4032.217041 Iteration 39Q: 3 clusters Score -425530.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -425533.906250 Penalty: 4032.217041 Iteration 40F: 3 clusters Score -425533.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -425534.000000 Penalty: 4032.217041 Iteration 41Q: 3 clusters Score -425534 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1723 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -425535.937500 Penalty: 4032.217041 Iteration 42Q: 3 clusters Score -425535.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -425536.000000 Penalty: 4032.217041 Iteration 43Q: 3 clusters Score -425536 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -425538.312500 Penalty: 4032.217041 Iteration 44Q: 3 clusters Score -425538.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -425539.250000 Penalty: 4032.217041 Iteration 45Q: 3 clusters Score -425539.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -425540.968750 Penalty: 4032.217041 Iteration 46Q: 3 clusters Score -425541 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1681 members Entering Unmasked Estep Score: -425542.593750 Penalty: 4032.217041 Iteration 47Q: 3 clusters Score -425542.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -425544.562500 Penalty: 4032.217041 Iteration 48Q: 3 clusters Score -425544.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -425546.031250 Penalty: 4032.217041 Iteration 49Q: 3 clusters Score -425546 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -425548.593750 Penalty: 4032.217041 Iteration 50Q: 3 clusters Score -425548.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -425548.312500 Penalty: 4032.217041 Iteration 51Q: 3 clusters Score -425548.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -425549.000000 Penalty: 4032.217041 Iteration 52Q: 3 clusters Score -425549 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -425549.531250 Penalty: 4032.217041 Iteration 53Q: 3 clusters Score -425549.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -425549.531250 Penalty: 4032.217041 Iteration 54F: 3 clusters Score -425549.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (823 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Entering Unmasked Estep Score: -89737.312500 Penalty: 1664.813232 Iteration 0F: 2 clusters Score -89737.31 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -88010.210938 Penalty: 3329.626465 Iteration 0F: 3 clusters Score -88010.21 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -88365.203125 Penalty: 3329.626465 Iteration 1F: 3 clusters Score -88365.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -88541.203125 Penalty: 3329.626465 Iteration 2F: 3 clusters Score -88541.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -88703.671875 Penalty: 3329.626465 Iteration 3F: 3 clusters Score -88703.67 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -89022.578125 Penalty: 3329.626465 Iteration 4F: 3 clusters Score -89022.58 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -89201.390625 Penalty: 3329.626465 Iteration 5F: 3 clusters Score -89201.39 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -89332.781250 Penalty: 3329.626465 Iteration 6Q: 3 clusters Score -89332.78 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -89379.765625 Penalty: 3329.626465 Iteration 7Q: 3 clusters Score -89379.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -89401.445312 Penalty: 3329.626465 Iteration 8Q: 3 clusters Score -89401.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -89414.507812 Penalty: 3329.626465 Iteration 9Q: 3 clusters Score -89414.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -89426.812500 Penalty: 3329.626465 Iteration 10Q: 3 clusters Score -89426.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -89434.984375 Penalty: 3329.626465 Iteration 11Q: 3 clusters Score -89434.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -89436.328125 Penalty: 3329.626465 Iteration 12Q: 3 clusters Score -89436.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -89443.421875 Penalty: 3329.626465 Iteration 13Q: 3 clusters Score -89443.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -89451.375000 Penalty: 3329.626465 Iteration 14Q: 3 clusters Score -89451.38 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -89452.515625 Penalty: 3329.626465 Iteration 15Q: 3 clusters Score -89452.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -89452.515625 Penalty: 3329.626465 Iteration 16F: 3 clusters Score -89452.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28749 members Mstep: Class 2 contains 3394 members Mstep: Class 3 contains 3994 members Mstep: Class 4 contains 3485 members Mstep: Class 5 contains 3922 members Mstep: Class 6 contains 12963 members Mstep: Class 7 contains 16766 members Mstep: Class 8 contains 184202 members Mstep: Class 9 contains 737 members Mstep: Class 10 contains 3121 members Mstep: Class 11 contains 21491 members Mstep: Class 12 contains 247 members Mstep: Class 13 contains 2830 members Mstep: Class 14 contains 14877 members Mstep: Class 15 contains 3496 members Mstep: Class 16 contains 51984 members Mstep: Class 17 contains 1708 members Mstep: Class 18 contains 987 members Mstep: Class 19 contains 31319 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 3393 members Mstep: Class 22 contains 823 members Entering Unmasked Estep ConsiderDeletion Score: -55694828.000000 Penalty: 87094.210938 Iteration 79Q: 28 clusters Score -5.569483e+07 nChanged 10640 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 28171 members Mstep: Class 2 contains 3612 members Mstep: Class 3 contains 4021 members Mstep: Class 4 contains 3557 members Mstep: Class 5 contains 3638 members Mstep: Class 6 contains 12937 members Mstep: Class 7 contains 16547 members Mstep: Class 8 contains 185352 members Mstep: Class 9 contains 770 members Mstep: Class 10 contains 3033 members Mstep: Class 11 contains 21066 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 3492 members Mstep: Class 14 contains 14845 members Mstep: Class 15 contains 3662 members Mstep: Class 16 contains 53236 members Mstep: Class 17 contains 1708 members Mstep: Class 18 contains 998 members Mstep: Class 19 contains 29780 members Mstep: Class 20 contains 295 members Mstep: Class 21 contains 3629 members Mstep: Class 22 contains 805 members Mstep: Class 23 contains 24053 members Mstep: Class 24 contains 478 members Mstep: Class 25 contains 368 members Mstep: Class 26 contains 3544 members Mstep: Class 27 contains 21610 members Entering Unmasked Estep ConsiderDeletion Score: -55698148.000000 Penalty: 87094.210938 Iteration 80F: 28 clusters Score -5.569815e+07 nChanged 6859 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 27799 members Mstep: Class 2 contains 3678 members Mstep: Class 3 contains 4021 members Mstep: Class 4 contains 3565 members Mstep: Class 5 contains 3380 members Mstep: Class 6 contains 12892 members Mstep: Class 7 contains 16361 members Mstep: Class 8 contains 186327 members Mstep: Class 9 contains 784 members Mstep: Class 10 contains 2976 members Mstep: Class 11 contains 20718 members Mstep: Class 12 contains 249 members Mstep: Class 13 contains 4009 members Mstep: Class 14 contains 14809 members Mstep: Class 15 contains 3689 members Mstep: Class 16 contains 53871 members Mstep: Class 17 contains 1711 members Mstep: Class 18 contains 993 members Mstep: Class 19 contains 28351 members Mstep: Class 20 contains 295 members Mstep: Class 21 contains 3388 members Mstep: Class 22 contains 796 members Mstep: Class 23 contains 24360 members Mstep: Class 24 contains 483 members Mstep: Class 25 contains 359 members Mstep: Class 26 contains 3565 members Mstep: Class 27 contains 22028 members Entering Unmasked Estep ConsiderDeletion Score: -55700388.000000 Penalty: 87094.210938 Iteration 81Q: 28 clusters Score -5.570039e+07 nChanged 5156 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 27519 members Mstep: Class 2 contains 3763 members Mstep: Class 3 contains 4029 members Mstep: Class 4 contains 3587 members Mstep: Class 5 contains 3148 members Mstep: Class 6 contains 12850 members Mstep: Class 7 contains 16183 members Mstep: Class 8 contains 187198 members Mstep: Class 9 contains 790 members Mstep: Class 10 contains 2921 members Mstep: Class 11 contains 20397 members Mstep: Class 12 contains 249 members Mstep: Class 13 contains 4437 members Mstep: Class 14 contains 14796 members Mstep: Class 15 contains 3707 members Mstep: Class 16 contains 54394 members Mstep: Class 17 contains 1714 members Mstep: Class 18 contains 993 members Mstep: Class 19 contains 27020 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 3260 members Mstep: Class 22 contains 789 members Mstep: Class 23 contains 24692 members Mstep: Class 24 contains 484 members Mstep: Class 25 contains 359 members Mstep: Class 26 contains 3587 members Mstep: Class 27 contains 22297 members Entering Unmasked Estep ConsiderDeletion Score: -55701836.000000 Penalty: 87094.210938 Iteration 82Q: 28 clusters Score -5.570184e+07 nChanged 4447 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 27304 members Mstep: Class 2 contains 3832 members Mstep: Class 3 contains 4034 members Mstep: Class 4 contains 3609 members Mstep: Class 5 contains 2943 members Mstep: Class 6 contains 12814 members Mstep: Class 7 contains 16042 members Mstep: Class 8 contains 188021 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 2873 members Mstep: Class 11 contains 20086 members Mstep: Class 12 contains 249 members Mstep: Class 13 contains 4796 members Mstep: Class 14 contains 14789 members Mstep: Class 15 contains 3729 members Mstep: Class 16 contains 54833 members Mstep: Class 17 contains 1713 members Mstep: Class 18 contains 999 members Mstep: Class 19 contains 25776 members Mstep: Class 20 contains 294 members Mstep: Class 21 contains 3157 members Mstep: Class 22 contains 782 members Mstep: Class 23 contains 25052 members Mstep: Class 24 contains 486 members Mstep: Class 25 contains 359 members Mstep: Class 26 contains 3590 members Mstep: Class 27 contains 22500 members Entering Unmasked Estep ConsiderDeletion Score: -55702956.000000 Penalty: 87094.210938 Iteration 83Q: 28 clusters Score -5.570296e+07 nChanged 3977 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 27140 members Mstep: Class 2 contains 3883 members Mstep: Class 3 contains 4034 members Mstep: Class 4 contains 3636 members Mstep: Class 5 contains 2754 members Mstep: Class 6 contains 12788 members Mstep: Class 7 contains 15932 members Mstep: Class 8 contains 188837 members Mstep: Class 9 contains 800 members Mstep: Class 10 contains 2844 members Mstep: Class 11 contains 19800 members Mstep: Class 12 contains 249 members Mstep: Class 13 contains 5122 members Mstep: Class 14 contains 14782 members Mstep: Class 15 contains 3750 members Mstep: Class 16 contains 55231 members Mstep: Class 17 contains 1712 members Mstep: Class 18 contains 997 members Mstep: Class 19 contains 24542 members Mstep: Class 20 contains 295 members Mstep: Class 21 contains 3059 members Mstep: Class 22 contains 774 members Mstep: Class 23 contains 25402 members Mstep: Class 24 contains 488 members Mstep: Class 25 contains 359 members Mstep: Class 26 contains 3581 members Mstep: Class 27 contains 22666 members Entering Unmasked Estep ConsiderDeletion Score: -55703664.000000 Penalty: 87094.210938 Iteration 84Q: 28 clusters Score -5.570366e+07 nChanged 3488 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 26987 members Mstep: Class 2 contains 3928 members Mstep: Class 3 contains 4037 members Mstep: Class 4 contains 3659 members Mstep: Class 5 contains 2599 members Mstep: Class 6 contains 12770 members Mstep: Class 7 contains 15834 members Mstep: Class 8 contains 189601 members Mstep: Class 9 contains 804 members Mstep: Class 10 contains 2818 members Mstep: Class 11 contains 19541 members Mstep: Class 12 contains 249 members Mstep: Class 13 contains 5390 members Mstep: Class 14 contains 14772 members Mstep: Class 15 contains 3765 members Mstep: Class 16 contains 55569 members Mstep: Class 17 contains 1710 members Mstep: Class 18 contains 993 members Mstep: Class 19 contains 23425 members Mstep: Class 20 contains 295 members Mstep: Class 21 contains 2977 members Mstep: Class 22 contains 767 members Mstep: Class 23 contains 25746 members Mstep: Class 24 contains 491 members Mstep: Class 25 contains 359 members Mstep: Class 26 contains 3580 members Mstep: Class 27 contains 22791 members Entering Unmasked Estep ConsiderDeletion Score: -55704392.000000 Penalty: 87094.210938 Iteration 85Q: 28 clusters Score -5.570439e+07 nChanged 3230 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 26873 members Mstep: Class 2 contains 3967 members Mstep: Class 3 contains 4038 members Mstep: Class 4 contains 3672 members Mstep: Class 5 contains 2467 members Mstep: Class 6 contains 12762 members Mstep: Class 7 contains 15761 members Mstep: Class 8 contains 190361 members Mstep: Class 9 contains 804 members Mstep: Class 10 contains 2792 members Mstep: Class 11 contains 19276 members Mstep: Class 12 contains 249 members Mstep: Class 13 contains 5619 members Mstep: Class 14 contains 14772 members Mstep: Class 15 contains 3786 members Mstep: Class 16 contains 55869 members Mstep: Class 17 contains 1706 members Mstep: Class 18 contains 996 members Mstep: Class 19 contains 22307 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 2917 members Mstep: Class 22 contains 758 members Mstep: Class 23 contains 26081 members Mstep: Class 24 contains 498 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3577 members Mstep: Class 27 contains 22893 members Entering Unmasked Estep ConsiderDeletion Score: -55704720.000000 Penalty: 87094.210938 Iteration 86Q: 28 clusters Score -5.570472e+07 nChanged 2935 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 26758 members Mstep: Class 2 contains 4015 members Mstep: Class 3 contains 4044 members Mstep: Class 4 contains 3686 members Mstep: Class 5 contains 2368 members Mstep: Class 6 contains 12760 members Mstep: Class 7 contains 15710 members Mstep: Class 8 contains 191025 members Mstep: Class 9 contains 806 members Mstep: Class 10 contains 2774 members Mstep: Class 11 contains 19041 members Mstep: Class 12 contains 249 members Mstep: Class 13 contains 5822 members Mstep: Class 14 contains 14773 members Mstep: Class 15 contains 3807 members Mstep: Class 16 contains 56145 members Mstep: Class 17 contains 1704 members Mstep: Class 18 contains 997 members Mstep: Class 19 contains 21261 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 2877 members Mstep: Class 22 contains 748 members Mstep: Class 23 contains 26397 members Mstep: Class 24 contains 505 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3579 members Mstep: Class 27 contains 22949 members Entering Unmasked Estep ConsiderDeletion Score: -55705564.000000 Penalty: 87094.210938 Iteration 87Q: 28 clusters Score -5.570556e+07 nChanged 2728 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 26639 members Mstep: Class 2 contains 4046 members Mstep: Class 3 contains 4048 members Mstep: Class 4 contains 3708 members Mstep: Class 5 contains 2255 members Mstep: Class 6 contains 12746 members Mstep: Class 7 contains 15651 members Mstep: Class 8 contains 191785 members Mstep: Class 9 contains 805 members Mstep: Class 10 contains 2766 members Mstep: Class 11 contains 18822 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 6011 members Mstep: Class 14 contains 14772 members Mstep: Class 15 contains 3820 members Mstep: Class 16 contains 56343 members Mstep: Class 17 contains 1702 members Mstep: Class 18 contains 999 members Mstep: Class 19 contains 20259 members Mstep: Class 20 contains 298 members Mstep: Class 21 contains 2843 members Mstep: Class 22 contains 740 members Mstep: Class 23 contains 26696 members Mstep: Class 24 contains 512 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3583 members Mstep: Class 27 contains 22998 members Entering Unmasked Estep ConsiderDeletion Score: -55706164.000000 Penalty: 87094.210938 Iteration 88Q: 28 clusters Score -5.570616e+07 nChanged 2555 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 26546 members Mstep: Class 2 contains 4066 members Mstep: Class 3 contains 4049 members Mstep: Class 4 contains 3725 members Mstep: Class 5 contains 2142 members Mstep: Class 6 contains 12737 members Mstep: Class 7 contains 15613 members Mstep: Class 8 contains 192554 members Mstep: Class 9 contains 795 members Mstep: Class 10 contains 2763 members Mstep: Class 11 contains 18587 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 6185 members Mstep: Class 14 contains 14768 members Mstep: Class 15 contains 3830 members Mstep: Class 16 contains 56529 members Mstep: Class 17 contains 1700 members Mstep: Class 18 contains 1001 members Mstep: Class 19 contains 19298 members Mstep: Class 20 contains 298 members Mstep: Class 21 contains 2808 members Mstep: Class 22 contains 740 members Mstep: Class 23 contains 26965 members Mstep: Class 24 contains 523 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3585 members Mstep: Class 27 contains 23040 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 3188.508545 but Gain 3225.710938 Score: -55706476.000000 Penalty: 83868.500000 Iteration 89Q: 27 clusters Score -5.570648e+07 nChanged 4384 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 27012 members Mstep: Class 2 contains 4084 members Mstep: Class 3 contains 4051 members Mstep: Class 4 contains 3745 members Mstep: Class 6 contains 12737 members Mstep: Class 7 contains 15607 members Mstep: Class 8 contains 194690 members Mstep: Class 9 contains 792 members Mstep: Class 10 contains 2761 members Mstep: Class 11 contains 18381 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 6322 members Mstep: Class 14 contains 14766 members Mstep: Class 15 contains 3847 members Mstep: Class 16 contains 56696 members Mstep: Class 17 contains 1699 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 18411 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 2775 members Mstep: Class 22 contains 737 members Mstep: Class 23 contains 27233 members Mstep: Class 24 contains 530 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3583 members Mstep: Class 27 contains 23075 members Entering Unmasked Estep ConsiderDeletion Score: -55709244.000000 Penalty: 83868.500000 Iteration 90Q: 27 clusters Score -5.570924e+07 nChanged 2556 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 26896 members Mstep: Class 2 contains 4113 members Mstep: Class 3 contains 4055 members Mstep: Class 4 contains 3762 members Mstep: Class 6 contains 12757 members Mstep: Class 7 contains 15620 members Mstep: Class 8 contains 195299 members Mstep: Class 9 contains 796 members Mstep: Class 10 contains 2766 members Mstep: Class 11 contains 18196 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 6468 members Mstep: Class 14 contains 14767 members Mstep: Class 15 contains 3858 members Mstep: Class 16 contains 56794 members Mstep: Class 17 contains 1691 members Mstep: Class 18 contains 1021 members Mstep: Class 19 contains 17432 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 2748 members Mstep: Class 22 contains 735 members Mstep: Class 23 contains 27555 members Mstep: Class 24 contains 530 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3581 members Mstep: Class 27 contains 23111 members Entering Unmasked Estep ConsiderDeletion Score: -55709512.000000 Penalty: 83868.500000 Iteration 91Q: 27 clusters Score -5.570951e+07 nChanged 2229 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 26750 members Mstep: Class 2 contains 4136 members Mstep: Class 3 contains 4063 members Mstep: Class 4 contains 3788 members Mstep: Class 6 contains 12779 members Mstep: Class 7 contains 15635 members Mstep: Class 8 contains 195841 members Mstep: Class 9 contains 799 members Mstep: Class 10 contains 2770 members Mstep: Class 11 contains 18042 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 6599 members Mstep: Class 14 contains 14772 members Mstep: Class 15 contains 3860 members Mstep: Class 16 contains 56912 members Mstep: Class 17 contains 1688 members Mstep: Class 18 contains 1019 members Mstep: Class 19 contains 16549 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 2718 members Mstep: Class 22 contains 732 members Mstep: Class 23 contains 27843 members Mstep: Class 24 contains 530 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3588 members Mstep: Class 27 contains 23138 members Entering Unmasked Estep ConsiderDeletion Score: -55709880.000000 Penalty: 83868.500000 Iteration 92Q: 27 clusters Score -5.570988e+07 nChanged 2063 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 26584 members Mstep: Class 2 contains 4167 members Mstep: Class 3 contains 4064 members Mstep: Class 4 contains 3807 members Mstep: Class 6 contains 12803 members Mstep: Class 7 contains 15660 members Mstep: Class 8 contains 196394 members Mstep: Class 9 contains 802 members Mstep: Class 10 contains 2772 members Mstep: Class 11 contains 17906 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 6712 members Mstep: Class 14 contains 14776 members Mstep: Class 15 contains 3870 members Mstep: Class 16 contains 57003 members Mstep: Class 17 contains 1684 members Mstep: Class 18 contains 1018 members Mstep: Class 19 contains 15720 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 2700 members Mstep: Class 22 contains 728 members Mstep: Class 23 contains 28101 members Mstep: Class 24 contains 530 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3593 members Mstep: Class 27 contains 23156 members Entering Unmasked Estep ConsiderDeletion Score: -55710512.000000 Penalty: 83868.500000 Iteration 93Q: 27 clusters Score -5.571051e+07 nChanged 1967 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 26438 members Mstep: Class 2 contains 4188 members Mstep: Class 3 contains 4073 members Mstep: Class 4 contains 3826 members Mstep: Class 6 contains 12823 members Mstep: Class 7 contains 15674 members Mstep: Class 8 contains 196945 members Mstep: Class 9 contains 802 members Mstep: Class 10 contains 2776 members Mstep: Class 11 contains 17777 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 6814 members Mstep: Class 14 contains 14781 members Mstep: Class 15 contains 3878 members Mstep: Class 16 contains 57078 members Mstep: Class 17 contains 1685 members Mstep: Class 18 contains 1021 members Mstep: Class 19 contains 14917 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 2692 members Mstep: Class 22 contains 728 members Mstep: Class 23 contains 28333 members Mstep: Class 24 contains 530 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3599 members Mstep: Class 27 contains 23172 members Entering Unmasked Estep ConsiderDeletion Score: -55710948.000000 Penalty: 83868.500000 Iteration 94Q: 27 clusters Score -5.571095e+07 nChanged 1744 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 26343 members Mstep: Class 2 contains 4211 members Mstep: Class 3 contains 4081 members Mstep: Class 4 contains 3839 members Mstep: Class 6 contains 12833 members Mstep: Class 7 contains 15696 members Mstep: Class 8 contains 197471 members Mstep: Class 9 contains 802 members Mstep: Class 10 contains 2780 members Mstep: Class 11 contains 17634 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 6899 members Mstep: Class 14 contains 14783 members Mstep: Class 15 contains 3885 members Mstep: Class 16 contains 57143 members Mstep: Class 17 contains 1682 members Mstep: Class 18 contains 1022 members Mstep: Class 19 contains 14197 members Mstep: Class 20 contains 298 members Mstep: Class 21 contains 2683 members Mstep: Class 22 contains 728 members Mstep: Class 23 contains 28520 members Mstep: Class 24 contains 530 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3601 members Mstep: Class 27 contains 23186 members Entering Unmasked Estep ConsiderDeletion Score: -55711304.000000 Penalty: 83868.500000 Iteration 95Q: 27 clusters Score -5.57113e+07 nChanged 1619 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 26229 members Mstep: Class 2 contains 4232 members Mstep: Class 3 contains 4085 members Mstep: Class 4 contains 3857 members Mstep: Class 6 contains 12843 members Mstep: Class 7 contains 15726 members Mstep: Class 8 contains 198040 members Mstep: Class 9 contains 802 members Mstep: Class 10 contains 2794 members Mstep: Class 11 contains 17522 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 6967 members Mstep: Class 14 contains 14780 members Mstep: Class 15 contains 3895 members Mstep: Class 16 contains 57152 members Mstep: Class 17 contains 1682 members Mstep: Class 18 contains 1019 members Mstep: Class 19 contains 13514 members Mstep: Class 20 contains 298 members Mstep: Class 21 contains 2673 members Mstep: Class 22 contains 728 members Mstep: Class 23 contains 28680 members Mstep: Class 24 contains 530 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3598 members Mstep: Class 27 contains 23201 members Entering Unmasked Estep ConsiderDeletion Score: -55711644.000000 Penalty: 83868.500000 Iteration 96Q: 27 clusters Score -5.571164e+07 nChanged 1473 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 26112 members Mstep: Class 2 contains 4258 members Mstep: Class 3 contains 4087 members Mstep: Class 4 contains 3880 members Mstep: Class 6 contains 12857 members Mstep: Class 7 contains 15752 members Mstep: Class 8 contains 198532 members Mstep: Class 9 contains 802 members Mstep: Class 10 contains 2807 members Mstep: Class 11 contains 17440 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7026 members Mstep: Class 14 contains 14779 members Mstep: Class 15 contains 3899 members Mstep: Class 16 contains 57167 members Mstep: Class 17 contains 1681 members Mstep: Class 18 contains 1018 members Mstep: Class 19 contains 12893 members Mstep: Class 20 contains 298 members Mstep: Class 21 contains 2665 members Mstep: Class 22 contains 728 members Mstep: Class 23 contains 28830 members Mstep: Class 24 contains 530 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3600 members Mstep: Class 27 contains 23206 members Entering Unmasked Estep ConsiderDeletion Score: -55711792.000000 Penalty: 83868.500000 Iteration 97Q: 27 clusters Score -5.571179e+07 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 26021 members Mstep: Class 2 contains 4276 members Mstep: Class 3 contains 4092 members Mstep: Class 4 contains 3899 members Mstep: Class 6 contains 12876 members Mstep: Class 7 contains 15771 members Mstep: Class 8 contains 198977 members Mstep: Class 9 contains 802 members Mstep: Class 10 contains 2819 members Mstep: Class 11 contains 17384 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7073 members Mstep: Class 14 contains 14775 members Mstep: Class 15 contains 3903 members Mstep: Class 16 contains 57181 members Mstep: Class 17 contains 1679 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 12291 members Mstep: Class 20 contains 298 members Mstep: Class 21 contains 2655 members Mstep: Class 22 contains 728 members Mstep: Class 23 contains 28979 members Mstep: Class 24 contains 530 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3604 members Mstep: Class 27 contains 23218 members Entering Unmasked Estep ConsiderDeletion Score: -55711844.000000 Penalty: 83868.500000 Iteration 98Q: 27 clusters Score -5.571184e+07 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 25949 members Mstep: Class 2 contains 4288 members Mstep: Class 3 contains 4092 members Mstep: Class 4 contains 3912 members Mstep: Class 6 contains 12890 members Mstep: Class 7 contains 15794 members Mstep: Class 8 contains 199412 members Mstep: Class 9 contains 802 members Mstep: Class 10 contains 2823 members Mstep: Class 11 contains 17328 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7113 members Mstep: Class 14 contains 14779 members Mstep: Class 15 contains 3911 members Mstep: Class 16 contains 57196 members Mstep: Class 17 contains 1678 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 11715 members Mstep: Class 20 contains 298 members Mstep: Class 21 contains 2649 members Mstep: Class 22 contains 728 members Mstep: Class 23 contains 29105 members Mstep: Class 24 contains 530 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3610 members Mstep: Class 27 contains 23229 members Entering Unmasked Estep ConsiderDeletion Score: -55712056.000000 Penalty: 83868.500000 Iteration 99Q: 27 clusters Score -5.571206e+07 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 25888 members Mstep: Class 2 contains 4302 members Mstep: Class 3 contains 4091 members Mstep: Class 4 contains 3925 members Mstep: Class 6 contains 12911 members Mstep: Class 7 contains 15835 members Mstep: Class 8 contains 199817 members Mstep: Class 9 contains 802 members Mstep: Class 10 contains 2828 members Mstep: Class 11 contains 17280 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7147 members Mstep: Class 14 contains 14782 members Mstep: Class 15 contains 3916 members Mstep: Class 16 contains 57212 members Mstep: Class 17 contains 1677 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 11144 members Mstep: Class 20 contains 298 members Mstep: Class 21 contains 2636 members Mstep: Class 22 contains 728 members Mstep: Class 23 contains 29226 members Mstep: Class 24 contains 530 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3613 members Mstep: Class 27 contains 23245 members Entering Unmasked Estep ConsiderDeletion Score: -55712208.000000 Penalty: 83868.500000 Iteration 100F: 27 clusters Score -5.571221e+07 nChanged 1181 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 25813 members Mstep: Class 2 contains 4314 members Mstep: Class 3 contains 4092 members Mstep: Class 4 contains 3939 members Mstep: Class 6 contains 12923 members Mstep: Class 7 contains 15869 members Mstep: Class 8 contains 200191 members Mstep: Class 9 contains 805 members Mstep: Class 10 contains 2834 members Mstep: Class 11 contains 17249 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7172 members Mstep: Class 14 contains 14789 members Mstep: Class 15 contains 3924 members Mstep: Class 16 contains 57234 members Mstep: Class 17 contains 1676 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 10621 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 2626 members Mstep: Class 22 contains 726 members Mstep: Class 23 contains 29343 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3613 members Mstep: Class 27 contains 23253 members Entering Unmasked Estep ConsiderDeletion Score: -55712436.000000 Penalty: 83868.500000 Iteration 101Q: 27 clusters Score -5.571244e+07 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 25721 members Mstep: Class 2 contains 4333 members Mstep: Class 3 contains 4092 members Mstep: Class 4 contains 3950 members Mstep: Class 6 contains 12939 members Mstep: Class 7 contains 15895 members Mstep: Class 8 contains 200500 members Mstep: Class 9 contains 806 members Mstep: Class 10 contains 2843 members Mstep: Class 11 contains 17220 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7196 members Mstep: Class 14 contains 14794 members Mstep: Class 15 contains 3929 members Mstep: Class 16 contains 57282 members Mstep: Class 17 contains 1677 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 10156 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 2620 members Mstep: Class 22 contains 725 members Mstep: Class 23 contains 29451 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3616 members Mstep: Class 27 contains 23261 members Entering Unmasked Estep ConsiderDeletion Score: -55712560.000000 Penalty: 83868.500000 Iteration 102Q: 27 clusters Score -5.571256e+07 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 25636 members Mstep: Class 2 contains 4346 members Mstep: Class 3 contains 4094 members Mstep: Class 4 contains 3962 members Mstep: Class 6 contains 12955 members Mstep: Class 7 contains 15924 members Mstep: Class 8 contains 200741 members Mstep: Class 9 contains 808 members Mstep: Class 10 contains 2850 members Mstep: Class 11 contains 17197 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7217 members Mstep: Class 14 contains 14796 members Mstep: Class 15 contains 3938 members Mstep: Class 16 contains 57345 members Mstep: Class 17 contains 1676 members Mstep: Class 18 contains 1012 members Mstep: Class 19 contains 9751 members Mstep: Class 20 contains 296 members Mstep: Class 21 contains 2613 members Mstep: Class 22 contains 723 members Mstep: Class 23 contains 29551 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3619 members Mstep: Class 27 contains 23266 members Entering Unmasked Estep ConsiderDeletion Score: -55712768.000000 Penalty: 83868.500000 Iteration 103Q: 27 clusters Score -5.571277e+07 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 25531 members Mstep: Class 2 contains 4353 members Mstep: Class 3 contains 4094 members Mstep: Class 4 contains 3970 members Mstep: Class 6 contains 12968 members Mstep: Class 7 contains 15948 members Mstep: Class 8 contains 200993 members Mstep: Class 9 contains 810 members Mstep: Class 10 contains 2858 members Mstep: Class 11 contains 17174 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7240 members Mstep: Class 14 contains 14799 members Mstep: Class 15 contains 3949 members Mstep: Class 16 contains 57386 members Mstep: Class 17 contains 1676 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 9379 members Mstep: Class 20 contains 298 members Mstep: Class 21 contains 2605 members Mstep: Class 22 contains 719 members Mstep: Class 23 contains 29649 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3630 members Mstep: Class 27 contains 23274 members Entering Unmasked Estep ConsiderDeletion Score: -55712752.000000 Penalty: 83868.500000 Iteration 104Q: 27 clusters Score -5.571275e+07 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 25414 members Mstep: Class 2 contains 4366 members Mstep: Class 3 contains 4094 members Mstep: Class 4 contains 3976 members Mstep: Class 6 contains 12983 members Mstep: Class 7 contains 15967 members Mstep: Class 8 contains 201251 members Mstep: Class 9 contains 813 members Mstep: Class 10 contains 2868 members Mstep: Class 11 contains 17149 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7269 members Mstep: Class 14 contains 14800 members Mstep: Class 15 contains 3952 members Mstep: Class 16 contains 57424 members Mstep: Class 17 contains 1675 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 9052 members Mstep: Class 20 contains 297 members Mstep: Class 21 contains 2591 members Mstep: Class 22 contains 717 members Mstep: Class 23 contains 29719 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3634 members Mstep: Class 27 contains 23291 members Entering Unmasked Estep ConsiderDeletion Score: -55712752.000000 Penalty: 83868.500000 Iteration 105Q: 27 clusters Score -5.571275e+07 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 25294 members Mstep: Class 2 contains 4378 members Mstep: Class 3 contains 4093 members Mstep: Class 4 contains 3990 members Mstep: Class 6 contains 12995 members Mstep: Class 7 contains 15992 members Mstep: Class 8 contains 201462 members Mstep: Class 9 contains 814 members Mstep: Class 10 contains 2876 members Mstep: Class 11 contains 17124 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7290 members Mstep: Class 14 contains 14801 members Mstep: Class 15 contains 3954 members Mstep: Class 16 contains 57467 members Mstep: Class 17 contains 1675 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 8763 members Mstep: Class 20 contains 299 members Mstep: Class 21 contains 2586 members Mstep: Class 22 contains 714 members Mstep: Class 23 contains 29807 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3631 members Mstep: Class 27 contains 23298 members Entering Unmasked Estep ConsiderDeletion Score: -55712848.000000 Penalty: 83868.500000 Iteration 106Q: 27 clusters Score -5.571285e+07 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 25166 members Mstep: Class 2 contains 4395 members Mstep: Class 3 contains 4094 members Mstep: Class 4 contains 4003 members Mstep: Class 6 contains 13004 members Mstep: Class 7 contains 16021 members Mstep: Class 8 contains 201634 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2880 members Mstep: Class 11 contains 17113 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7312 members Mstep: Class 14 contains 14804 members Mstep: Class 15 contains 3956 members Mstep: Class 16 contains 57508 members Mstep: Class 17 contains 1673 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 8495 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2579 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 29899 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3631 members Mstep: Class 27 contains 23306 members Entering Unmasked Estep ConsiderDeletion Score: -55713036.000000 Penalty: 83868.500000 Iteration 107Q: 27 clusters Score -5.571304e+07 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 25065 members Mstep: Class 2 contains 4408 members Mstep: Class 3 contains 4095 members Mstep: Class 4 contains 4020 members Mstep: Class 6 contains 13017 members Mstep: Class 7 contains 16056 members Mstep: Class 8 contains 201793 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2884 members Mstep: Class 11 contains 17097 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7323 members Mstep: Class 14 contains 14806 members Mstep: Class 15 contains 3957 members Mstep: Class 16 contains 57559 members Mstep: Class 17 contains 1672 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 8223 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2578 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 29981 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3631 members Mstep: Class 27 contains 23309 members Entering Unmasked Estep ConsiderDeletion Score: -55713040.000000 Penalty: 83868.500000 Iteration 108Q: 27 clusters Score -5.571304e+07 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 24989 members Mstep: Class 2 contains 4424 members Mstep: Class 3 contains 4094 members Mstep: Class 4 contains 4033 members Mstep: Class 6 contains 13032 members Mstep: Class 7 contains 16086 members Mstep: Class 8 contains 201918 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2887 members Mstep: Class 11 contains 17084 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7340 members Mstep: Class 14 contains 14808 members Mstep: Class 15 contains 3959 members Mstep: Class 16 contains 57615 members Mstep: Class 17 contains 1665 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 7953 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2571 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 30066 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3634 members Mstep: Class 27 contains 23317 members Entering Unmasked Estep ConsiderDeletion Score: -55712956.000000 Penalty: 83868.500000 Iteration 109Q: 27 clusters Score -5.571296e+07 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 24911 members Mstep: Class 2 contains 4437 members Mstep: Class 3 contains 4095 members Mstep: Class 4 contains 4048 members Mstep: Class 6 contains 13047 members Mstep: Class 7 contains 16121 members Mstep: Class 8 contains 201992 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2892 members Mstep: Class 11 contains 17067 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7361 members Mstep: Class 14 contains 14810 members Mstep: Class 15 contains 3957 members Mstep: Class 16 contains 57680 members Mstep: Class 17 contains 1656 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 7729 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2567 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 30146 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3638 members Mstep: Class 27 contains 23320 members Entering Unmasked Estep ConsiderDeletion Score: -55712952.000000 Penalty: 83868.500000 Iteration 110Q: 27 clusters Score -5.571295e+07 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 24844 members Mstep: Class 2 contains 4446 members Mstep: Class 3 contains 4099 members Mstep: Class 4 contains 4058 members Mstep: Class 6 contains 13059 members Mstep: Class 7 contains 16148 members Mstep: Class 8 contains 202078 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2897 members Mstep: Class 11 contains 17056 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7382 members Mstep: Class 14 contains 14811 members Mstep: Class 15 contains 3959 members Mstep: Class 16 contains 57737 members Mstep: Class 17 contains 1648 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 7509 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2563 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 30216 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3642 members Mstep: Class 27 contains 23322 members Entering Unmasked Estep ConsiderDeletion Score: -55712952.000000 Penalty: 83868.500000 Iteration 111Q: 27 clusters Score -5.571295e+07 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 24785 members Mstep: Class 2 contains 4455 members Mstep: Class 3 contains 4100 members Mstep: Class 4 contains 4072 members Mstep: Class 6 contains 13067 members Mstep: Class 7 contains 16175 members Mstep: Class 8 contains 202140 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2901 members Mstep: Class 11 contains 17053 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7399 members Mstep: Class 14 contains 14812 members Mstep: Class 15 contains 3962 members Mstep: Class 16 contains 57799 members Mstep: Class 17 contains 1637 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 7304 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2561 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 30284 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3641 members Mstep: Class 27 contains 23326 members Entering Unmasked Estep ConsiderDeletion Score: -55712900.000000 Penalty: 83868.500000 Iteration 112Q: 27 clusters Score -5.57129e+07 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 24720 members Mstep: Class 2 contains 4460 members Mstep: Class 3 contains 4100 members Mstep: Class 4 contains 4083 members Mstep: Class 6 contains 13076 members Mstep: Class 7 contains 16209 members Mstep: Class 8 contains 202223 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2909 members Mstep: Class 11 contains 17048 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7409 members Mstep: Class 14 contains 14812 members Mstep: Class 15 contains 3959 members Mstep: Class 16 contains 57848 members Mstep: Class 17 contains 1628 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 7115 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2558 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 30347 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3640 members Mstep: Class 27 contains 23331 members Entering Unmasked Estep ConsiderDeletion Score: -55713120.000000 Penalty: 83868.500000 Iteration 113Q: 27 clusters Score -5.571312e+07 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 24648 members Mstep: Class 2 contains 4469 members Mstep: Class 3 contains 4102 members Mstep: Class 4 contains 4098 members Mstep: Class 6 contains 13083 members Mstep: Class 7 contains 16241 members Mstep: Class 8 contains 202257 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2911 members Mstep: Class 11 contains 17060 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7417 members Mstep: Class 14 contains 14812 members Mstep: Class 15 contains 3959 members Mstep: Class 16 contains 57898 members Mstep: Class 17 contains 1623 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 6953 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2557 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 30414 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3642 members Mstep: Class 27 contains 23331 members Entering Unmasked Estep ConsiderDeletion Score: -55713168.000000 Penalty: 83868.500000 Iteration 114Q: 27 clusters Score -5.571317e+07 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 24606 members Mstep: Class 2 contains 4477 members Mstep: Class 3 contains 4103 members Mstep: Class 4 contains 4099 members Mstep: Class 6 contains 13099 members Mstep: Class 7 contains 16281 members Mstep: Class 8 contains 202300 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2915 members Mstep: Class 11 contains 17066 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7421 members Mstep: Class 14 contains 14812 members Mstep: Class 15 contains 3959 members Mstep: Class 16 contains 57941 members Mstep: Class 17 contains 1619 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 6766 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2556 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 30479 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3645 members Mstep: Class 27 contains 23331 members Entering Unmasked Estep ConsiderDeletion Score: -55713224.000000 Penalty: 83868.500000 Iteration 115Q: 27 clusters Score -5.571322e+07 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 24536 members Mstep: Class 2 contains 4484 members Mstep: Class 3 contains 4104 members Mstep: Class 4 contains 4105 members Mstep: Class 6 contains 13107 members Mstep: Class 7 contains 16315 members Mstep: Class 8 contains 202381 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2918 members Mstep: Class 11 contains 17067 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7427 members Mstep: Class 14 contains 14813 members Mstep: Class 15 contains 3958 members Mstep: Class 16 contains 57973 members Mstep: Class 17 contains 1617 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 6610 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2553 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 30527 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3647 members Mstep: Class 27 contains 23333 members Entering Unmasked Estep ConsiderDeletion Score: -55713240.000000 Penalty: 83868.500000 Iteration 116Q: 27 clusters Score -5.571324e+07 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 24480 members Mstep: Class 2 contains 4493 members Mstep: Class 3 contains 4104 members Mstep: Class 4 contains 4114 members Mstep: Class 6 contains 13112 members Mstep: Class 7 contains 16345 members Mstep: Class 8 contains 202454 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2923 members Mstep: Class 11 contains 17068 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7435 members Mstep: Class 14 contains 14812 members Mstep: Class 15 contains 3959 members Mstep: Class 16 contains 58004 members Mstep: Class 17 contains 1615 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 6454 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2549 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 30573 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3645 members Mstep: Class 27 contains 23336 members Entering Unmasked Estep ConsiderDeletion Score: -55713388.000000 Penalty: 83868.500000 Iteration 117Q: 27 clusters Score -5.571339e+07 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 24418 members Mstep: Class 2 contains 4498 members Mstep: Class 3 contains 4104 members Mstep: Class 4 contains 4120 members Mstep: Class 6 contains 13120 members Mstep: Class 7 contains 16382 members Mstep: Class 8 contains 202478 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2931 members Mstep: Class 11 contains 17067 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7449 members Mstep: Class 14 contains 14812 members Mstep: Class 15 contains 3958 members Mstep: Class 16 contains 58041 members Mstep: Class 17 contains 1614 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 6336 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2546 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 30616 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3646 members Mstep: Class 27 contains 23339 members Entering Unmasked Estep ConsiderDeletion Score: -55713500.000000 Penalty: 83868.500000 Iteration 118Q: 27 clusters Score -5.57135e+07 nChanged 443 Entering ConstructFrom: Score: -55713500.000000 Penalty: 83868.500000 Entering ConstructFrom: Trying to split cluster 1 (24337 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24337 members Entering Unmasked Estep Score: -3029858.250000 Penalty: 2504.738770 Iteration 0F: 2 clusters Score -3029858 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12259 members Mstep: Class 2 contains 12078 members Entering Unmasked Estep Score: -3012989.250000 Penalty: 5009.477539 Iteration 0F: 3 clusters Score -3012989 nChanged 10824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12601 members Mstep: Class 2 contains 11736 members Entering Unmasked Estep Score: -3018739.750000 Penalty: 5009.477539 Iteration 1F: 3 clusters Score -3018740 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12865 members Mstep: Class 2 contains 11472 members Entering Unmasked Estep Score: -3019136.000000 Penalty: 5009.477539 Iteration 2Q: 3 clusters Score -3019136 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13225 members Mstep: Class 2 contains 11112 members Entering Unmasked Estep Score: -3019461.500000 Penalty: 5009.477539 Iteration 3Q: 3 clusters Score -3019462 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13703 members Mstep: Class 2 contains 10634 members Entering Unmasked Estep Score: -3019779.250000 Penalty: 5009.477539 Iteration 4Q: 3 clusters Score -3019779 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14342 members Mstep: Class 2 contains 9995 members Entering Unmasked Estep Score: -3020193.250000 Penalty: 5009.477539 Iteration 5Q: 3 clusters Score -3020193 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15196 members Mstep: Class 2 contains 9141 members Entering Unmasked Estep Score: -3020729.250000 Penalty: 5009.477539 Iteration 6Q: 3 clusters Score -3020729 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16251 members Mstep: Class 2 contains 8086 members Entering Unmasked Estep Score: -3021438.250000 Penalty: 5009.477539 Iteration 7F: 3 clusters Score -3021438 nChanged 1521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17616 members Mstep: Class 2 contains 6721 members Entering Unmasked Estep Score: -3022449.250000 Penalty: 5009.477539 Iteration 8F: 3 clusters Score -3022449 nChanged 1567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19089 members Mstep: Class 2 contains 5248 members Entering Unmasked Estep Score: -3023602.500000 Penalty: 5009.477539 Iteration 9F: 3 clusters Score -3023602 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20587 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -3024874.750000 Penalty: 5009.477539 Iteration 10F: 3 clusters Score -3024875 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21790 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -3025919.000000 Penalty: 5009.477539 Iteration 11F: 3 clusters Score -3025919 nChanged 856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22636 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -3026661.000000 Penalty: 5009.477539 Iteration 12Q: 3 clusters Score -3026661 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23210 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -3027172.250000 Penalty: 5009.477539 Iteration 13Q: 3 clusters Score -3027172 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23551 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -3027464.750000 Penalty: 5009.477539 Iteration 14Q: 3 clusters Score -3027465 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23757 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -3027663.500000 Penalty: 5009.477539 Iteration 15Q: 3 clusters Score -3027664 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23858 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -3027744.750000 Penalty: 5009.477539 Iteration 16Q: 3 clusters Score -3027745 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23919 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -3027806.750000 Penalty: 5009.477539 Iteration 17Q: 3 clusters Score -3027807 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23953 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -3027858.500000 Penalty: 5009.477539 Iteration 18Q: 3 clusters Score -3027858 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23982 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -3027887.500000 Penalty: 5009.477539 Iteration 19Q: 3 clusters Score -3027888 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24003 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -3027908.000000 Penalty: 5009.477539 Iteration 20F: 3 clusters Score -3027908 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24012 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -3027912.750000 Penalty: 5009.477539 Iteration 21Q: 3 clusters Score -3027913 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24021 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -3027914.750000 Penalty: 5009.477539 Iteration 22Q: 3 clusters Score -3027915 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24029 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -3027926.750000 Penalty: 5009.477539 Iteration 23Q: 3 clusters Score -3027927 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24037 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -3027937.500000 Penalty: 5009.477539 Iteration 24Q: 3 clusters Score -3027938 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24044 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -3027941.500000 Penalty: 5009.477539 Iteration 25Q: 3 clusters Score -3027942 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24048 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -3027947.750000 Penalty: 5009.477539 Iteration 26Q: 3 clusters Score -3027948 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24054 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -3027955.000000 Penalty: 5009.477539 Iteration 27Q: 3 clusters Score -3027955 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24059 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -3027957.250000 Penalty: 5009.477539 Iteration 28Q: 3 clusters Score -3027957 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24062 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -3027963.750000 Penalty: 5009.477539 Iteration 29Q: 3 clusters Score -3027964 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24063 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -3027963.750000 Penalty: 5009.477539 Iteration 30Q: 3 clusters Score -3027964 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24063 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -3027965.250000 Penalty: 5009.477539 Iteration 31Q: 3 clusters Score -3027965 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24063 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -3027965.250000 Penalty: 5009.477539 Iteration 32F: 3 clusters Score -3027965 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4503 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4503 members Entering Unmasked Estep Score: -582370.187500 Penalty: 2086.299805 Iteration 0F: 2 clusters Score -582370.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -578189.125000 Penalty: 4172.599609 Iteration 0F: 3 clusters Score -578189.1 nChanged 1662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -579168.062500 Penalty: 4172.599609 Iteration 1F: 3 clusters Score -579168.1 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -579349.875000 Penalty: 4172.599609 Iteration 2F: 3 clusters Score -579349.9 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -579452.437500 Penalty: 4172.599609 Iteration 3Q: 3 clusters Score -579452.4 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -579520.750000 Penalty: 4172.599609 Iteration 4Q: 3 clusters Score -579520.8 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 2168 members Entering Unmasked Estep Score: -579570.000000 Penalty: 4172.599609 Iteration 5Q: 3 clusters Score -579570 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -579613.562500 Penalty: 4172.599609 Iteration 6Q: 3 clusters Score -579613.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -579651.250000 Penalty: 4172.599609 Iteration 7Q: 3 clusters Score -579651.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -579681.500000 Penalty: 4172.599609 Iteration 8Q: 3 clusters Score -579681.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 2087 members Entering Unmasked Estep Score: -579708.687500 Penalty: 4172.599609 Iteration 9Q: 3 clusters Score -579708.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -579726.187500 Penalty: 4172.599609 Iteration 10Q: 3 clusters Score -579726.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -579741.937500 Penalty: 4172.599609 Iteration 11Q: 3 clusters Score -579741.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -579754.000000 Penalty: 4172.599609 Iteration 12Q: 3 clusters Score -579754 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 2041 members Entering Unmasked Estep Score: -579766.375000 Penalty: 4172.599609 Iteration 13Q: 3 clusters Score -579766.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -579777.250000 Penalty: 4172.599609 Iteration 14Q: 3 clusters Score -579777.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -579789.937500 Penalty: 4172.599609 Iteration 15Q: 3 clusters Score -579789.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -579800.062500 Penalty: 4172.599609 Iteration 16Q: 3 clusters Score -579800.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2522 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -579808.312500 Penalty: 4172.599609 Iteration 17Q: 3 clusters Score -579808.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -579820.312500 Penalty: 4172.599609 Iteration 18Q: 3 clusters Score -579820.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -579826.750000 Penalty: 4172.599609 Iteration 19Q: 3 clusters Score -579826.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 1942 members Entering Unmasked Estep Score: -579834.562500 Penalty: 4172.599609 Iteration 20F: 3 clusters Score -579834.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2566 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -579842.812500 Penalty: 4172.599609 Iteration 21Q: 3 clusters Score -579842.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -579853.500000 Penalty: 4172.599609 Iteration 22Q: 3 clusters Score -579853.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2611 members Mstep: Class 2 contains 1892 members Entering Unmasked Estep Score: -579864.062500 Penalty: 4172.599609 Iteration 23Q: 3 clusters Score -579864.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -579875.812500 Penalty: 4172.599609 Iteration 24Q: 3 clusters Score -579875.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -579886.500000 Penalty: 4172.599609 Iteration 25Q: 3 clusters Score -579886.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -579897.062500 Penalty: 4172.599609 Iteration 26Q: 3 clusters Score -579897.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -579903.875000 Penalty: 4172.599609 Iteration 27Q: 3 clusters Score -579903.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -579911.375000 Penalty: 4172.599609 Iteration 28Q: 3 clusters Score -579911.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -579916.312500 Penalty: 4172.599609 Iteration 29Q: 3 clusters Score -579916.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -579921.187500 Penalty: 4172.599609 Iteration 30Q: 3 clusters Score -579921.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -579927.312500 Penalty: 4172.599609 Iteration 31Q: 3 clusters Score -579927.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -579932.125000 Penalty: 4172.599609 Iteration 32Q: 3 clusters Score -579932.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -579936.625000 Penalty: 4172.599609 Iteration 33Q: 3 clusters Score -579936.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2772 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -579943.375000 Penalty: 4172.599609 Iteration 34Q: 3 clusters Score -579943.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2784 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -579951.375000 Penalty: 4172.599609 Iteration 35Q: 3 clusters Score -579951.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -579960.812500 Penalty: 4172.599609 Iteration 36Q: 3 clusters Score -579960.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -579969.562500 Penalty: 4172.599609 Iteration 37Q: 3 clusters Score -579969.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -579983.437500 Penalty: 4172.599609 Iteration 38Q: 3 clusters Score -579983.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2874 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -579996.062500 Penalty: 4172.599609 Iteration 39Q: 3 clusters Score -579996.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2915 members Mstep: Class 2 contains 1588 members Entering Unmasked Estep Score: -580014.000000 Penalty: 4172.599609 Iteration 40F: 3 clusters Score -580014 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -580035.750000 Penalty: 4172.599609 Iteration 41Q: 3 clusters Score -580035.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -580062.500000 Penalty: 4172.599609 Iteration 42Q: 3 clusters Score -580062.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3036 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -580089.625000 Penalty: 4172.599609 Iteration 43Q: 3 clusters Score -580089.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -580112.875000 Penalty: 4172.599609 Iteration 44Q: 3 clusters Score -580112.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3122 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -580136.250000 Penalty: 4172.599609 Iteration 45Q: 3 clusters Score -580136.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -580164.062500 Penalty: 4172.599609 Iteration 46Q: 3 clusters Score -580164.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3224 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -580197.937500 Penalty: 4172.599609 Iteration 47Q: 3 clusters Score -580197.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -580223.500000 Penalty: 4172.599609 Iteration 48Q: 3 clusters Score -580223.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3310 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -580257.062500 Penalty: 4172.599609 Iteration 49Q: 3 clusters Score -580257.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3351 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -580293.812500 Penalty: 4172.599609 Iteration 50Q: 3 clusters Score -580293.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -580325.000000 Penalty: 4172.599609 Iteration 51Q: 3 clusters Score -580325 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -580371.750000 Penalty: 4172.599609 Iteration 52Q: 3 clusters Score -580371.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -580407.187500 Penalty: 4172.599609 Iteration 53Q: 3 clusters Score -580407.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -580433.562500 Penalty: 4172.599609 Iteration 54Q: 3 clusters Score -580433.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -580458.187500 Penalty: 4172.599609 Iteration 55Q: 3 clusters Score -580458.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3560 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -580475.687500 Penalty: 4172.599609 Iteration 56Q: 3 clusters Score -580475.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -580491.562500 Penalty: 4172.599609 Iteration 57Q: 3 clusters Score -580491.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3603 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -580505.812500 Penalty: 4172.599609 Iteration 58Q: 3 clusters Score -580505.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3623 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -580520.187500 Penalty: 4172.599609 Iteration 59Q: 3 clusters Score -580520.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3644 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -580533.250000 Penalty: 4172.599609 Iteration 60F: 3 clusters Score -580533.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -580544.687500 Penalty: 4172.599609 Iteration 61Q: 3 clusters Score -580544.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -580554.937500 Penalty: 4172.599609 Iteration 62Q: 3 clusters Score -580554.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -580563.812500 Penalty: 4172.599609 Iteration 63Q: 3 clusters Score -580563.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -580575.875000 Penalty: 4172.599609 Iteration 64Q: 3 clusters Score -580575.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -580585.250000 Penalty: 4172.599609 Iteration 65Q: 3 clusters Score -580585.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -580592.875000 Penalty: 4172.599609 Iteration 66Q: 3 clusters Score -580592.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -580598.812500 Penalty: 4172.599609 Iteration 67Q: 3 clusters Score -580598.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -580607.125000 Penalty: 4172.599609 Iteration 68Q: 3 clusters Score -580607.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -580614.125000 Penalty: 4172.599609 Iteration 69Q: 3 clusters Score -580614.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -580616.125000 Penalty: 4172.599609 Iteration 70Q: 3 clusters Score -580616.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -580616.000000 Penalty: 4172.599609 Iteration 71Q: 3 clusters Score -580616 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -580618.000000 Penalty: 4172.599609 Iteration 72Q: 3 clusters Score -580618 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3785 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -580622.125000 Penalty: 4172.599609 Iteration 73Q: 3 clusters Score -580622.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3790 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -580624.625000 Penalty: 4172.599609 Iteration 74Q: 3 clusters Score -580624.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -580629.125000 Penalty: 4172.599609 Iteration 75Q: 3 clusters Score -580629.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -580632.000000 Penalty: 4172.599609 Iteration 76Q: 3 clusters Score -580632 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -580634.062500 Penalty: 4172.599609 Iteration 77Q: 3 clusters Score -580634.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -580634.187500 Penalty: 4172.599609 Iteration 78Q: 3 clusters Score -580634.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -580634.625000 Penalty: 4172.599609 Iteration 79Q: 3 clusters Score -580634.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -580635.562500 Penalty: 4172.599609 Iteration 80F: 3 clusters Score -580635.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -580637.437500 Penalty: 4172.599609 Iteration 81Q: 3 clusters Score -580637.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -580637.000000 Penalty: 4172.599609 Iteration 82Q: 3 clusters Score -580637 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -580637.000000 Penalty: 4172.599609 Iteration 83F: 3 clusters Score -580637 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4104 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Entering Unmasked Estep Score: -519185.250000 Penalty: 2063.290039 Iteration 0F: 2 clusters Score -519185.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -515210.250000 Penalty: 4126.580078 Iteration 0F: 3 clusters Score -515210.2 nChanged 1517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -516089.125000 Penalty: 4126.580078 Iteration 1F: 3 clusters Score -516089.1 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -516284.593750 Penalty: 4126.580078 Iteration 2F: 3 clusters Score -516284.6 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 2289 members Entering Unmasked Estep Score: -516383.906250 Penalty: 4126.580078 Iteration 3Q: 3 clusters Score -516383.9 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -516457.250000 Penalty: 4126.580078 Iteration 4Q: 3 clusters Score -516457.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -516521.468750 Penalty: 4126.580078 Iteration 5Q: 3 clusters Score -516521.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -516577.531250 Penalty: 4126.580078 Iteration 6Q: 3 clusters Score -516577.5 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 2542 members Entering Unmasked Estep Score: -516646.281250 Penalty: 4126.580078 Iteration 7Q: 3 clusters Score -516646.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -516726.187500 Penalty: 4126.580078 Iteration 8Q: 3 clusters Score -516726.2 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -516806.562500 Penalty: 4126.580078 Iteration 9Q: 3 clusters Score -516806.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -516880.125000 Penalty: 4126.580078 Iteration 10Q: 3 clusters Score -516880.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -516956.468750 Penalty: 4126.580078 Iteration 11Q: 3 clusters Score -516956.5 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -517019.250000 Penalty: 4126.580078 Iteration 12Q: 3 clusters Score -517019.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 3036 members Entering Unmasked Estep Score: -517085.343750 Penalty: 4126.580078 Iteration 13Q: 3 clusters Score -517085.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -517144.093750 Penalty: 4126.580078 Iteration 14Q: 3 clusters Score -517144.1 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -517194.625000 Penalty: 4126.580078 Iteration 15Q: 3 clusters Score -517194.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 3220 members Entering Unmasked Estep Score: -517237.250000 Penalty: 4126.580078 Iteration 16Q: 3 clusters Score -517237.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -517276.750000 Penalty: 4126.580078 Iteration 17Q: 3 clusters Score -517276.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -517310.843750 Penalty: 4126.580078 Iteration 18Q: 3 clusters Score -517310.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 3356 members Entering Unmasked Estep Score: -517343.250000 Penalty: 4126.580078 Iteration 19Q: 3 clusters Score -517343.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -517377.593750 Penalty: 4126.580078 Iteration 20F: 3 clusters Score -517377.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 3428 members Entering Unmasked Estep Score: -517404.625000 Penalty: 4126.580078 Iteration 21Q: 3 clusters Score -517404.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -517433.656250 Penalty: 4126.580078 Iteration 22Q: 3 clusters Score -517433.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -517455.562500 Penalty: 4126.580078 Iteration 23Q: 3 clusters Score -517455.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -517476.718750 Penalty: 4126.580078 Iteration 24Q: 3 clusters Score -517476.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -517493.812500 Penalty: 4126.580078 Iteration 25Q: 3 clusters Score -517493.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 3556 members Entering Unmasked Estep Score: -517508.187500 Penalty: 4126.580078 Iteration 26Q: 3 clusters Score -517508.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -517514.406250 Penalty: 4126.580078 Iteration 27Q: 3 clusters Score -517514.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 3574 members Entering Unmasked Estep Score: -517518.468750 Penalty: 4126.580078 Iteration 28Q: 3 clusters Score -517518.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -517523.812500 Penalty: 4126.580078 Iteration 29Q: 3 clusters Score -517523.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -517528.781250 Penalty: 4126.580078 Iteration 30Q: 3 clusters Score -517528.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -517537.968750 Penalty: 4126.580078 Iteration 31Q: 3 clusters Score -517538 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -517542.718750 Penalty: 4126.580078 Iteration 32Q: 3 clusters Score -517542.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -517545.468750 Penalty: 4126.580078 Iteration 33Q: 3 clusters Score -517545.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 3605 members Entering Unmasked Estep Score: -517546.750000 Penalty: 4126.580078 Iteration 34Q: 3 clusters Score -517546.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -517548.031250 Penalty: 4126.580078 Iteration 35Q: 3 clusters Score -517548 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -517548.437500 Penalty: 4126.580078 Iteration 36Q: 3 clusters Score -517548.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -517549.562500 Penalty: 4126.580078 Iteration 37Q: 3 clusters Score -517549.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 3610 members Entering Unmasked Estep Score: -517549.562500 Penalty: 4126.580078 Iteration 38F: 3 clusters Score -517549.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4126 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4126 members Entering Unmasked Estep Score: -527260.250000 Penalty: 2064.615723 Iteration 0F: 2 clusters Score -527260.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -523281.343750 Penalty: 4129.231445 Iteration 0F: 3 clusters Score -523281.3 nChanged 1534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -524134.875000 Penalty: 4129.231445 Iteration 1F: 3 clusters Score -524134.9 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -524321.437500 Penalty: 4129.231445 Iteration 2F: 3 clusters Score -524321.4 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -524431.375000 Penalty: 4129.231445 Iteration 3Q: 3 clusters Score -524431.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -524508.312500 Penalty: 4129.231445 Iteration 4Q: 3 clusters Score -524508.3 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -524568.562500 Penalty: 4129.231445 Iteration 5Q: 3 clusters Score -524568.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -524603.875000 Penalty: 4129.231445 Iteration 6Q: 3 clusters Score -524603.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -524628.562500 Penalty: 4129.231445 Iteration 7Q: 3 clusters Score -524628.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 2493 members Entering Unmasked Estep Score: -524650.437500 Penalty: 4129.231445 Iteration 8Q: 3 clusters Score -524650.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -524668.250000 Penalty: 4129.231445 Iteration 9Q: 3 clusters Score -524668.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -524688.187500 Penalty: 4129.231445 Iteration 10Q: 3 clusters Score -524688.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -524709.000000 Penalty: 4129.231445 Iteration 11Q: 3 clusters Score -524709 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -524728.812500 Penalty: 4129.231445 Iteration 12Q: 3 clusters Score -524728.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -524745.062500 Penalty: 4129.231445 Iteration 13Q: 3 clusters Score -524745.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -524759.937500 Penalty: 4129.231445 Iteration 14Q: 3 clusters Score -524759.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -524774.937500 Penalty: 4129.231445 Iteration 15Q: 3 clusters Score -524774.9 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 2700 members Entering Unmasked Estep Score: -524791.875000 Penalty: 4129.231445 Iteration 16Q: 3 clusters Score -524791.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -524806.312500 Penalty: 4129.231445 Iteration 17Q: 3 clusters Score -524806.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -524817.187500 Penalty: 4129.231445 Iteration 18Q: 3 clusters Score -524817.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -524831.437500 Penalty: 4129.231445 Iteration 19Q: 3 clusters Score -524831.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -524854.375000 Penalty: 4129.231445 Iteration 20F: 3 clusters Score -524854.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 2837 members Entering Unmasked Estep Score: -524872.625000 Penalty: 4129.231445 Iteration 21Q: 3 clusters Score -524872.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 2864 members Entering Unmasked Estep Score: -524888.687500 Penalty: 4129.231445 Iteration 22Q: 3 clusters Score -524888.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 2888 members Entering Unmasked Estep Score: -524900.687500 Penalty: 4129.231445 Iteration 23Q: 3 clusters Score -524900.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -524912.000000 Penalty: 4129.231445 Iteration 24Q: 3 clusters Score -524912 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -524926.375000 Penalty: 4129.231445 Iteration 25Q: 3 clusters Score -524926.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -524939.250000 Penalty: 4129.231445 Iteration 26Q: 3 clusters Score -524939.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -524947.937500 Penalty: 4129.231445 Iteration 27Q: 3 clusters Score -524947.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -524959.375000 Penalty: 4129.231445 Iteration 28Q: 3 clusters Score -524959.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -524970.000000 Penalty: 4129.231445 Iteration 29Q: 3 clusters Score -524970 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 3038 members Entering Unmasked Estep Score: -524978.562500 Penalty: 4129.231445 Iteration 30Q: 3 clusters Score -524978.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -524988.750000 Penalty: 4129.231445 Iteration 31Q: 3 clusters Score -524988.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -524996.750000 Penalty: 4129.231445 Iteration 32Q: 3 clusters Score -524996.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -525009.187500 Penalty: 4129.231445 Iteration 33Q: 3 clusters Score -525009.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -525022.687500 Penalty: 4129.231445 Iteration 34Q: 3 clusters Score -525022.7 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -525032.250000 Penalty: 4129.231445 Iteration 35Q: 3 clusters Score -525032.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -525040.125000 Penalty: 4129.231445 Iteration 36Q: 3 clusters Score -525040.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 3175 members Entering Unmasked Estep Score: -525051.500000 Penalty: 4129.231445 Iteration 37Q: 3 clusters Score -525051.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -525066.750000 Penalty: 4129.231445 Iteration 38Q: 3 clusters Score -525066.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 3215 members Entering Unmasked Estep Score: -525082.625000 Penalty: 4129.231445 Iteration 39Q: 3 clusters Score -525082.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -525091.750000 Penalty: 4129.231445 Iteration 40F: 3 clusters Score -525091.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 3237 members Entering Unmasked Estep Score: -525098.750000 Penalty: 4129.231445 Iteration 41Q: 3 clusters Score -525098.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -525104.750000 Penalty: 4129.231445 Iteration 42Q: 3 clusters Score -525104.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 3258 members Entering Unmasked Estep Score: -525109.625000 Penalty: 4129.231445 Iteration 43Q: 3 clusters Score -525109.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -525114.812500 Penalty: 4129.231445 Iteration 44Q: 3 clusters Score -525114.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -525117.687500 Penalty: 4129.231445 Iteration 45Q: 3 clusters Score -525117.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -525121.937500 Penalty: 4129.231445 Iteration 46Q: 3 clusters Score -525121.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -525133.500000 Penalty: 4129.231445 Iteration 47Q: 3 clusters Score -525133.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 3325 members Entering Unmasked Estep Score: -525147.500000 Penalty: 4129.231445 Iteration 48Q: 3 clusters Score -525147.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -525164.062500 Penalty: 4129.231445 Iteration 49Q: 3 clusters Score -525164.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -525176.375000 Penalty: 4129.231445 Iteration 50Q: 3 clusters Score -525176.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -525194.625000 Penalty: 4129.231445 Iteration 51Q: 3 clusters Score -525194.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -525215.937500 Penalty: 4129.231445 Iteration 52Q: 3 clusters Score -525215.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 3450 members Entering Unmasked Estep Score: -525238.562500 Penalty: 4129.231445 Iteration 53Q: 3 clusters Score -525238.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 3472 members Entering Unmasked Estep Score: -525252.125000 Penalty: 4129.231445 Iteration 54Q: 3 clusters Score -525252.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -525267.625000 Penalty: 4129.231445 Iteration 55Q: 3 clusters Score -525267.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -525279.062500 Penalty: 4129.231445 Iteration 56Q: 3 clusters Score -525279.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -525288.875000 Penalty: 4129.231445 Iteration 57Q: 3 clusters Score -525288.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 3534 members Entering Unmasked Estep Score: -525296.062500 Penalty: 4129.231445 Iteration 58Q: 3 clusters Score -525296.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -525303.125000 Penalty: 4129.231445 Iteration 59Q: 3 clusters Score -525303.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -525311.687500 Penalty: 4129.231445 Iteration 60F: 3 clusters Score -525311.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -525321.312500 Penalty: 4129.231445 Iteration 61Q: 3 clusters Score -525321.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -525331.937500 Penalty: 4129.231445 Iteration 62Q: 3 clusters Score -525331.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -525340.062500 Penalty: 4129.231445 Iteration 63Q: 3 clusters Score -525340.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -525347.625000 Penalty: 4129.231445 Iteration 64Q: 3 clusters Score -525347.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 3599 members Entering Unmasked Estep Score: -525354.437500 Penalty: 4129.231445 Iteration 65Q: 3 clusters Score -525354.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 3609 members Entering Unmasked Estep Score: -525364.125000 Penalty: 4129.231445 Iteration 66Q: 3 clusters Score -525364.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 3617 members Entering Unmasked Estep Score: -525370.562500 Penalty: 4129.231445 Iteration 67Q: 3 clusters Score -525370.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 3628 members Entering Unmasked Estep Score: -525378.750000 Penalty: 4129.231445 Iteration 68Q: 3 clusters Score -525378.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 3639 members Entering Unmasked Estep Score: -525386.125000 Penalty: 4129.231445 Iteration 69Q: 3 clusters Score -525386.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 3651 members Entering Unmasked Estep Score: -525402.750000 Penalty: 4129.231445 Iteration 70Q: 3 clusters Score -525402.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 3660 members Entering Unmasked Estep Score: -525408.750000 Penalty: 4129.231445 Iteration 71Q: 3 clusters Score -525408.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -525414.062500 Penalty: 4129.231445 Iteration 72Q: 3 clusters Score -525414.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -525419.125000 Penalty: 4129.231445 Iteration 73Q: 3 clusters Score -525419.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -525424.000000 Penalty: 4129.231445 Iteration 74Q: 3 clusters Score -525424 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 3682 members Entering Unmasked Estep Score: -525429.312500 Penalty: 4129.231445 Iteration 75Q: 3 clusters Score -525429.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 3683 members Entering Unmasked Estep Score: -525432.750000 Penalty: 4129.231445 Iteration 76Q: 3 clusters Score -525432.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 3687 members Entering Unmasked Estep Score: -525435.312500 Penalty: 4129.231445 Iteration 77Q: 3 clusters Score -525435.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 3689 members Entering Unmasked Estep Score: -525436.875000 Penalty: 4129.231445 Iteration 78Q: 3 clusters Score -525436.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 3693 members Entering Unmasked Estep Score: -525439.750000 Penalty: 4129.231445 Iteration 79Q: 3 clusters Score -525439.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 3697 members Entering Unmasked Estep Score: -525442.250000 Penalty: 4129.231445 Iteration 80F: 3 clusters Score -525442.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -525444.312500 Penalty: 4129.231445 Iteration 81Q: 3 clusters Score -525444.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -525445.625000 Penalty: 4129.231445 Iteration 82Q: 3 clusters Score -525445.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 3702 members Entering Unmasked Estep Score: -525446.625000 Penalty: 4129.231445 Iteration 83Q: 3 clusters Score -525446.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -525448.937500 Penalty: 4129.231445 Iteration 84Q: 3 clusters Score -525448.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -525450.250000 Penalty: 4129.231445 Iteration 85Q: 3 clusters Score -525450.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 3703 members Entering Unmasked Estep Score: -525450.250000 Penalty: 4129.231445 Iteration 86F: 3 clusters Score -525450.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (13130 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13130 members Entering Unmasked Estep Score: -1690064.250000 Penalty: 2351.698242 Iteration 0F: 2 clusters Score -1690064 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6578 members Mstep: Class 2 contains 6552 members Entering Unmasked Estep Score: -1680353.875000 Penalty: 4703.396484 Iteration 0F: 3 clusters Score -1680354 nChanged 5638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6636 members Mstep: Class 2 contains 6494 members Entering Unmasked Estep Score: -1683244.625000 Penalty: 4703.396484 Iteration 1F: 3 clusters Score -1683245 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 6485 members Entering Unmasked Estep Score: -1683564.750000 Penalty: 4703.396484 Iteration 2F: 3 clusters Score -1683565 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -1683803.625000 Penalty: 4703.396484 Iteration 3Q: 3 clusters Score -1683804 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6531 members Mstep: Class 2 contains 6599 members Entering Unmasked Estep Score: -1683993.125000 Penalty: 4703.396484 Iteration 4Q: 3 clusters Score -1683993 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6434 members Mstep: Class 2 contains 6696 members Entering Unmasked Estep Score: -1684142.000000 Penalty: 4703.396484 Iteration 5Q: 3 clusters Score -1684142 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6341 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -1684306.250000 Penalty: 4703.396484 Iteration 6Q: 3 clusters Score -1684306 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6221 members Mstep: Class 2 contains 6909 members Entering Unmasked Estep Score: -1684467.125000 Penalty: 4703.396484 Iteration 7Q: 3 clusters Score -1684467 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6082 members Mstep: Class 2 contains 7048 members Entering Unmasked Estep Score: -1684620.500000 Penalty: 4703.396484 Iteration 8Q: 3 clusters Score -1684620 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5932 members Mstep: Class 2 contains 7198 members Entering Unmasked Estep Score: -1684759.750000 Penalty: 4703.396484 Iteration 9Q: 3 clusters Score -1684760 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5792 members Mstep: Class 2 contains 7338 members Entering Unmasked Estep Score: -1684899.250000 Penalty: 4703.396484 Iteration 10Q: 3 clusters Score -1684899 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5579 members Mstep: Class 2 contains 7551 members Entering Unmasked Estep Score: -1685047.125000 Penalty: 4703.396484 Iteration 11Q: 3 clusters Score -1685047 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Mstep: Class 2 contains 7814 members Entering Unmasked Estep Score: -1685203.375000 Penalty: 4703.396484 Iteration 12Q: 3 clusters Score -1685203 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 8157 members Entering Unmasked Estep Score: -1685397.625000 Penalty: 4703.396484 Iteration 13Q: 3 clusters Score -1685398 nChanged 474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4591 members Mstep: Class 2 contains 8539 members Entering Unmasked Estep Score: -1685654.875000 Penalty: 4703.396484 Iteration 14Q: 3 clusters Score -1685655 nChanged 531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4134 members Mstep: Class 2 contains 8996 members Entering Unmasked Estep Score: -1685972.875000 Penalty: 4703.396484 Iteration 15Q: 3 clusters Score -1685973 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3619 members Mstep: Class 2 contains 9511 members Entering Unmasked Estep Score: -1686365.125000 Penalty: 4703.396484 Iteration 16Q: 3 clusters Score -1686365 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 10022 members Entering Unmasked Estep Score: -1686778.625000 Penalty: 4703.396484 Iteration 17Q: 3 clusters Score -1686779 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 10462 members Entering Unmasked Estep Score: -1687195.750000 Penalty: 4703.396484 Iteration 18Q: 3 clusters Score -1687196 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 10832 members Entering Unmasked Estep Score: -1687526.000000 Penalty: 4703.396484 Iteration 19Q: 3 clusters Score -1687526 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 11131 members Entering Unmasked Estep Score: -1687793.000000 Penalty: 4703.396484 Iteration 20F: 3 clusters Score -1687793 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 11329 members Entering Unmasked Estep Score: -1687962.125000 Penalty: 4703.396484 Iteration 21Q: 3 clusters Score -1687962 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 11473 members Entering Unmasked Estep Score: -1688093.500000 Penalty: 4703.396484 Iteration 22Q: 3 clusters Score -1688094 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1543 members Mstep: Class 2 contains 11587 members Entering Unmasked Estep Score: -1688180.500000 Penalty: 4703.396484 Iteration 23Q: 3 clusters Score -1688180 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 11672 members Entering Unmasked Estep Score: -1688239.125000 Penalty: 4703.396484 Iteration 24Q: 3 clusters Score -1688239 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 11732 members Entering Unmasked Estep Score: -1688278.125000 Penalty: 4703.396484 Iteration 25Q: 3 clusters Score -1688278 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 11763 members Entering Unmasked Estep Score: -1688294.000000 Penalty: 4703.396484 Iteration 26Q: 3 clusters Score -1688294 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 11796 members Entering Unmasked Estep Score: -1688305.125000 Penalty: 4703.396484 Iteration 27Q: 3 clusters Score -1688305 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 11811 members Entering Unmasked Estep Score: -1688311.875000 Penalty: 4703.396484 Iteration 28Q: 3 clusters Score -1688312 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 11828 members Entering Unmasked Estep Score: -1688317.875000 Penalty: 4703.396484 Iteration 29Q: 3 clusters Score -1688318 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 11842 members Entering Unmasked Estep Score: -1688324.500000 Penalty: 4703.396484 Iteration 30Q: 3 clusters Score -1688324 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 11857 members Entering Unmasked Estep Score: -1688330.250000 Penalty: 4703.396484 Iteration 31Q: 3 clusters Score -1688330 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 11870 members Entering Unmasked Estep Score: -1688339.500000 Penalty: 4703.396484 Iteration 32Q: 3 clusters Score -1688340 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 11882 members Entering Unmasked Estep Score: -1688342.500000 Penalty: 4703.396484 Iteration 33Q: 3 clusters Score -1688342 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 11889 members Entering Unmasked Estep Score: -1688347.750000 Penalty: 4703.396484 Iteration 34Q: 3 clusters Score -1688348 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 11891 members Entering Unmasked Estep Score: -1688348.500000 Penalty: 4703.396484 Iteration 35Q: 3 clusters Score -1688348 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 11893 members Entering Unmasked Estep Score: -1688348.375000 Penalty: 4703.396484 Iteration 36Q: 3 clusters Score -1688348 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 11896 members Entering Unmasked Estep Score: -1688352.375000 Penalty: 4703.396484 Iteration 37Q: 3 clusters Score -1688352 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 11900 members Entering Unmasked Estep Score: -1688351.500000 Penalty: 4703.396484 Iteration 38Q: 3 clusters Score -1688352 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 11904 members Entering Unmasked Estep Score: -1688352.125000 Penalty: 4703.396484 Iteration 39Q: 3 clusters Score -1688352 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1222 members Mstep: Class 2 contains 11908 members Entering Unmasked Estep Score: -1688354.000000 Penalty: 4703.396484 Iteration 40F: 3 clusters Score -1688354 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 11914 members Entering Unmasked Estep Score: -1688355.625000 Penalty: 4703.396484 Iteration 41Q: 3 clusters Score -1688356 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 11921 members Entering Unmasked Estep Score: -1688356.500000 Penalty: 4703.396484 Iteration 42Q: 3 clusters Score -1688356 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 11927 members Entering Unmasked Estep Score: -1688361.125000 Penalty: 4703.396484 Iteration 43Q: 3 clusters Score -1688361 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 11937 members Entering Unmasked Estep Score: -1688361.875000 Penalty: 4703.396484 Iteration 44Q: 3 clusters Score -1688362 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 11942 members Entering Unmasked Estep Score: -1688362.375000 Penalty: 4703.396484 Iteration 45Q: 3 clusters Score -1688362 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 11944 members Entering Unmasked Estep Score: -1688360.750000 Penalty: 4703.396484 Iteration 46Q: 3 clusters Score -1688361 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 11945 members Entering Unmasked Estep Score: -1688366.375000 Penalty: 4703.396484 Iteration 47Q: 3 clusters Score -1688366 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 11947 members Entering Unmasked Estep Score: -1688364.750000 Penalty: 4703.396484 Iteration 48Q: 3 clusters Score -1688365 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 11948 members Entering Unmasked Estep Score: -1688364.125000 Penalty: 4703.396484 Iteration 49Q: 3 clusters Score -1688364 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 11950 members Entering Unmasked Estep Score: -1688366.625000 Penalty: 4703.396484 Iteration 50Q: 3 clusters Score -1688367 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 11951 members Entering Unmasked Estep Score: -1688370.625000 Penalty: 4703.396484 Iteration 51Q: 3 clusters Score -1688371 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 11951 members Entering Unmasked Estep Score: -1688370.625000 Penalty: 4703.396484 Iteration 52F: 3 clusters Score -1688371 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (16411 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16411 members Entering Unmasked Estep Score: -2120915.500000 Penalty: 2407.015381 Iteration 0F: 2 clusters Score -2120916 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8156 members Mstep: Class 2 contains 8255 members Entering Unmasked Estep Score: -2109186.500000 Penalty: 4814.030762 Iteration 0F: 3 clusters Score -2109186 nChanged 7048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8050 members Mstep: Class 2 contains 8361 members Entering Unmasked Estep Score: -2113009.250000 Penalty: 4814.030762 Iteration 1F: 3 clusters Score -2113009 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7960 members Mstep: Class 2 contains 8451 members Entering Unmasked Estep Score: -2113353.750000 Penalty: 4814.030762 Iteration 2F: 3 clusters Score -2113354 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7802 members Mstep: Class 2 contains 8609 members Entering Unmasked Estep Score: -2113633.250000 Penalty: 4814.030762 Iteration 3Q: 3 clusters Score -2113633 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7570 members Mstep: Class 2 contains 8841 members Entering Unmasked Estep Score: -2113847.750000 Penalty: 4814.030762 Iteration 4Q: 3 clusters Score -2113848 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7275 members Mstep: Class 2 contains 9136 members Entering Unmasked Estep Score: -2114054.000000 Penalty: 4814.030762 Iteration 5Q: 3 clusters Score -2114054 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6913 members Mstep: Class 2 contains 9498 members Entering Unmasked Estep Score: -2114294.750000 Penalty: 4814.030762 Iteration 6Q: 3 clusters Score -2114295 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6460 members Mstep: Class 2 contains 9951 members Entering Unmasked Estep Score: -2114620.750000 Penalty: 4814.030762 Iteration 7Q: 3 clusters Score -2114621 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5911 members Mstep: Class 2 contains 10500 members Entering Unmasked Estep Score: -2115018.750000 Penalty: 4814.030762 Iteration 8Q: 3 clusters Score -2115019 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 11133 members Entering Unmasked Estep Score: -2115513.500000 Penalty: 4814.030762 Iteration 9Q: 3 clusters Score -2115514 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 11874 members Entering Unmasked Estep Score: -2116139.500000 Penalty: 4814.030762 Iteration 10F: 3 clusters Score -2116140 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 12655 members Entering Unmasked Estep Score: -2116892.750000 Penalty: 4814.030762 Iteration 11F: 3 clusters Score -2116893 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 13387 members Entering Unmasked Estep Score: -2117644.250000 Penalty: 4814.030762 Iteration 12F: 3 clusters Score -2117644 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 13988 members Entering Unmasked Estep Score: -2118321.250000 Penalty: 4814.030762 Iteration 13Q: 3 clusters Score -2118321 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 14366 members Entering Unmasked Estep Score: -2118798.500000 Penalty: 4814.030762 Iteration 14Q: 3 clusters Score -2118798 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 14568 members Entering Unmasked Estep Score: -2119061.250000 Penalty: 4814.030762 Iteration 15Q: 3 clusters Score -2119061 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 14700 members Entering Unmasked Estep Score: -2119216.250000 Penalty: 4814.030762 Iteration 16Q: 3 clusters Score -2119216 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 14780 members Entering Unmasked Estep Score: -2119291.500000 Penalty: 4814.030762 Iteration 17Q: 3 clusters Score -2119292 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 14849 members Entering Unmasked Estep Score: -2119336.250000 Penalty: 4814.030762 Iteration 18Q: 3 clusters Score -2119336 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 14903 members Entering Unmasked Estep Score: -2119364.750000 Penalty: 4814.030762 Iteration 19Q: 3 clusters Score -2119365 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 14937 members Entering Unmasked Estep Score: -2119379.500000 Penalty: 4814.030762 Iteration 20F: 3 clusters Score -2119380 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 14960 members Entering Unmasked Estep Score: -2119390.500000 Penalty: 4814.030762 Iteration 21Q: 3 clusters Score -2119390 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 14977 members Entering Unmasked Estep Score: -2119406.250000 Penalty: 4814.030762 Iteration 22Q: 3 clusters Score -2119406 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 14994 members Entering Unmasked Estep Score: -2119411.750000 Penalty: 4814.030762 Iteration 23Q: 3 clusters Score -2119412 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 15014 members Entering Unmasked Estep Score: -2119421.500000 Penalty: 4814.030762 Iteration 24Q: 3 clusters Score -2119422 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 15028 members Entering Unmasked Estep Score: -2119425.250000 Penalty: 4814.030762 Iteration 25Q: 3 clusters Score -2119425 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 15038 members Entering Unmasked Estep Score: -2119428.750000 Penalty: 4814.030762 Iteration 26Q: 3 clusters Score -2119429 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 15045 members Entering Unmasked Estep Score: -2119430.250000 Penalty: 4814.030762 Iteration 27Q: 3 clusters Score -2119430 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 15053 members Entering Unmasked Estep Score: -2119430.750000 Penalty: 4814.030762 Iteration 28Q: 3 clusters Score -2119431 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 15061 members Entering Unmasked Estep Score: -2119433.250000 Penalty: 4814.030762 Iteration 29Q: 3 clusters Score -2119433 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 15064 members Entering Unmasked Estep Score: -2119438.750000 Penalty: 4814.030762 Iteration 30Q: 3 clusters Score -2119439 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 15066 members Entering Unmasked Estep Score: -2119437.250000 Penalty: 4814.030762 Iteration 31Q: 3 clusters Score -2119437 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 15070 members Entering Unmasked Estep Score: -2119441.750000 Penalty: 4814.030762 Iteration 32Q: 3 clusters Score -2119442 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 15071 members Entering Unmasked Estep Score: -2119438.500000 Penalty: 4814.030762 Iteration 33Q: 3 clusters Score -2119438 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 15072 members Entering Unmasked Estep Score: -2119440.000000 Penalty: 4814.030762 Iteration 34Q: 3 clusters Score -2119440 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 15074 members Entering Unmasked Estep Score: -2119439.500000 Penalty: 4814.030762 Iteration 35Q: 3 clusters Score -2119440 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 15075 members Entering Unmasked Estep Score: -2119444.250000 Penalty: 4814.030762 Iteration 36Q: 3 clusters Score -2119444 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 15077 members Entering Unmasked Estep Score: -2119443.500000 Penalty: 4814.030762 Iteration 37Q: 3 clusters Score -2119444 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 15078 members Entering Unmasked Estep Score: -2119448.500000 Penalty: 4814.030762 Iteration 38Q: 3 clusters Score -2119448 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 15078 members Entering Unmasked Estep Score: -2119446.750000 Penalty: 4814.030762 Iteration 39Q: 3 clusters Score -2119447 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 15078 members Entering Unmasked Estep Score: -2119446.750000 Penalty: 4814.030762 Iteration 40F: 3 clusters Score -2119447 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (202494 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202494 members Entering Unmasked Estep Score: -25553470.000000 Penalty: 3030.179443 Iteration 0F: 2 clusters Score -2.555347e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101266 members Mstep: Class 2 contains 101228 members Entering Unmasked Estep Score: -25420650.000000 Penalty: 6060.358887 Iteration 0F: 3 clusters Score -2.542065e+07 nChanged 97377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101421 members Mstep: Class 2 contains 101073 members Entering Unmasked Estep Score: -25477278.000000 Penalty: 6060.358887 Iteration 1F: 3 clusters Score -2.547728e+07 nChanged 5899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101554 members Mstep: Class 2 contains 100940 members Entering Unmasked Estep Score: -25478658.000000 Penalty: 6060.358887 Iteration 2Q: 3 clusters Score -2.547866e+07 nChanged 6270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101746 members Mstep: Class 2 contains 100748 members Entering Unmasked Estep Score: -25480228.000000 Penalty: 6060.358887 Iteration 3Q: 3 clusters Score -2.548023e+07 nChanged 6981 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102349 members Mstep: Class 2 contains 100145 members Entering Unmasked Estep Score: -25482102.000000 Penalty: 6060.358887 Iteration 4Q: 3 clusters Score -2.54821e+07 nChanged 7702 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103261 members Mstep: Class 2 contains 99233 members Entering Unmasked Estep Score: -25484562.000000 Penalty: 6060.358887 Iteration 5Q: 3 clusters Score -2.548456e+07 nChanged 8754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104571 members Mstep: Class 2 contains 97923 members Entering Unmasked Estep Score: -25488602.000000 Penalty: 6060.358887 Iteration 6Q: 3 clusters Score -2.54886e+07 nChanged 10283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106434 members Mstep: Class 2 contains 96060 members Entering Unmasked Estep Score: -25494258.000000 Penalty: 6060.358887 Iteration 7F: 3 clusters Score -2.549426e+07 nChanged 11837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108585 members Mstep: Class 2 contains 93909 members Entering Unmasked Estep Score: -25502292.000000 Penalty: 6060.358887 Iteration 8F: 3 clusters Score -2.550229e+07 nChanged 12552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110623 members Mstep: Class 2 contains 91871 members Entering Unmasked Estep Score: -25510934.000000 Penalty: 6060.358887 Iteration 9F: 3 clusters Score -2.551093e+07 nChanged 10754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112331 members Mstep: Class 2 contains 90163 members Entering Unmasked Estep Score: -25516456.000000 Penalty: 6060.358887 Iteration 10F: 3 clusters Score -2.551646e+07 nChanged 7359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113900 members Mstep: Class 2 contains 88594 members Entering Unmasked Estep Score: -25518482.000000 Penalty: 6060.358887 Iteration 11Q: 3 clusters Score -2.551848e+07 nChanged 4158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115426 members Mstep: Class 2 contains 87068 members Entering Unmasked Estep Score: -25519144.000000 Penalty: 6060.358887 Iteration 12Q: 3 clusters Score -2.551914e+07 nChanged 2482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117020 members Mstep: Class 2 contains 85474 members Entering Unmasked Estep Score: -25519596.000000 Penalty: 6060.358887 Iteration 13Q: 3 clusters Score -2.55196e+07 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118732 members Mstep: Class 2 contains 83762 members Entering Unmasked Estep Score: -25519858.000000 Penalty: 6060.358887 Iteration 14Q: 3 clusters Score -2.551986e+07 nChanged 2010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120562 members Mstep: Class 2 contains 81932 members Entering Unmasked Estep Score: -25520220.000000 Penalty: 6060.358887 Iteration 15Q: 3 clusters Score -2.552022e+07 nChanged 2105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122555 members Mstep: Class 2 contains 79939 members Entering Unmasked Estep Score: -25520652.000000 Penalty: 6060.358887 Iteration 16Q: 3 clusters Score -2.552065e+07 nChanged 2236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124713 members Mstep: Class 2 contains 77781 members Entering Unmasked Estep Score: -25521148.000000 Penalty: 6060.358887 Iteration 17Q: 3 clusters Score -2.552115e+07 nChanged 2449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127108 members Mstep: Class 2 contains 75386 members Entering Unmasked Estep Score: -25521636.000000 Penalty: 6060.358887 Iteration 18Q: 3 clusters Score -2.552164e+07 nChanged 2505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129565 members Mstep: Class 2 contains 72929 members Entering Unmasked Estep Score: -25522224.000000 Penalty: 6060.358887 Iteration 19Q: 3 clusters Score -2.552222e+07 nChanged 2660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132171 members Mstep: Class 2 contains 70323 members Entering Unmasked Estep Score: -25522790.000000 Penalty: 6060.358887 Iteration 20F: 3 clusters Score -2.552279e+07 nChanged 2775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134906 members Mstep: Class 2 contains 67588 members Entering Unmasked Estep Score: -25523442.000000 Penalty: 6060.358887 Iteration 21Q: 3 clusters Score -2.552344e+07 nChanged 2901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137793 members Mstep: Class 2 contains 64701 members Entering Unmasked Estep Score: -25524064.000000 Penalty: 6060.358887 Iteration 22Q: 3 clusters Score -2.552406e+07 nChanged 3109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 140876 members Mstep: Class 2 contains 61618 members Entering Unmasked Estep Score: -25524850.000000 Penalty: 6060.358887 Iteration 23Q: 3 clusters Score -2.552485e+07 nChanged 3090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143940 members Mstep: Class 2 contains 58554 members Entering Unmasked Estep Score: -25525730.000000 Penalty: 6060.358887 Iteration 24Q: 3 clusters Score -2.552573e+07 nChanged 3267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147195 members Mstep: Class 2 contains 55299 members Entering Unmasked Estep Score: -25526658.000000 Penalty: 6060.358887 Iteration 25Q: 3 clusters Score -2.552666e+07 nChanged 3404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 150589 members Mstep: Class 2 contains 51905 members Entering Unmasked Estep Score: -25527774.000000 Penalty: 6060.358887 Iteration 26Q: 3 clusters Score -2.552777e+07 nChanged 3402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153985 members Mstep: Class 2 contains 48509 members Entering Unmasked Estep Score: -25528788.000000 Penalty: 6060.358887 Iteration 27Q: 3 clusters Score -2.552879e+07 nChanged 3470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157447 members Mstep: Class 2 contains 45047 members Entering Unmasked Estep Score: -25529936.000000 Penalty: 6060.358887 Iteration 28Q: 3 clusters Score -2.552994e+07 nChanged 3546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160985 members Mstep: Class 2 contains 41509 members Entering Unmasked Estep Score: -25530994.000000 Penalty: 6060.358887 Iteration 29Q: 3 clusters Score -2.553099e+07 nChanged 3592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164573 members Mstep: Class 2 contains 37921 members Entering Unmasked Estep Score: -25532390.000000 Penalty: 6060.358887 Iteration 30Q: 3 clusters Score -2.553239e+07 nChanged 3755 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168322 members Mstep: Class 2 contains 34172 members Entering Unmasked Estep Score: -25533826.000000 Penalty: 6060.358887 Iteration 31Q: 3 clusters Score -2.553383e+07 nChanged 3834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172142 members Mstep: Class 2 contains 30352 members Entering Unmasked Estep Score: -25535306.000000 Penalty: 6060.358887 Iteration 32Q: 3 clusters Score -2.553531e+07 nChanged 3869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176005 members Mstep: Class 2 contains 26489 members Entering Unmasked Estep Score: -25537032.000000 Penalty: 6060.358887 Iteration 33Q: 3 clusters Score -2.553703e+07 nChanged 3714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179711 members Mstep: Class 2 contains 22783 members Entering Unmasked Estep Score: -25538906.000000 Penalty: 6060.358887 Iteration 34Q: 3 clusters Score -2.553891e+07 nChanged 3578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183279 members Mstep: Class 2 contains 19215 members Entering Unmasked Estep Score: -25540680.000000 Penalty: 6060.358887 Iteration 35Q: 3 clusters Score -2.554068e+07 nChanged 3430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186703 members Mstep: Class 2 contains 15791 members Entering Unmasked Estep Score: -25542516.000000 Penalty: 6060.358887 Iteration 36Q: 3 clusters Score -2.554252e+07 nChanged 3109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189792 members Mstep: Class 2 contains 12702 members Entering Unmasked Estep Score: -25544176.000000 Penalty: 6060.358887 Iteration 37Q: 3 clusters Score -2.554418e+07 nChanged 2816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192592 members Mstep: Class 2 contains 9902 members Entering Unmasked Estep Score: -25545888.000000 Penalty: 6060.358887 Iteration 38Q: 3 clusters Score -2.554589e+07 nChanged 2370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194942 members Mstep: Class 2 contains 7552 members Entering Unmasked Estep Score: -25547390.000000 Penalty: 6060.358887 Iteration 39Q: 3 clusters Score -2.554739e+07 nChanged 1891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196809 members Mstep: Class 2 contains 5685 members Entering Unmasked Estep Score: -25548594.000000 Penalty: 6060.358887 Iteration 40F: 3 clusters Score -2.554859e+07 nChanged 1541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198316 members Mstep: Class 2 contains 4178 members Entering Unmasked Estep Score: -25549716.000000 Penalty: 6060.358887 Iteration 41Q: 3 clusters Score -2.554972e+07 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199336 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -25550522.000000 Penalty: 6060.358887 Iteration 42Q: 3 clusters Score -2.555052e+07 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199981 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -25551126.000000 Penalty: 6060.358887 Iteration 43Q: 3 clusters Score -2.555113e+07 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200336 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -25551430.000000 Penalty: 6060.358887 Iteration 44Q: 3 clusters Score -2.555143e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200548 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -25551626.000000 Penalty: 6060.358887 Iteration 45Q: 3 clusters Score -2.555163e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200673 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -25551742.000000 Penalty: 6060.358887 Iteration 46Q: 3 clusters Score -2.555174e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200743 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -25551786.000000 Penalty: 6060.358887 Iteration 47Q: 3 clusters Score -2.555179e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200785 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -25551834.000000 Penalty: 6060.358887 Iteration 48Q: 3 clusters Score -2.555183e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200795 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -25551860.000000 Penalty: 6060.358887 Iteration 49Q: 3 clusters Score -2.555186e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200817 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -25551884.000000 Penalty: 6060.358887 Iteration 50Q: 3 clusters Score -2.555188e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200821 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -25551934.000000 Penalty: 6060.358887 Iteration 51Q: 3 clusters Score -2.555193e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200829 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -25551944.000000 Penalty: 6060.358887 Iteration 52Q: 3 clusters Score -2.555194e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200834 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -25551970.000000 Penalty: 6060.358887 Iteration 53Q: 3 clusters Score -2.555197e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200841 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -25551952.000000 Penalty: 6060.358887 Iteration 54Q: 3 clusters Score -2.555195e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200844 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -25551990.000000 Penalty: 6060.358887 Iteration 55Q: 3 clusters Score -2.555199e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200838 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -25551980.000000 Penalty: 6060.358887 Iteration 56Q: 3 clusters Score -2.555198e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200829 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -25551992.000000 Penalty: 6060.358887 Iteration 57Q: 3 clusters Score -2.555199e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200826 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -25551996.000000 Penalty: 6060.358887 Iteration 58Q: 3 clusters Score -2.5552e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200822 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -25551998.000000 Penalty: 6060.358887 Iteration 59Q: 3 clusters Score -2.5552e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200821 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -25552002.000000 Penalty: 6060.358887 Iteration 60F: 3 clusters Score -2.5552e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200809 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -25552030.000000 Penalty: 6060.358887 Iteration 61Q: 3 clusters Score -2.555203e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200801 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -25552040.000000 Penalty: 6060.358887 Iteration 62Q: 3 clusters Score -2.555204e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200795 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -25552046.000000 Penalty: 6060.358887 Iteration 63Q: 3 clusters Score -2.555205e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200796 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -25552040.000000 Penalty: 6060.358887 Iteration 64Q: 3 clusters Score -2.555204e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200792 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -25552044.000000 Penalty: 6060.358887 Iteration 65Q: 3 clusters Score -2.555204e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200781 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -25552040.000000 Penalty: 6060.358887 Iteration 66Q: 3 clusters Score -2.555204e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200772 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -25552048.000000 Penalty: 6060.358887 Iteration 67Q: 3 clusters Score -2.555205e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200761 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -25552046.000000 Penalty: 6060.358887 Iteration 68Q: 3 clusters Score -2.555205e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200745 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -25552048.000000 Penalty: 6060.358887 Iteration 69Q: 3 clusters Score -2.555205e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200736 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -25552064.000000 Penalty: 6060.358887 Iteration 70Q: 3 clusters Score -2.555206e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200717 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -25552084.000000 Penalty: 6060.358887 Iteration 71Q: 3 clusters Score -2.555208e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200715 members Mstep: Class 2 contains 1779 members Entering Unmasked Estep Score: -25552076.000000 Penalty: 6060.358887 Iteration 72Q: 3 clusters Score -2.555208e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200714 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -25552092.000000 Penalty: 6060.358887 Iteration 73Q: 3 clusters Score -2.555209e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200718 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -25552116.000000 Penalty: 6060.358887 Iteration 74Q: 3 clusters Score -2.555212e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200717 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -25552094.000000 Penalty: 6060.358887 Iteration 75Q: 3 clusters Score -2.555209e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200713 members Mstep: Class 2 contains 1781 members Entering Unmasked Estep Score: -25552084.000000 Penalty: 6060.358887 Iteration 76Q: 3 clusters Score -2.555208e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200710 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -25552082.000000 Penalty: 6060.358887 Iteration 77Q: 3 clusters Score -2.555208e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200712 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -25552106.000000 Penalty: 6060.358887 Iteration 78Q: 3 clusters Score -2.555211e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200708 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -25552096.000000 Penalty: 6060.358887 Iteration 79Q: 3 clusters Score -2.55521e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200706 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -25552094.000000 Penalty: 6060.358887 Iteration 80F: 3 clusters Score -2.555209e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200705 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -25552108.000000 Penalty: 6060.358887 Iteration 81Q: 3 clusters Score -2.555211e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200698 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -25552096.000000 Penalty: 6060.358887 Iteration 82Q: 3 clusters Score -2.55521e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200695 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -25552116.000000 Penalty: 6060.358887 Iteration 83Q: 3 clusters Score -2.555212e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200696 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -25552112.000000 Penalty: 6060.358887 Iteration 84Q: 3 clusters Score -2.555211e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200693 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -25552102.000000 Penalty: 6060.358887 Iteration 85Q: 3 clusters Score -2.55521e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200693 members Mstep: Class 2 contains 1801 members Entering Unmasked Estep Score: -25552102.000000 Penalty: 6060.358887 Iteration 86F: 3 clusters Score -2.55521e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (815 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Entering Unmasked Estep Score: -94913.367188 Penalty: 1662.390625 Iteration 0F: 2 clusters Score -94913.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -93113.375000 Penalty: 3324.781250 Iteration 0F: 3 clusters Score -93113.38 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -93392.960938 Penalty: 3324.781250 Iteration 1F: 3 clusters Score -93392.96 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -93500.632812 Penalty: 3324.781250 Iteration 2F: 3 clusters Score -93500.63 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -93628.093750 Penalty: 3324.781250 Iteration 3Q: 3 clusters Score -93628.09 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -93711.843750 Penalty: 3324.781250 Iteration 4Q: 3 clusters Score -93711.84 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -93786.195312 Penalty: 3324.781250 Iteration 5Q: 3 clusters Score -93786.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -93851.359375 Penalty: 3324.781250 Iteration 6Q: 3 clusters Score -93851.36 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -93909.828125 Penalty: 3324.781250 Iteration 7Q: 3 clusters Score -93909.83 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -93971.726562 Penalty: 3324.781250 Iteration 8Q: 3 clusters Score -93971.73 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -94024.312500 Penalty: 3324.781250 Iteration 9Q: 3 clusters Score -94024.31 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -94087.460938 Penalty: 3324.781250 Iteration 10Q: 3 clusters Score -94087.46 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -94156.429688 Penalty: 3324.781250 Iteration 11Q: 3 clusters Score -94156.43 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 383 members Entering Unmasked Estep Score: -94247.070312 Penalty: 3324.781250 Iteration 12Q: 3 clusters Score -94247.07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -94296.289062 Penalty: 3324.781250 Iteration 13Q: 3 clusters Score -94296.29 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -94328.203125 Penalty: 3324.781250 Iteration 14Q: 3 clusters Score -94328.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -94340.007812 Penalty: 3324.781250 Iteration 15Q: 3 clusters Score -94340.01 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -94354.593750 Penalty: 3324.781250 Iteration 16Q: 3 clusters Score -94354.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 442 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -94374.882812 Penalty: 3324.781250 Iteration 17Q: 3 clusters Score -94374.88 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -94402.656250 Penalty: 3324.781250 Iteration 18Q: 3 clusters Score -94402.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -94418.695312 Penalty: 3324.781250 Iteration 19Q: 3 clusters Score -94418.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -94437.687500 Penalty: 3324.781250 Iteration 20F: 3 clusters Score -94437.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -94447.750000 Penalty: 3324.781250 Iteration 21Q: 3 clusters Score -94447.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -94465.476562 Penalty: 3324.781250 Iteration 22Q: 3 clusters Score -94465.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -94488.968750 Penalty: 3324.781250 Iteration 23Q: 3 clusters Score -94488.97 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -94513.023438 Penalty: 3324.781250 Iteration 24Q: 3 clusters Score -94513.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -94527.710938 Penalty: 3324.781250 Iteration 25Q: 3 clusters Score -94527.71 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -94538.304688 Penalty: 3324.781250 Iteration 26Q: 3 clusters Score -94538.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -94542.031250 Penalty: 3324.781250 Iteration 27Q: 3 clusters Score -94542.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -94543.460938 Penalty: 3324.781250 Iteration 28Q: 3 clusters Score -94543.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 426 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -94543.460938 Penalty: 3324.781250 Iteration 29F: 3 clusters Score -94543.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (2938 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Entering Unmasked Estep Score: -376108.250000 Penalty: 1980.400024 Iteration 0F: 2 clusters Score -376108.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -372892.343750 Penalty: 3960.800049 Iteration 0F: 3 clusters Score -372892.3 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -373514.468750 Penalty: 3960.800049 Iteration 1F: 3 clusters Score -373514.5 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -373650.250000 Penalty: 3960.800049 Iteration 2F: 3 clusters Score -373650.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -373740.000000 Penalty: 3960.800049 Iteration 3Q: 3 clusters Score -373740 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -373807.562500 Penalty: 3960.800049 Iteration 4Q: 3 clusters Score -373807.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -373881.750000 Penalty: 3960.800049 Iteration 5Q: 3 clusters Score -373881.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -373969.187500 Penalty: 3960.800049 Iteration 6Q: 3 clusters Score -373969.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -374058.718750 Penalty: 3960.800049 Iteration 7Q: 3 clusters Score -374058.7 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1788 members Entering Unmasked Estep Score: -374154.218750 Penalty: 3960.800049 Iteration 8Q: 3 clusters Score -374154.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -374273.843750 Penalty: 3960.800049 Iteration 9Q: 3 clusters Score -374273.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -374430.468750 Penalty: 3960.800049 Iteration 10Q: 3 clusters Score -374430.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -374588.343750 Penalty: 3960.800049 Iteration 11Q: 3 clusters Score -374588.3 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -374706.281250 Penalty: 3960.800049 Iteration 12Q: 3 clusters Score -374706.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -374795.468750 Penalty: 3960.800049 Iteration 13Q: 3 clusters Score -374795.5 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -374879.968750 Penalty: 3960.800049 Iteration 14Q: 3 clusters Score -374880 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1908 members Entering Unmasked Estep Score: -374950.187500 Penalty: 3960.800049 Iteration 15Q: 3 clusters Score -374950.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -374985.625000 Penalty: 3960.800049 Iteration 16Q: 3 clusters Score -374985.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -375010.093750 Penalty: 3960.800049 Iteration 17Q: 3 clusters Score -375010.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -375025.593750 Penalty: 3960.800049 Iteration 18Q: 3 clusters Score -375025.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -375034.218750 Penalty: 3960.800049 Iteration 19Q: 3 clusters Score -375034.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -375040.593750 Penalty: 3960.800049 Iteration 20F: 3 clusters Score -375040.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -375043.906250 Penalty: 3960.800049 Iteration 21Q: 3 clusters Score -375043.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -375047.156250 Penalty: 3960.800049 Iteration 22Q: 3 clusters Score -375047.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -375048.218750 Penalty: 3960.800049 Iteration 23Q: 3 clusters Score -375048.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -375048.750000 Penalty: 3960.800049 Iteration 24Q: 3 clusters Score -375048.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -375048.750000 Penalty: 3960.800049 Iteration 25F: 3 clusters Score -375048.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (17068 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17068 members Entering Unmasked Estep Score: -2205902.000000 Penalty: 2416.750244 Iteration 0F: 2 clusters Score -2205902 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8446 members Mstep: Class 2 contains 8622 members Entering Unmasked Estep Score: -2193736.250000 Penalty: 4833.500488 Iteration 0F: 3 clusters Score -2193736 nChanged 7423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8309 members Mstep: Class 2 contains 8759 members Entering Unmasked Estep Score: -2197756.500000 Penalty: 4833.500488 Iteration 1F: 3 clusters Score -2197756 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8398 members Mstep: Class 2 contains 8670 members Entering Unmasked Estep Score: -2198420.250000 Penalty: 4833.500488 Iteration 2F: 3 clusters Score -2198420 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8612 members Mstep: Class 2 contains 8456 members Entering Unmasked Estep Score: -2199115.000000 Penalty: 4833.500488 Iteration 3F: 3 clusters Score -2199115 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8974 members Mstep: Class 2 contains 8094 members Entering Unmasked Estep Score: -2199736.250000 Penalty: 4833.500488 Iteration 4F: 3 clusters Score -2199736 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9429 members Mstep: Class 2 contains 7639 members Entering Unmasked Estep Score: -2200283.250000 Penalty: 4833.500488 Iteration 5F: 3 clusters Score -2200283 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9956 members Mstep: Class 2 contains 7112 members Entering Unmasked Estep Score: -2200777.250000 Penalty: 4833.500488 Iteration 6F: 3 clusters Score -2200777 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10547 members Mstep: Class 2 contains 6521 members Entering Unmasked Estep Score: -2201262.250000 Penalty: 4833.500488 Iteration 7F: 3 clusters Score -2201262 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11184 members Mstep: Class 2 contains 5884 members Entering Unmasked Estep Score: -2201767.500000 Penalty: 4833.500488 Iteration 8Q: 3 clusters Score -2201768 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11861 members Mstep: Class 2 contains 5207 members Entering Unmasked Estep Score: -2202309.000000 Penalty: 4833.500488 Iteration 9Q: 3 clusters Score -2202309 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12500 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -2202796.000000 Penalty: 4833.500488 Iteration 10Q: 3 clusters Score -2202796 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13025 members Mstep: Class 2 contains 4043 members Entering Unmasked Estep Score: -2203185.750000 Penalty: 4833.500488 Iteration 11Q: 3 clusters Score -2203186 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13496 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -2203515.750000 Penalty: 4833.500488 Iteration 12Q: 3 clusters Score -2203516 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13881 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -2203757.000000 Penalty: 4833.500488 Iteration 13Q: 3 clusters Score -2203757 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14205 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -2203945.750000 Penalty: 4833.500488 Iteration 14Q: 3 clusters Score -2203946 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14473 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -2204069.250000 Penalty: 4833.500488 Iteration 15Q: 3 clusters Score -2204069 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14687 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -2204164.250000 Penalty: 4833.500488 Iteration 16Q: 3 clusters Score -2204164 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14864 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -2204249.500000 Penalty: 4833.500488 Iteration 17Q: 3 clusters Score -2204250 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15011 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -2204320.750000 Penalty: 4833.500488 Iteration 18Q: 3 clusters Score -2204321 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15124 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -2204363.250000 Penalty: 4833.500488 Iteration 19Q: 3 clusters Score -2204363 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15222 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -2204406.250000 Penalty: 4833.500488 Iteration 20F: 3 clusters Score -2204406 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15312 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -2204437.250000 Penalty: 4833.500488 Iteration 21Q: 3 clusters Score -2204437 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15398 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -2204478.500000 Penalty: 4833.500488 Iteration 22Q: 3 clusters Score -2204478 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15469 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -2204513.750000 Penalty: 4833.500488 Iteration 23Q: 3 clusters Score -2204514 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15539 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -2204549.250000 Penalty: 4833.500488 Iteration 24Q: 3 clusters Score -2204549 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15603 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -2204573.250000 Penalty: 4833.500488 Iteration 25Q: 3 clusters Score -2204573 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15665 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -2204604.750000 Penalty: 4833.500488 Iteration 26Q: 3 clusters Score -2204605 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15714 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -2204637.000000 Penalty: 4833.500488 Iteration 27Q: 3 clusters Score -2204637 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15751 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -2204647.500000 Penalty: 4833.500488 Iteration 28Q: 3 clusters Score -2204648 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15787 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -2204667.500000 Penalty: 4833.500488 Iteration 29Q: 3 clusters Score -2204668 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15817 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -2204682.500000 Penalty: 4833.500488 Iteration 30Q: 3 clusters Score -2204682 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15851 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -2204708.750000 Penalty: 4833.500488 Iteration 31Q: 3 clusters Score -2204709 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15873 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -2204720.500000 Penalty: 4833.500488 Iteration 32Q: 3 clusters Score -2204720 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15894 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -2204734.750000 Penalty: 4833.500488 Iteration 33Q: 3 clusters Score -2204735 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15911 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -2204742.000000 Penalty: 4833.500488 Iteration 34Q: 3 clusters Score -2204742 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15929 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -2204748.500000 Penalty: 4833.500488 Iteration 35Q: 3 clusters Score -2204748 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15949 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -2204765.500000 Penalty: 4833.500488 Iteration 36Q: 3 clusters Score -2204766 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15966 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -2204768.750000 Penalty: 4833.500488 Iteration 37Q: 3 clusters Score -2204769 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15979 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -2204773.750000 Penalty: 4833.500488 Iteration 38Q: 3 clusters Score -2204774 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15994 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -2204784.500000 Penalty: 4833.500488 Iteration 39Q: 3 clusters Score -2204784 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16007 members Mstep: Class 2 contains 1061 members Entering Unmasked Estep Score: -2204788.250000 Penalty: 4833.500488 Iteration 40F: 3 clusters Score -2204788 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16017 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -2204798.500000 Penalty: 4833.500488 Iteration 41Q: 3 clusters Score -2204798 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16022 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -2204804.750000 Penalty: 4833.500488 Iteration 42Q: 3 clusters Score -2204805 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16026 members Mstep: Class 2 contains 1042 members Entering Unmasked Estep Score: -2204808.250000 Penalty: 4833.500488 Iteration 43Q: 3 clusters Score -2204808 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16030 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -2204812.000000 Penalty: 4833.500488 Iteration 44Q: 3 clusters Score -2204812 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16036 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -2204820.500000 Penalty: 4833.500488 Iteration 45Q: 3 clusters Score -2204820 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16050 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -2204833.500000 Penalty: 4833.500488 Iteration 46Q: 3 clusters Score -2204834 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16069 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -2204847.500000 Penalty: 4833.500488 Iteration 47Q: 3 clusters Score -2204848 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16079 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -2204860.000000 Penalty: 4833.500488 Iteration 48Q: 3 clusters Score -2204860 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16088 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -2204874.000000 Penalty: 4833.500488 Iteration 49Q: 3 clusters Score -2204874 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16105 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -2204887.000000 Penalty: 4833.500488 Iteration 50Q: 3 clusters Score -2204887 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16113 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -2204895.750000 Penalty: 4833.500488 Iteration 51Q: 3 clusters Score -2204896 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16124 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -2204901.250000 Penalty: 4833.500488 Iteration 52Q: 3 clusters Score -2204901 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16123 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -2204901.750000 Penalty: 4833.500488 Iteration 53Q: 3 clusters Score -2204902 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16123 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -2204903.250000 Penalty: 4833.500488 Iteration 54Q: 3 clusters Score -2204903 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16124 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -2204901.750000 Penalty: 4833.500488 Iteration 55Q: 3 clusters Score -2204902 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16124 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -2204901.750000 Penalty: 4833.500488 Iteration 56F: 3 clusters Score -2204902 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Entering Unmasked Estep Score: -26079.042969 Penalty: 1369.322388 Iteration 0F: 2 clusters Score -26079.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133 members Mstep: Class 2 contains 117 members Entering Unmasked Estep Score: -24960.517578 Penalty: 2738.644775 Iteration 0F: 3 clusters Score -24960.52 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -25047.714844 Penalty: 2738.644775 Iteration 1F: 3 clusters Score -25047.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 132 members Entering Unmasked Estep Score: -25070.392578 Penalty: 2738.644775 Iteration 2Q: 3 clusters Score -25070.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 133 members Entering Unmasked Estep Score: -25074.759766 Penalty: 2738.644775 Iteration 3Q: 3 clusters Score -25074.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -25083.736328 Penalty: 2738.644775 Iteration 4Q: 3 clusters Score -25083.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -25085.873047 Penalty: 2738.644775 Iteration 5Q: 3 clusters Score -25085.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -25093.328125 Penalty: 2738.644775 Iteration 6Q: 3 clusters Score -25093.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -25095.927734 Penalty: 2738.644775 Iteration 7Q: 3 clusters Score -25095.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -25097.976562 Penalty: 2738.644775 Iteration 8Q: 3 clusters Score -25097.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -25097.976562 Penalty: 2738.644775 Iteration 9F: 3 clusters Score -25097.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7462 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7462 members Entering Unmasked Estep Score: -965597.000000 Penalty: 2211.559570 Iteration 0F: 2 clusters Score -965597 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -959581.437500 Penalty: 4423.119141 Iteration 0F: 3 clusters Score -959581.4 nChanged 2921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 3707 members Entering Unmasked Estep Score: -961120.312500 Penalty: 4423.119141 Iteration 1F: 3 clusters Score -961120.3 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -961366.437500 Penalty: 4423.119141 Iteration 2F: 3 clusters Score -961366.4 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 3661 members Entering Unmasked Estep Score: -961518.625000 Penalty: 4423.119141 Iteration 3Q: 3 clusters Score -961518.6 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3840 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -961638.750000 Penalty: 4423.119141 Iteration 4Q: 3 clusters Score -961638.8 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -961733.500000 Penalty: 4423.119141 Iteration 5Q: 3 clusters Score -961733.5 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3896 members Mstep: Class 2 contains 3566 members Entering Unmasked Estep Score: -961804.937500 Penalty: 4423.119141 Iteration 6Q: 3 clusters Score -961804.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -961844.750000 Penalty: 4423.119141 Iteration 7Q: 3 clusters Score -961844.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3960 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -961883.187500 Penalty: 4423.119141 Iteration 8Q: 3 clusters Score -961883.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 3482 members Entering Unmasked Estep Score: -961923.875000 Penalty: 4423.119141 Iteration 9Q: 3 clusters Score -961923.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 3459 members Entering Unmasked Estep Score: -961964.625000 Penalty: 4423.119141 Iteration 10Q: 3 clusters Score -961964.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -961991.125000 Penalty: 4423.119141 Iteration 11Q: 3 clusters Score -961991.1 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4065 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -962027.250000 Penalty: 4423.119141 Iteration 12Q: 3 clusters Score -962027.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4104 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -962050.750000 Penalty: 4423.119141 Iteration 13Q: 3 clusters Score -962050.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4145 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -962076.937500 Penalty: 4423.119141 Iteration 14Q: 3 clusters Score -962076.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -962100.875000 Penalty: 4423.119141 Iteration 15Q: 3 clusters Score -962100.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 3218 members Entering Unmasked Estep Score: -962120.750000 Penalty: 4423.119141 Iteration 16Q: 3 clusters Score -962120.8 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4305 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -962151.562500 Penalty: 4423.119141 Iteration 17Q: 3 clusters Score -962151.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -962195.625000 Penalty: 4423.119141 Iteration 18Q: 3 clusters Score -962195.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4469 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -962249.750000 Penalty: 4423.119141 Iteration 19Q: 3 clusters Score -962249.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4555 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -962299.937500 Penalty: 4423.119141 Iteration 20F: 3 clusters Score -962299.9 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4677 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -962369.875000 Penalty: 4423.119141 Iteration 21Q: 3 clusters Score -962369.9 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -962439.750000 Penalty: 4423.119141 Iteration 22Q: 3 clusters Score -962439.8 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -962517.437500 Penalty: 4423.119141 Iteration 23Q: 3 clusters Score -962517.4 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -962595.312500 Penalty: 4423.119141 Iteration 24Q: 3 clusters Score -962595.3 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -962677.687500 Penalty: 4423.119141 Iteration 25Q: 3 clusters Score -962677.7 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5340 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -962773.500000 Penalty: 4423.119141 Iteration 26Q: 3 clusters Score -962773.5 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5483 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -962863.375000 Penalty: 4423.119141 Iteration 27Q: 3 clusters Score -962863.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -962950.187500 Penalty: 4423.119141 Iteration 28Q: 3 clusters Score -962950.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -963040.187500 Penalty: 4423.119141 Iteration 29Q: 3 clusters Score -963040.2 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -963111.875000 Penalty: 4423.119141 Iteration 30Q: 3 clusters Score -963111.9 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5941 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -963179.312500 Penalty: 4423.119141 Iteration 31Q: 3 clusters Score -963179.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6032 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -963244.125000 Penalty: 4423.119141 Iteration 32Q: 3 clusters Score -963244.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6108 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -963289.812500 Penalty: 4423.119141 Iteration 33Q: 3 clusters Score -963289.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -963332.125000 Penalty: 4423.119141 Iteration 34Q: 3 clusters Score -963332.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6229 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -963366.687500 Penalty: 4423.119141 Iteration 35Q: 3 clusters Score -963366.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6282 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -963392.750000 Penalty: 4423.119141 Iteration 36Q: 3 clusters Score -963392.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6335 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -963437.875000 Penalty: 4423.119141 Iteration 37Q: 3 clusters Score -963437.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -963475.187500 Penalty: 4423.119141 Iteration 38Q: 3 clusters Score -963475.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6434 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -963504.125000 Penalty: 4423.119141 Iteration 39Q: 3 clusters Score -963504.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6467 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -963529.312500 Penalty: 4423.119141 Iteration 40F: 3 clusters Score -963529.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6493 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -963547.625000 Penalty: 4423.119141 Iteration 41Q: 3 clusters Score -963547.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6523 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -963565.062500 Penalty: 4423.119141 Iteration 42Q: 3 clusters Score -963565.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6539 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -963571.187500 Penalty: 4423.119141 Iteration 43Q: 3 clusters Score -963571.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6561 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -963582.437500 Penalty: 4423.119141 Iteration 44Q: 3 clusters Score -963582.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6578 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -963593.500000 Penalty: 4423.119141 Iteration 45Q: 3 clusters Score -963593.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6590 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -963598.250000 Penalty: 4423.119141 Iteration 46Q: 3 clusters Score -963598.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6603 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -963604.000000 Penalty: 4423.119141 Iteration 47Q: 3 clusters Score -963604 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6618 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -963611.312500 Penalty: 4423.119141 Iteration 48Q: 3 clusters Score -963611.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6633 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -963620.437500 Penalty: 4423.119141 Iteration 49Q: 3 clusters Score -963620.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6651 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -963632.187500 Penalty: 4423.119141 Iteration 50Q: 3 clusters Score -963632.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -963640.750000 Penalty: 4423.119141 Iteration 51Q: 3 clusters Score -963640.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 783 members Entering Unmasked Estep Score: -963653.125000 Penalty: 4423.119141 Iteration 52Q: 3 clusters Score -963653.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6690 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -963655.000000 Penalty: 4423.119141 Iteration 53Q: 3 clusters Score -963655 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -963656.000000 Penalty: 4423.119141 Iteration 54Q: 3 clusters Score -963656 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6697 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -963656.562500 Penalty: 4423.119141 Iteration 55Q: 3 clusters Score -963656.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6698 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -963657.812500 Penalty: 4423.119141 Iteration 56Q: 3 clusters Score -963657.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6698 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -963657.812500 Penalty: 4423.119141 Iteration 57F: 3 clusters Score -963657.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (14813 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14813 members Entering Unmasked Estep Score: -1903033.500000 Penalty: 2381.608398 Iteration 0F: 2 clusters Score -1903034 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7339 members Mstep: Class 2 contains 7474 members Entering Unmasked Estep Score: -1892322.625000 Penalty: 4763.216797 Iteration 0F: 3 clusters Score -1892323 nChanged 6405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6970 members Mstep: Class 2 contains 7843 members Entering Unmasked Estep Score: -1895632.000000 Penalty: 4763.216797 Iteration 1F: 3 clusters Score -1895632 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6674 members Mstep: Class 2 contains 8139 members Entering Unmasked Estep Score: -1896057.250000 Penalty: 4763.216797 Iteration 2F: 3 clusters Score -1896057 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6263 members Mstep: Class 2 contains 8550 members Entering Unmasked Estep Score: -1896458.250000 Penalty: 4763.216797 Iteration 3F: 3 clusters Score -1896458 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5772 members Mstep: Class 2 contains 9041 members Entering Unmasked Estep Score: -1896906.125000 Penalty: 4763.216797 Iteration 4F: 3 clusters Score -1896906 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 9675 members Entering Unmasked Estep Score: -1897494.250000 Penalty: 4763.216797 Iteration 5F: 3 clusters Score -1897494 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 10403 members Entering Unmasked Estep Score: -1898132.875000 Penalty: 4763.216797 Iteration 6F: 3 clusters Score -1898133 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 11182 members Entering Unmasked Estep Score: -1898878.250000 Penalty: 4763.216797 Iteration 7F: 3 clusters Score -1898878 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 11984 members Entering Unmasked Estep Score: -1899651.375000 Penalty: 4763.216797 Iteration 8F: 3 clusters Score -1899651 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 12686 members Entering Unmasked Estep Score: -1900296.375000 Penalty: 4763.216797 Iteration 9F: 3 clusters Score -1900296 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 13200 members Entering Unmasked Estep Score: -1900739.125000 Penalty: 4763.216797 Iteration 10Q: 3 clusters Score -1900739 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 13554 members Entering Unmasked Estep Score: -1901017.375000 Penalty: 4763.216797 Iteration 11Q: 3 clusters Score -1901017 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 13782 members Entering Unmasked Estep Score: -1901190.250000 Penalty: 4763.216797 Iteration 12Q: 3 clusters Score -1901190 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 13925 members Entering Unmasked Estep Score: -1901271.750000 Penalty: 4763.216797 Iteration 13Q: 3 clusters Score -1901272 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 14019 members Entering Unmasked Estep Score: -1901344.875000 Penalty: 4763.216797 Iteration 14Q: 3 clusters Score -1901345 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 14092 members Entering Unmasked Estep Score: -1901397.625000 Penalty: 4763.216797 Iteration 15Q: 3 clusters Score -1901398 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 14145 members Entering Unmasked Estep Score: -1901436.000000 Penalty: 4763.216797 Iteration 16Q: 3 clusters Score -1901436 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 14180 members Entering Unmasked Estep Score: -1901457.750000 Penalty: 4763.216797 Iteration 17Q: 3 clusters Score -1901458 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 14193 members Entering Unmasked Estep Score: -1901461.375000 Penalty: 4763.216797 Iteration 18Q: 3 clusters Score -1901461 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 14200 members Entering Unmasked Estep Score: -1901466.500000 Penalty: 4763.216797 Iteration 19Q: 3 clusters Score -1901466 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 14208 members Entering Unmasked Estep Score: -1901474.625000 Penalty: 4763.216797 Iteration 20F: 3 clusters Score -1901475 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 14220 members Entering Unmasked Estep Score: -1901481.000000 Penalty: 4763.216797 Iteration 21Q: 3 clusters Score -1901481 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 14230 members Entering Unmasked Estep Score: -1901491.375000 Penalty: 4763.216797 Iteration 22Q: 3 clusters Score -1901491 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 14236 members Entering Unmasked Estep Score: -1901493.375000 Penalty: 4763.216797 Iteration 23Q: 3 clusters Score -1901493 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 14239 members Entering Unmasked Estep Score: -1901497.250000 Penalty: 4763.216797 Iteration 24Q: 3 clusters Score -1901497 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 14241 members Entering Unmasked Estep Score: -1901497.500000 Penalty: 4763.216797 Iteration 25Q: 3 clusters Score -1901498 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 14243 members Entering Unmasked Estep Score: -1901497.250000 Penalty: 4763.216797 Iteration 26Q: 3 clusters Score -1901497 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 14245 members Entering Unmasked Estep Score: -1901500.750000 Penalty: 4763.216797 Iteration 27Q: 3 clusters Score -1901501 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 14248 members Entering Unmasked Estep Score: -1901503.875000 Penalty: 4763.216797 Iteration 28Q: 3 clusters Score -1901504 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 14249 members Entering Unmasked Estep Score: -1901502.750000 Penalty: 4763.216797 Iteration 29Q: 3 clusters Score -1901503 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 14249 members Entering Unmasked Estep Score: -1901502.750000 Penalty: 4763.216797 Iteration 30F: 3 clusters Score -1901503 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3959 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Entering Unmasked Estep Score: -503031.718750 Penalty: 2054.369141 Iteration 0F: 2 clusters Score -503031.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -499144.062500 Penalty: 4108.738281 Iteration 0F: 3 clusters Score -499144.1 nChanged 1455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -500020.500000 Penalty: 4108.738281 Iteration 1F: 3 clusters Score -500020.5 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 1924 members Entering Unmasked Estep Score: -500225.656250 Penalty: 4108.738281 Iteration 2F: 3 clusters Score -500225.7 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 1921 members Entering Unmasked Estep Score: -500355.468750 Penalty: 4108.738281 Iteration 3F: 3 clusters Score -500355.5 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -500466.562500 Penalty: 4108.738281 Iteration 4Q: 3 clusters Score -500466.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2069 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -500545.000000 Penalty: 4108.738281 Iteration 5Q: 3 clusters Score -500545 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -500621.437500 Penalty: 4108.738281 Iteration 6Q: 3 clusters Score -500621.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1876 members Entering Unmasked Estep Score: -500694.625000 Penalty: 4108.738281 Iteration 7Q: 3 clusters Score -500694.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -500759.156250 Penalty: 4108.738281 Iteration 8Q: 3 clusters Score -500759.2 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -500838.375000 Penalty: 4108.738281 Iteration 9Q: 3 clusters Score -500838.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -500905.312500 Penalty: 4108.738281 Iteration 10Q: 3 clusters Score -500905.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -500998.125000 Penalty: 4108.738281 Iteration 11Q: 3 clusters Score -500998.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -501123.468750 Penalty: 4108.738281 Iteration 12Q: 3 clusters Score -501123.5 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -501303.531250 Penalty: 4108.738281 Iteration 13Q: 3 clusters Score -501303.5 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 1866 members Entering Unmasked Estep Score: -501571.625000 Penalty: 4108.738281 Iteration 14Q: 3 clusters Score -501571.6 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -501893.468750 Penalty: 4108.738281 Iteration 15Q: 3 clusters Score -501893.5 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -502183.406250 Penalty: 4108.738281 Iteration 16Q: 3 clusters Score -502183.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -502319.812500 Penalty: 4108.738281 Iteration 17Q: 3 clusters Score -502319.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -502369.843750 Penalty: 4108.738281 Iteration 18Q: 3 clusters Score -502369.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -502389.312500 Penalty: 4108.738281 Iteration 19Q: 3 clusters Score -502389.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -502395.656250 Penalty: 4108.738281 Iteration 20F: 3 clusters Score -502395.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -502396.281250 Penalty: 4108.738281 Iteration 21Q: 3 clusters Score -502396.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -502396.281250 Penalty: 4108.738281 Iteration 22F: 3 clusters Score -502396.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (58074 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58074 members Entering Unmasked Estep Score: -7481480.500000 Penalty: 2720.429199 Iteration 0F: 2 clusters Score -7481480 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29063 members Mstep: Class 2 contains 29011 members Entering Unmasked Estep Score: -7442287.000000 Penalty: 5440.858398 Iteration 0F: 3 clusters Score -7442287 nChanged 27066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29737 members Mstep: Class 2 contains 28337 members Entering Unmasked Estep Score: -7457383.500000 Penalty: 5440.858398 Iteration 1F: 3 clusters Score -7457384 nChanged 2171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30144 members Mstep: Class 2 contains 27930 members Entering Unmasked Estep Score: -7457969.500000 Penalty: 5440.858398 Iteration 2Q: 3 clusters Score -7457970 nChanged 2086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30736 members Mstep: Class 2 contains 27338 members Entering Unmasked Estep Score: -7458569.000000 Penalty: 5440.858398 Iteration 3Q: 3 clusters Score -7458569 nChanged 2162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31502 members Mstep: Class 2 contains 26572 members Entering Unmasked Estep Score: -7459249.500000 Penalty: 5440.858398 Iteration 4Q: 3 clusters Score -7459250 nChanged 2406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32624 members Mstep: Class 2 contains 25450 members Entering Unmasked Estep Score: -7460181.500000 Penalty: 5440.858398 Iteration 5Q: 3 clusters Score -7460182 nChanged 2721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34169 members Mstep: Class 2 contains 23905 members Entering Unmasked Estep Score: -7461355.500000 Penalty: 5440.858398 Iteration 6Q: 3 clusters Score -7461356 nChanged 3096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36215 members Mstep: Class 2 contains 21859 members Entering Unmasked Estep Score: -7463022.500000 Penalty: 5440.858398 Iteration 7F: 3 clusters Score -7463022 nChanged 3459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38810 members Mstep: Class 2 contains 19264 members Entering Unmasked Estep Score: -7465255.500000 Penalty: 5440.858398 Iteration 8F: 3 clusters Score -7465256 nChanged 3648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41668 members Mstep: Class 2 contains 16406 members Entering Unmasked Estep Score: -7467958.000000 Penalty: 5440.858398 Iteration 9F: 3 clusters Score -7467958 nChanged 3471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44445 members Mstep: Class 2 contains 13629 members Entering Unmasked Estep Score: -7470766.000000 Penalty: 5440.858398 Iteration 10F: 3 clusters Score -7470766 nChanged 2784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46601 members Mstep: Class 2 contains 11473 members Entering Unmasked Estep Score: -7473135.000000 Penalty: 5440.858398 Iteration 11Q: 3 clusters Score -7473135 nChanged 2064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48151 members Mstep: Class 2 contains 9923 members Entering Unmasked Estep Score: -7474798.500000 Penalty: 5440.858398 Iteration 12Q: 3 clusters Score -7474798 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49274 members Mstep: Class 2 contains 8800 members Entering Unmasked Estep Score: -7475678.000000 Penalty: 5440.858398 Iteration 13Q: 3 clusters Score -7475678 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50189 members Mstep: Class 2 contains 7885 members Entering Unmasked Estep Score: -7476218.500000 Penalty: 5440.858398 Iteration 14Q: 3 clusters Score -7476218 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50952 members Mstep: Class 2 contains 7122 members Entering Unmasked Estep Score: -7476649.500000 Penalty: 5440.858398 Iteration 15Q: 3 clusters Score -7476650 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51633 members Mstep: Class 2 contains 6441 members Entering Unmasked Estep Score: -7476997.000000 Penalty: 5440.858398 Iteration 16Q: 3 clusters Score -7476997 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52232 members Mstep: Class 2 contains 5842 members Entering Unmasked Estep Score: -7477272.500000 Penalty: 5440.858398 Iteration 17Q: 3 clusters Score -7477272 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52765 members Mstep: Class 2 contains 5309 members Entering Unmasked Estep Score: -7477506.000000 Penalty: 5440.858398 Iteration 18Q: 3 clusters Score -7477506 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53244 members Mstep: Class 2 contains 4830 members Entering Unmasked Estep Score: -7477696.000000 Penalty: 5440.858398 Iteration 19Q: 3 clusters Score -7477696 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53674 members Mstep: Class 2 contains 4400 members Entering Unmasked Estep Score: -7477882.500000 Penalty: 5440.858398 Iteration 20F: 3 clusters Score -7477882 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54106 members Mstep: Class 2 contains 3968 members Entering Unmasked Estep Score: -7478049.000000 Penalty: 5440.858398 Iteration 21Q: 3 clusters Score -7478049 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54494 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -7478234.500000 Penalty: 5440.858398 Iteration 22Q: 3 clusters Score -7478234 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54819 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -7478361.500000 Penalty: 5440.858398 Iteration 23Q: 3 clusters Score -7478362 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55131 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -7478454.000000 Penalty: 5440.858398 Iteration 24Q: 3 clusters Score -7478454 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55410 members Mstep: Class 2 contains 2664 members Entering Unmasked Estep Score: -7478580.500000 Penalty: 5440.858398 Iteration 25Q: 3 clusters Score -7478580 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55640 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -7478685.500000 Penalty: 5440.858398 Iteration 26Q: 3 clusters Score -7478686 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55819 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -7478751.500000 Penalty: 5440.858398 Iteration 27Q: 3 clusters Score -7478752 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55980 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -7478831.500000 Penalty: 5440.858398 Iteration 28Q: 3 clusters Score -7478832 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56127 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -7478880.000000 Penalty: 5440.858398 Iteration 29Q: 3 clusters Score -7478880 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56243 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -7478917.500000 Penalty: 5440.858398 Iteration 30Q: 3 clusters Score -7478918 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56351 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -7478937.000000 Penalty: 5440.858398 Iteration 31Q: 3 clusters Score -7478937 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56437 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -7478983.000000 Penalty: 5440.858398 Iteration 32Q: 3 clusters Score -7478983 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56510 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -7479007.000000 Penalty: 5440.858398 Iteration 33Q: 3 clusters Score -7479007 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56574 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -7479036.000000 Penalty: 5440.858398 Iteration 34Q: 3 clusters Score -7479036 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56627 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -7479050.000000 Penalty: 5440.858398 Iteration 35Q: 3 clusters Score -7479050 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56669 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -7479060.000000 Penalty: 5440.858398 Iteration 36Q: 3 clusters Score -7479060 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56711 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -7479046.000000 Penalty: 5440.858398 Iteration 37Q: 3 clusters Score -7479046 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56741 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -7479059.500000 Penalty: 5440.858398 Iteration 38Q: 3 clusters Score -7479060 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56765 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -7479077.500000 Penalty: 5440.858398 Iteration 39Q: 3 clusters Score -7479078 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56795 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -7479084.000000 Penalty: 5440.858398 Iteration 40F: 3 clusters Score -7479084 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56820 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -7479094.500000 Penalty: 5440.858398 Iteration 41Q: 3 clusters Score -7479094 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56847 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -7479101.500000 Penalty: 5440.858398 Iteration 42Q: 3 clusters Score -7479102 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56871 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -7479111.000000 Penalty: 5440.858398 Iteration 43Q: 3 clusters Score -7479111 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56895 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -7479127.500000 Penalty: 5440.858398 Iteration 44Q: 3 clusters Score -7479128 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56910 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -7479138.500000 Penalty: 5440.858398 Iteration 45Q: 3 clusters Score -7479138 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56925 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -7479148.500000 Penalty: 5440.858398 Iteration 46Q: 3 clusters Score -7479148 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56941 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -7479164.500000 Penalty: 5440.858398 Iteration 47Q: 3 clusters Score -7479164 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56953 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -7479173.000000 Penalty: 5440.858398 Iteration 48Q: 3 clusters Score -7479173 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56966 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -7479172.000000 Penalty: 5440.858398 Iteration 49Q: 3 clusters Score -7479172 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56974 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -7479178.500000 Penalty: 5440.858398 Iteration 50Q: 3 clusters Score -7479178 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56982 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -7479185.500000 Penalty: 5440.858398 Iteration 51Q: 3 clusters Score -7479186 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56987 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -7479183.500000 Penalty: 5440.858398 Iteration 52Q: 3 clusters Score -7479184 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56995 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -7479189.500000 Penalty: 5440.858398 Iteration 53Q: 3 clusters Score -7479190 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56998 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -7479187.000000 Penalty: 5440.858398 Iteration 54Q: 3 clusters Score -7479187 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57003 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -7479191.000000 Penalty: 5440.858398 Iteration 55Q: 3 clusters Score -7479191 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57010 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -7479195.500000 Penalty: 5440.858398 Iteration 56Q: 3 clusters Score -7479196 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57018 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -7479203.500000 Penalty: 5440.858398 Iteration 57Q: 3 clusters Score -7479204 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57025 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -7479209.000000 Penalty: 5440.858398 Iteration 58Q: 3 clusters Score -7479209 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57033 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -7479207.500000 Penalty: 5440.858398 Iteration 59Q: 3 clusters Score -7479208 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57038 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -7479212.500000 Penalty: 5440.858398 Iteration 60F: 3 clusters Score -7479212 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57044 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -7479212.000000 Penalty: 5440.858398 Iteration 61Q: 3 clusters Score -7479212 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57052 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -7479215.000000 Penalty: 5440.858398 Iteration 62Q: 3 clusters Score -7479215 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57062 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -7479213.500000 Penalty: 5440.858398 Iteration 63Q: 3 clusters Score -7479214 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57076 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -7479221.000000 Penalty: 5440.858398 Iteration 64Q: 3 clusters Score -7479221 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57086 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -7479231.000000 Penalty: 5440.858398 Iteration 65Q: 3 clusters Score -7479231 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57092 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -7479230.500000 Penalty: 5440.858398 Iteration 66Q: 3 clusters Score -7479230 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57098 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -7479233.500000 Penalty: 5440.858398 Iteration 67Q: 3 clusters Score -7479234 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57102 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -7479233.000000 Penalty: 5440.858398 Iteration 68Q: 3 clusters Score -7479233 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57102 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -7479233.000000 Penalty: 5440.858398 Iteration 69F: 3 clusters Score -7479233 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1612 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Entering Unmasked Estep Score: -195238.359375 Penalty: 1831.537354 Iteration 0F: 2 clusters Score -195238.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -192872.109375 Penalty: 3663.074707 Iteration 0F: 3 clusters Score -192872.1 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -193264.406250 Penalty: 3663.074707 Iteration 1F: 3 clusters Score -193264.4 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -193390.531250 Penalty: 3663.074707 Iteration 2F: 3 clusters Score -193390.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -193451.015625 Penalty: 3663.074707 Iteration 3Q: 3 clusters Score -193451 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -193486.468750 Penalty: 3663.074707 Iteration 4Q: 3 clusters Score -193486.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -193508.171875 Penalty: 3663.074707 Iteration 5Q: 3 clusters Score -193508.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -193525.640625 Penalty: 3663.074707 Iteration 6Q: 3 clusters Score -193525.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -193541.453125 Penalty: 3663.074707 Iteration 7Q: 3 clusters Score -193541.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -193547.156250 Penalty: 3663.074707 Iteration 8Q: 3 clusters Score -193547.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -193552.796875 Penalty: 3663.074707 Iteration 9Q: 3 clusters Score -193552.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -193559.750000 Penalty: 3663.074707 Iteration 10Q: 3 clusters Score -193559.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -193567.734375 Penalty: 3663.074707 Iteration 11Q: 3 clusters Score -193567.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -193573.312500 Penalty: 3663.074707 Iteration 12Q: 3 clusters Score -193573.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -193583.171875 Penalty: 3663.074707 Iteration 13Q: 3 clusters Score -193583.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -193591.953125 Penalty: 3663.074707 Iteration 14Q: 3 clusters Score -193592 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -193594.296875 Penalty: 3663.074707 Iteration 15Q: 3 clusters Score -193594.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -193596.031250 Penalty: 3663.074707 Iteration 16Q: 3 clusters Score -193596 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -193596.656250 Penalty: 3663.074707 Iteration 17Q: 3 clusters Score -193596.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -193596.921875 Penalty: 3663.074707 Iteration 18Q: 3 clusters Score -193596.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -193596.921875 Penalty: 3663.074707 Iteration 19F: 3 clusters Score -193596.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1012 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Entering Unmasked Estep Score: -116539.234375 Penalty: 1716.081665 Iteration 0F: 2 clusters Score -116539.2 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 505 members Entering Unmasked Estep Score: -114654.132812 Penalty: 3432.163330 Iteration 0F: 3 clusters Score -114654.1 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -114967.398438 Penalty: 3432.163330 Iteration 1F: 3 clusters Score -114967.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -115064.117188 Penalty: 3432.163330 Iteration 2F: 3 clusters Score -115064.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -115116.796875 Penalty: 3432.163330 Iteration 3Q: 3 clusters Score -115116.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -115168.132812 Penalty: 3432.163330 Iteration 4Q: 3 clusters Score -115168.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -115211.992188 Penalty: 3432.163330 Iteration 5Q: 3 clusters Score -115212 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -115236.632812 Penalty: 3432.163330 Iteration 6Q: 3 clusters Score -115236.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -115247.281250 Penalty: 3432.163330 Iteration 7Q: 3 clusters Score -115247.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -115258.109375 Penalty: 3432.163330 Iteration 8Q: 3 clusters Score -115258.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -115267.625000 Penalty: 3432.163330 Iteration 9Q: 3 clusters Score -115267.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -115271.921875 Penalty: 3432.163330 Iteration 10Q: 3 clusters Score -115271.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -115274.382812 Penalty: 3432.163330 Iteration 11Q: 3 clusters Score -115274.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -115275.945312 Penalty: 3432.163330 Iteration 12Q: 3 clusters Score -115275.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -115280.656250 Penalty: 3432.163330 Iteration 13Q: 3 clusters Score -115280.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -115283.539062 Penalty: 3432.163330 Iteration 14Q: 3 clusters Score -115283.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -115286.921875 Penalty: 3432.163330 Iteration 15Q: 3 clusters Score -115286.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -115288.750000 Penalty: 3432.163330 Iteration 16Q: 3 clusters Score -115288.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -115289.156250 Penalty: 3432.163330 Iteration 17Q: 3 clusters Score -115289.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -115289.156250 Penalty: 3432.163330 Iteration 18F: 3 clusters Score -115289.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (6246 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6246 members Entering Unmasked Estep Score: -796782.312500 Penalty: 2167.444824 Iteration 0F: 2 clusters Score -796782.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3176 members Mstep: Class 2 contains 3070 members Entering Unmasked Estep Score: -791504.625000 Penalty: 4334.889648 Iteration 0F: 3 clusters Score -791504.6 nChanged 2395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3263 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -792851.375000 Penalty: 4334.889648 Iteration 1F: 3 clusters Score -792851.4 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 2955 members Entering Unmasked Estep Score: -793085.250000 Penalty: 4334.889648 Iteration 2F: 3 clusters Score -793085.2 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -793225.625000 Penalty: 4334.889648 Iteration 3Q: 3 clusters Score -793225.6 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3372 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -793320.625000 Penalty: 4334.889648 Iteration 4Q: 3 clusters Score -793320.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3417 members Mstep: Class 2 contains 2829 members Entering Unmasked Estep Score: -793377.500000 Penalty: 4334.889648 Iteration 5Q: 3 clusters Score -793377.5 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -793404.500000 Penalty: 4334.889648 Iteration 6Q: 3 clusters Score -793404.5 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3482 members Mstep: Class 2 contains 2764 members Entering Unmasked Estep Score: -793424.187500 Penalty: 4334.889648 Iteration 7Q: 3 clusters Score -793424.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -793446.125000 Penalty: 4334.889648 Iteration 8Q: 3 clusters Score -793446.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 2673 members Entering Unmasked Estep Score: -793478.750000 Penalty: 4334.889648 Iteration 9Q: 3 clusters Score -793478.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3632 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -793502.687500 Penalty: 4334.889648 Iteration 10Q: 3 clusters Score -793502.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -793519.125000 Penalty: 4334.889648 Iteration 11Q: 3 clusters Score -793519.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -793544.562500 Penalty: 4334.889648 Iteration 12Q: 3 clusters Score -793544.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -793576.312500 Penalty: 4334.889648 Iteration 13Q: 3 clusters Score -793576.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3872 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -793605.562500 Penalty: 4334.889648 Iteration 14Q: 3 clusters Score -793605.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -793639.187500 Penalty: 4334.889648 Iteration 15Q: 3 clusters Score -793639.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4025 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -793679.500000 Penalty: 4334.889648 Iteration 16Q: 3 clusters Score -793679.5 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -793723.875000 Penalty: 4334.889648 Iteration 17Q: 3 clusters Score -793723.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -793776.062500 Penalty: 4334.889648 Iteration 18Q: 3 clusters Score -793776.1 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -793835.937500 Penalty: 4334.889648 Iteration 19Q: 3 clusters Score -793835.9 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4488 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -793912.125000 Penalty: 4334.889648 Iteration 20F: 3 clusters Score -793912.1 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4619 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -793987.937500 Penalty: 4334.889648 Iteration 21Q: 3 clusters Score -793987.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4747 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -794067.750000 Penalty: 4334.889648 Iteration 22Q: 3 clusters Score -794067.8 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -794158.312500 Penalty: 4334.889648 Iteration 23Q: 3 clusters Score -794158.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5023 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -794249.375000 Penalty: 4334.889648 Iteration 24Q: 3 clusters Score -794249.4 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -794333.375000 Penalty: 4334.889648 Iteration 25Q: 3 clusters Score -794333.4 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5280 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -794417.562500 Penalty: 4334.889648 Iteration 26Q: 3 clusters Score -794417.6 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -794490.875000 Penalty: 4334.889648 Iteration 27Q: 3 clusters Score -794490.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -794550.812500 Penalty: 4334.889648 Iteration 28Q: 3 clusters Score -794550.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5534 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -794603.000000 Penalty: 4334.889648 Iteration 29Q: 3 clusters Score -794603 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5595 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -794650.750000 Penalty: 4334.889648 Iteration 30Q: 3 clusters Score -794650.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5640 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -794690.625000 Penalty: 4334.889648 Iteration 31Q: 3 clusters Score -794690.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5685 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -794729.500000 Penalty: 4334.889648 Iteration 32Q: 3 clusters Score -794729.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5717 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -794752.312500 Penalty: 4334.889648 Iteration 33Q: 3 clusters Score -794752.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5740 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -794769.187500 Penalty: 4334.889648 Iteration 34Q: 3 clusters Score -794769.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5751 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -794779.125000 Penalty: 4334.889648 Iteration 35Q: 3 clusters Score -794779.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -794782.625000 Penalty: 4334.889648 Iteration 36Q: 3 clusters Score -794782.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5767 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -794788.625000 Penalty: 4334.889648 Iteration 37Q: 3 clusters Score -794788.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5772 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -794792.500000 Penalty: 4334.889648 Iteration 38Q: 3 clusters Score -794792.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -794794.500000 Penalty: 4334.889648 Iteration 39Q: 3 clusters Score -794794.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5776 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -794794.500000 Penalty: 4334.889648 Iteration 40F: 3 clusters Score -794794.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Entering Unmasked Estep Score: -32398.220703 Penalty: 1414.538086 Iteration 0F: 2 clusters Score -32398.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -31307.001953 Penalty: 2829.076172 Iteration 0F: 3 clusters Score -31307 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -31628.880859 Penalty: 2829.076172 Iteration 1F: 3 clusters Score -31628.88 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -31731.363281 Penalty: 2829.076172 Iteration 2F: 3 clusters Score -31731.36 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -31843.447266 Penalty: 2829.076172 Iteration 3Q: 3 clusters Score -31843.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 64 members Entering Unmasked Estep Score: -31902.953125 Penalty: 2829.076172 Iteration 4Q: 3 clusters Score -31902.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 62 members Entering Unmasked Estep Score: -31923.335938 Penalty: 2829.076172 Iteration 5Q: 3 clusters Score -31923.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 61 members Entering Unmasked Estep Score: -31947.015625 Penalty: 2829.076172 Iteration 6Q: 3 clusters Score -31947.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -31968.392578 Penalty: 2829.076172 Iteration 7Q: 3 clusters Score -31968.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 59 members Entering Unmasked Estep Score: -31969.939453 Penalty: 2829.076172 Iteration 8F: 3 clusters Score -31969.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -32026.753906 Penalty: 2829.076172 Iteration 9Q: 3 clusters Score -32026.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 58 members Entering Unmasked Estep Score: -32026.753906 Penalty: 2829.076172 Iteration 10F: 3 clusters Score -32026.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2545 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Entering Unmasked Estep Score: -318606.531250 Penalty: 1944.787720 Iteration 0F: 2 clusters Score -318606.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -315626.687500 Penalty: 3889.575439 Iteration 0F: 3 clusters Score -315626.7 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -316162.406250 Penalty: 3889.575439 Iteration 1F: 3 clusters Score -316162.4 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -316294.593750 Penalty: 3889.575439 Iteration 2F: 3 clusters Score -316294.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -316356.531250 Penalty: 3889.575439 Iteration 3Q: 3 clusters Score -316356.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -316399.187500 Penalty: 3889.575439 Iteration 4Q: 3 clusters Score -316399.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1285 members Entering Unmasked Estep Score: -316439.812500 Penalty: 3889.575439 Iteration 5Q: 3 clusters Score -316439.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -316469.593750 Penalty: 3889.575439 Iteration 6Q: 3 clusters Score -316469.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -316492.375000 Penalty: 3889.575439 Iteration 7Q: 3 clusters Score -316492.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -316509.343750 Penalty: 3889.575439 Iteration 8Q: 3 clusters Score -316509.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -316526.218750 Penalty: 3889.575439 Iteration 9Q: 3 clusters Score -316526.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -316538.343750 Penalty: 3889.575439 Iteration 10Q: 3 clusters Score -316538.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -316550.843750 Penalty: 3889.575439 Iteration 11Q: 3 clusters Score -316550.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -316558.187500 Penalty: 3889.575439 Iteration 12Q: 3 clusters Score -316558.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -316562.875000 Penalty: 3889.575439 Iteration 13Q: 3 clusters Score -316562.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -316567.312500 Penalty: 3889.575439 Iteration 14Q: 3 clusters Score -316567.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -316570.156250 Penalty: 3889.575439 Iteration 15Q: 3 clusters Score -316570.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -316572.312500 Penalty: 3889.575439 Iteration 16Q: 3 clusters Score -316572.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -316574.656250 Penalty: 3889.575439 Iteration 17Q: 3 clusters Score -316574.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -316575.531250 Penalty: 3889.575439 Iteration 18Q: 3 clusters Score -316575.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -316577.156250 Penalty: 3889.575439 Iteration 19Q: 3 clusters Score -316577.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -316577.500000 Penalty: 3889.575439 Iteration 20F: 3 clusters Score -316577.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -316577.468750 Penalty: 3889.575439 Iteration 21Q: 3 clusters Score -316577.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -316578.281250 Penalty: 3889.575439 Iteration 22Q: 3 clusters Score -316578.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -316578.875000 Penalty: 3889.575439 Iteration 23Q: 3 clusters Score -316578.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -316579.625000 Penalty: 3889.575439 Iteration 24Q: 3 clusters Score -316579.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -316580.375000 Penalty: 3889.575439 Iteration 25Q: 3 clusters Score -316580.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -316581.593750 Penalty: 3889.575439 Iteration 26Q: 3 clusters Score -316581.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -316583.125000 Penalty: 3889.575439 Iteration 27Q: 3 clusters Score -316583.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -316583.125000 Penalty: 3889.575439 Iteration 28F: 3 clusters Score -316583.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (713 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Entering Unmasked Estep Score: -77168.562500 Penalty: 1629.231323 Iteration 0F: 2 clusters Score -77168.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -75504.757812 Penalty: 3258.462646 Iteration 0F: 3 clusters Score -75504.76 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -75889.187500 Penalty: 3258.462646 Iteration 1F: 3 clusters Score -75889.19 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -76144.523438 Penalty: 3258.462646 Iteration 2F: 3 clusters Score -76144.52 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -76250.164062 Penalty: 3258.462646 Iteration 3F: 3 clusters Score -76250.16 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -76310.351562 Penalty: 3258.462646 Iteration 4Q: 3 clusters Score -76310.35 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -76354.375000 Penalty: 3258.462646 Iteration 5Q: 3 clusters Score -76354.38 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -76407.406250 Penalty: 3258.462646 Iteration 6Q: 3 clusters Score -76407.41 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -76460.953125 Penalty: 3258.462646 Iteration 7Q: 3 clusters Score -76460.95 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -76501.765625 Penalty: 3258.462646 Iteration 8Q: 3 clusters Score -76501.77 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -76541.312500 Penalty: 3258.462646 Iteration 9Q: 3 clusters Score -76541.31 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -76567.421875 Penalty: 3258.462646 Iteration 10Q: 3 clusters Score -76567.42 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -76585.562500 Penalty: 3258.462646 Iteration 11Q: 3 clusters Score -76585.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -76594.804688 Penalty: 3258.462646 Iteration 12Q: 3 clusters Score -76594.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -76603.781250 Penalty: 3258.462646 Iteration 13Q: 3 clusters Score -76603.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -76606.812500 Penalty: 3258.462646 Iteration 14Q: 3 clusters Score -76606.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -76609.062500 Penalty: 3258.462646 Iteration 15Q: 3 clusters Score -76609.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -76610.218750 Penalty: 3258.462646 Iteration 16Q: 3 clusters Score -76610.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -76610.218750 Penalty: 3258.462646 Iteration 17F: 3 clusters Score -76610.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (30666 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30666 members Entering Unmasked Estep Score: -3984302.250000 Penalty: 2562.065674 Iteration 0F: 2 clusters Score -3984302 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15345 members Mstep: Class 2 contains 15321 members Entering Unmasked Estep Score: -3963384.500000 Penalty: 5124.131348 Iteration 0F: 3 clusters Score -3963384 nChanged 13900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15299 members Mstep: Class 2 contains 15367 members Entering Unmasked Estep Score: -3970776.750000 Penalty: 5124.131348 Iteration 1F: 3 clusters Score -3970777 nChanged 1402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15185 members Mstep: Class 2 contains 15481 members Entering Unmasked Estep Score: -3971202.750000 Penalty: 5124.131348 Iteration 2Q: 3 clusters Score -3971203 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15035 members Mstep: Class 2 contains 15631 members Entering Unmasked Estep Score: -3971467.750000 Penalty: 5124.131348 Iteration 3Q: 3 clusters Score -3971468 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14827 members Mstep: Class 2 contains 15839 members Entering Unmasked Estep Score: -3971687.250000 Penalty: 5124.131348 Iteration 4Q: 3 clusters Score -3971687 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14504 members Mstep: Class 2 contains 16162 members Entering Unmasked Estep Score: -3971895.500000 Penalty: 5124.131348 Iteration 5Q: 3 clusters Score -3971896 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14122 members Mstep: Class 2 contains 16544 members Entering Unmasked Estep Score: -3972064.500000 Penalty: 5124.131348 Iteration 6Q: 3 clusters Score -3972064 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13602 members Mstep: Class 2 contains 17064 members Entering Unmasked Estep Score: -3972260.500000 Penalty: 5124.131348 Iteration 7Q: 3 clusters Score -3972260 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12914 members Mstep: Class 2 contains 17752 members Entering Unmasked Estep Score: -3972515.750000 Penalty: 5124.131348 Iteration 8Q: 3 clusters Score -3972516 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12034 members Mstep: Class 2 contains 18632 members Entering Unmasked Estep Score: -3972851.500000 Penalty: 5124.131348 Iteration 9Q: 3 clusters Score -3972852 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10868 members Mstep: Class 2 contains 19798 members Entering Unmasked Estep Score: -3973419.000000 Penalty: 5124.131348 Iteration 10Q: 3 clusters Score -3973419 nChanged 1571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 21331 members Entering Unmasked Estep Score: -3974315.750000 Penalty: 5124.131348 Iteration 11F: 3 clusters Score -3974316 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7469 members Mstep: Class 2 contains 23197 members Entering Unmasked Estep Score: -3975582.750000 Penalty: 5124.131348 Iteration 12F: 3 clusters Score -3975583 nChanged 2088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5393 members Mstep: Class 2 contains 25273 members Entering Unmasked Estep Score: -3977274.500000 Penalty: 5124.131348 Iteration 13F: 3 clusters Score -3977274 nChanged 1947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 27218 members Entering Unmasked Estep Score: -3978990.000000 Penalty: 5124.131348 Iteration 14F: 3 clusters Score -3978990 nChanged 1486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 28698 members Entering Unmasked Estep Score: -3980367.500000 Penalty: 5124.131348 Iteration 15Q: 3 clusters Score -3980368 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 29576 members Entering Unmasked Estep Score: -3981172.500000 Penalty: 5124.131348 Iteration 16Q: 3 clusters Score -3981172 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 30013 members Entering Unmasked Estep Score: -3981614.750000 Penalty: 5124.131348 Iteration 17Q: 3 clusters Score -3981615 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 30228 members Entering Unmasked Estep Score: -3981853.500000 Penalty: 5124.131348 Iteration 18Q: 3 clusters Score -3981854 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 30315 members Entering Unmasked Estep Score: -3981957.750000 Penalty: 5124.131348 Iteration 19Q: 3 clusters Score -3981958 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 30344 members Entering Unmasked Estep Score: -3982003.750000 Penalty: 5124.131348 Iteration 20F: 3 clusters Score -3982004 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 30372 members Entering Unmasked Estep Score: -3982042.000000 Penalty: 5124.131348 Iteration 21Q: 3 clusters Score -3982042 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 30381 members Entering Unmasked Estep Score: -3982059.250000 Penalty: 5124.131348 Iteration 22Q: 3 clusters Score -3982059 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 30385 members Entering Unmasked Estep Score: -3982065.250000 Penalty: 5124.131348 Iteration 23Q: 3 clusters Score -3982065 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 30385 members Entering Unmasked Estep Score: -3982064.250000 Penalty: 5124.131348 Iteration 24Q: 3 clusters Score -3982064 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 30385 members Entering Unmasked Estep Score: -3982064.250000 Penalty: 5124.131348 Iteration 25F: 3 clusters Score -3982064 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Entering Unmasked Estep Score: -58223.890625 Penalty: 1556.140991 Iteration 0F: 2 clusters Score -58223.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -56682.468750 Penalty: 3112.281982 Iteration 0F: 3 clusters Score -56682.47 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -56879.378906 Penalty: 3112.281982 Iteration 1F: 3 clusters Score -56879.38 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -56951.804688 Penalty: 3112.281982 Iteration 2Q: 3 clusters Score -56951.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -56988.535156 Penalty: 3112.281982 Iteration 3Q: 3 clusters Score -56988.54 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -57010.492188 Penalty: 3112.281982 Iteration 4Q: 3 clusters Score -57010.49 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -57038.125000 Penalty: 3112.281982 Iteration 5Q: 3 clusters Score -57038.12 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -57078.218750 Penalty: 3112.281982 Iteration 6Q: 3 clusters Score -57078.22 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -57149.902344 Penalty: 3112.281982 Iteration 7Q: 3 clusters Score -57149.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -57365.996094 Penalty: 3112.281982 Iteration 8Q: 3 clusters Score -57366 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -57513.796875 Penalty: 3112.281982 Iteration 9Q: 3 clusters Score -57513.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -57590.195312 Penalty: 3112.281982 Iteration 10Q: 3 clusters Score -57590.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -57706.652344 Penalty: 3112.281982 Iteration 11Q: 3 clusters Score -57706.65 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -57780.789062 Penalty: 3112.281982 Iteration 12Q: 3 clusters Score -57780.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -57822.625000 Penalty: 3112.281982 Iteration 13Q: 3 clusters Score -57822.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -57860.367188 Penalty: 3112.281982 Iteration 14Q: 3 clusters Score -57860.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -57893.984375 Penalty: 3112.281982 Iteration 15Q: 3 clusters Score -57893.98 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -57929.394531 Penalty: 3112.281982 Iteration 16Q: 3 clusters Score -57929.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -57979.820312 Penalty: 3112.281982 Iteration 17Q: 3 clusters Score -57979.82 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -58066.058594 Penalty: 3112.281982 Iteration 18Q: 3 clusters Score -58066.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -58118.492188 Penalty: 3112.281982 Iteration 19Q: 3 clusters Score -58118.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -58140.949219 Penalty: 3112.281982 Iteration 20F: 3 clusters Score -58140.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -58151.242188 Penalty: 3112.281982 Iteration 21Q: 3 clusters Score -58151.24 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -58159.554688 Penalty: 3112.281982 Iteration 22Q: 3 clusters Score -58159.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -58198.246094 Penalty: 3112.281982 Iteration 23Q: 3 clusters Score -58198.25 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -58297.648438 Penalty: 3112.281982 Iteration 24Q: 3 clusters Score -58297.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -58530.488281 Penalty: 3112.281982 Iteration 25Q: 3 clusters Score -58530.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -58530.488281 Penalty: 3112.281982 Iteration 26F: 3 clusters Score -58530.49 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 24337 members Mstep: Class 2 contains 4503 members Mstep: Class 3 contains 4104 members Mstep: Class 4 contains 4126 members Mstep: Class 5 contains 218 members Mstep: Class 6 contains 13130 members Mstep: Class 7 contains 16411 members Mstep: Class 8 contains 202494 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2938 members Mstep: Class 11 contains 17068 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7462 members Mstep: Class 14 contains 14813 members Mstep: Class 15 contains 3959 members Mstep: Class 16 contains 58074 members Mstep: Class 17 contains 1612 members Mstep: Class 18 contains 1012 members Mstep: Class 19 contains 6246 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2545 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 30666 members Mstep: Class 24 contains 313 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3646 members Mstep: Class 27 contains 23342 members Entering Unmasked Estep Score: -55712084.000000 Penalty: 87094.210938 Splitting cluster 24 changes total score from -55713500.000000 to -55712084.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 25 (360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Entering Unmasked Estep Score: -40424.523438 Penalty: 1459.753784 Iteration 0F: 2 clusters Score -40424.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -39097.601562 Penalty: 2919.507568 Iteration 0F: 3 clusters Score -39097.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -39190.171875 Penalty: 2919.507568 Iteration 1F: 3 clusters Score -39190.17 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -39250.714844 Penalty: 2919.507568 Iteration 2Q: 3 clusters Score -39250.71 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -39290.281250 Penalty: 2919.507568 Iteration 3Q: 3 clusters Score -39290.28 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -39296.757812 Penalty: 2919.507568 Iteration 4Q: 3 clusters Score -39296.76 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -39312.027344 Penalty: 2919.507568 Iteration 5Q: 3 clusters Score -39312.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -39322.625000 Penalty: 2919.507568 Iteration 6Q: 3 clusters Score -39322.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -39342.812500 Penalty: 2919.507568 Iteration 7Q: 3 clusters Score -39342.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -39368.656250 Penalty: 2919.507568 Iteration 8Q: 3 clusters Score -39368.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -39375.316406 Penalty: 2919.507568 Iteration 9Q: 3 clusters Score -39375.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -39381.699219 Penalty: 2919.507568 Iteration 10Q: 3 clusters Score -39381.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -39389.542969 Penalty: 2919.507568 Iteration 11Q: 3 clusters Score -39389.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -39397.242188 Penalty: 2919.507568 Iteration 12Q: 3 clusters Score -39397.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -39416.125000 Penalty: 2919.507568 Iteration 13Q: 3 clusters Score -39416.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -39424.519531 Penalty: 2919.507568 Iteration 14Q: 3 clusters Score -39424.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -39426.699219 Penalty: 2919.507568 Iteration 15Q: 3 clusters Score -39426.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -39430.265625 Penalty: 2919.507568 Iteration 16Q: 3 clusters Score -39430.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -39433.339844 Penalty: 2919.507568 Iteration 17Q: 3 clusters Score -39433.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -39433.339844 Penalty: 2919.507568 Iteration 18F: 3 clusters Score -39433.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (3646 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Entering Unmasked Estep Score: -465560.968750 Penalty: 2033.943604 Iteration 0F: 2 clusters Score -465561 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -461847.781250 Penalty: 4067.887207 Iteration 0F: 3 clusters Score -461847.8 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1747 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -462638.937500 Penalty: 4067.887207 Iteration 1F: 3 clusters Score -462638.9 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -462807.500000 Penalty: 4067.887207 Iteration 2F: 3 clusters Score -462807.5 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -462914.437500 Penalty: 4067.887207 Iteration 3Q: 3 clusters Score -462914.4 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -462995.031250 Penalty: 4067.887207 Iteration 4Q: 3 clusters Score -462995 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -463059.875000 Penalty: 4067.887207 Iteration 5Q: 3 clusters Score -463059.9 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -463124.562500 Penalty: 4067.887207 Iteration 6Q: 3 clusters Score -463124.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -463179.718750 Penalty: 4067.887207 Iteration 7Q: 3 clusters Score -463179.7 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -463226.500000 Penalty: 4067.887207 Iteration 8Q: 3 clusters Score -463226.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -463271.687500 Penalty: 4067.887207 Iteration 9Q: 3 clusters Score -463271.7 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -463316.187500 Penalty: 4067.887207 Iteration 10Q: 3 clusters Score -463316.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -463378.187500 Penalty: 4067.887207 Iteration 11Q: 3 clusters Score -463378.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -463465.812500 Penalty: 4067.887207 Iteration 12Q: 3 clusters Score -463465.8 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -463551.468750 Penalty: 4067.887207 Iteration 13Q: 3 clusters Score -463551.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 2509 members Entering Unmasked Estep Score: -463638.500000 Penalty: 4067.887207 Iteration 14Q: 3 clusters Score -463638.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -463732.781250 Penalty: 4067.887207 Iteration 15Q: 3 clusters Score -463732.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 2637 members Entering Unmasked Estep Score: -463817.593750 Penalty: 4067.887207 Iteration 16Q: 3 clusters Score -463817.6 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -463917.093750 Penalty: 4067.887207 Iteration 17Q: 3 clusters Score -463917.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -464015.906250 Penalty: 4067.887207 Iteration 18Q: 3 clusters Score -464015.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -464132.500000 Penalty: 4067.887207 Iteration 19Q: 3 clusters Score -464132.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -464229.375000 Penalty: 4067.887207 Iteration 20F: 3 clusters Score -464229.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 2841 members Entering Unmasked Estep Score: -464379.531250 Penalty: 4067.887207 Iteration 21Q: 3 clusters Score -464379.5 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -464525.062500 Penalty: 4067.887207 Iteration 22Q: 3 clusters Score -464525.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 2868 members Entering Unmasked Estep Score: -464606.812500 Penalty: 4067.887207 Iteration 23Q: 3 clusters Score -464606.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -464653.312500 Penalty: 4067.887207 Iteration 24Q: 3 clusters Score -464653.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 2862 members Entering Unmasked Estep Score: -464679.750000 Penalty: 4067.887207 Iteration 25Q: 3 clusters Score -464679.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -464693.562500 Penalty: 4067.887207 Iteration 26Q: 3 clusters Score -464693.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -464697.906250 Penalty: 4067.887207 Iteration 27Q: 3 clusters Score -464697.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 2858 members Entering Unmasked Estep Score: -464701.062500 Penalty: 4067.887207 Iteration 28Q: 3 clusters Score -464701.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -464700.968750 Penalty: 4067.887207 Iteration 29Q: 3 clusters Score -464701 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 2857 members Entering Unmasked Estep Score: -464700.968750 Penalty: 4067.887207 Iteration 30F: 3 clusters Score -464701 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (23342 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23342 members Entering Unmasked Estep Score: -3000895.500000 Penalty: 2494.386230 Iteration 0F: 2 clusters Score -3000896 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11692 members Mstep: Class 2 contains 11650 members Entering Unmasked Estep Score: -2984639.750000 Penalty: 4988.772461 Iteration 0F: 3 clusters Score -2984640 nChanged 10453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11529 members Mstep: Class 2 contains 11813 members Entering Unmasked Estep Score: -2990262.250000 Penalty: 4988.772461 Iteration 1F: 3 clusters Score -2990262 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11452 members Mstep: Class 2 contains 11890 members Entering Unmasked Estep Score: -2990647.250000 Penalty: 4988.772461 Iteration 2F: 3 clusters Score -2990647 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11372 members Mstep: Class 2 contains 11970 members Entering Unmasked Estep Score: -2990940.500000 Penalty: 4988.772461 Iteration 3Q: 3 clusters Score -2990940 nChanged 814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11272 members Mstep: Class 2 contains 12070 members Entering Unmasked Estep Score: -2991156.750000 Penalty: 4988.772461 Iteration 4Q: 3 clusters Score -2991157 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11167 members Mstep: Class 2 contains 12175 members Entering Unmasked Estep Score: -2991357.750000 Penalty: 4988.772461 Iteration 5Q: 3 clusters Score -2991358 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11017 members Mstep: Class 2 contains 12325 members Entering Unmasked Estep Score: -2991538.250000 Penalty: 4988.772461 Iteration 6Q: 3 clusters Score -2991538 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10787 members Mstep: Class 2 contains 12555 members Entering Unmasked Estep Score: -2991709.250000 Penalty: 4988.772461 Iteration 7Q: 3 clusters Score -2991709 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10457 members Mstep: Class 2 contains 12885 members Entering Unmasked Estep Score: -2991892.250000 Penalty: 4988.772461 Iteration 8Q: 3 clusters Score -2991892 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10093 members Mstep: Class 2 contains 13249 members Entering Unmasked Estep Score: -2992092.000000 Penalty: 4988.772461 Iteration 9Q: 3 clusters Score -2992092 nChanged 651 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9662 members Mstep: Class 2 contains 13680 members Entering Unmasked Estep Score: -2992280.500000 Penalty: 4988.772461 Iteration 10Q: 3 clusters Score -2992280 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9077 members Mstep: Class 2 contains 14265 members Entering Unmasked Estep Score: -2992542.750000 Penalty: 4988.772461 Iteration 11Q: 3 clusters Score -2992543 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8372 members Mstep: Class 2 contains 14970 members Entering Unmasked Estep Score: -2992865.000000 Penalty: 4988.772461 Iteration 12Q: 3 clusters Score -2992865 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7480 members Mstep: Class 2 contains 15862 members Entering Unmasked Estep Score: -2993336.250000 Penalty: 4988.772461 Iteration 13Q: 3 clusters Score -2993336 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6364 members Mstep: Class 2 contains 16978 members Entering Unmasked Estep Score: -2994075.750000 Penalty: 4988.772461 Iteration 14F: 3 clusters Score -2994076 nChanged 1373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 18285 members Entering Unmasked Estep Score: -2995068.500000 Penalty: 4988.772461 Iteration 15F: 3 clusters Score -2995068 nChanged 1384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3719 members Mstep: Class 2 contains 19623 members Entering Unmasked Estep Score: -2996155.500000 Penalty: 4988.772461 Iteration 16F: 3 clusters Score -2996156 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 20797 members Entering Unmasked Estep Score: -2997210.000000 Penalty: 4988.772461 Iteration 17F: 3 clusters Score -2997210 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 21648 members Entering Unmasked Estep Score: -2997987.500000 Penalty: 4988.772461 Iteration 18Q: 3 clusters Score -2997988 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 22199 members Entering Unmasked Estep Score: -2998487.750000 Penalty: 4988.772461 Iteration 19Q: 3 clusters Score -2998488 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 22471 members Entering Unmasked Estep Score: -2998736.500000 Penalty: 4988.772461 Iteration 20F: 3 clusters Score -2998736 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 22599 members Entering Unmasked Estep Score: -2998843.500000 Penalty: 4988.772461 Iteration 21Q: 3 clusters Score -2998844 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 22673 members Entering Unmasked Estep Score: -2998891.500000 Penalty: 4988.772461 Iteration 22Q: 3 clusters Score -2998892 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 22704 members Entering Unmasked Estep Score: -2998932.500000 Penalty: 4988.772461 Iteration 23Q: 3 clusters Score -2998932 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 22726 members Entering Unmasked Estep Score: -2998952.250000 Penalty: 4988.772461 Iteration 24Q: 3 clusters Score -2998952 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 22739 members Entering Unmasked Estep Score: -2998970.250000 Penalty: 4988.772461 Iteration 25Q: 3 clusters Score -2998970 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 22747 members Entering Unmasked Estep Score: -2998970.750000 Penalty: 4988.772461 Iteration 26Q: 3 clusters Score -2998971 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 22754 members Entering Unmasked Estep Score: -2998976.000000 Penalty: 4988.772461 Iteration 27Q: 3 clusters Score -2998976 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 22758 members Entering Unmasked Estep Score: -2998984.250000 Penalty: 4988.772461 Iteration 28Q: 3 clusters Score -2998984 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 22762 members Entering Unmasked Estep Score: -2998988.500000 Penalty: 4988.772461 Iteration 29Q: 3 clusters Score -2998988 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 22764 members Entering Unmasked Estep Score: -2998988.500000 Penalty: 4988.772461 Iteration 30Q: 3 clusters Score -2998988 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 22763 members Entering Unmasked Estep Score: -2998990.000000 Penalty: 4988.772461 Iteration 31Q: 3 clusters Score -2998990 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 22764 members Entering Unmasked Estep Score: -2998987.250000 Penalty: 4988.772461 Iteration 32Q: 3 clusters Score -2998987 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 22764 members Entering Unmasked Estep Score: -2998992.000000 Penalty: 4988.772461 Iteration 33Q: 3 clusters Score -2998992 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 22764 members Entering Unmasked Estep Score: -2998996.250000 Penalty: 4988.772461 Iteration 34Q: 3 clusters Score -2998996 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 22764 members Entering Unmasked Estep Score: -2998996.250000 Penalty: 4988.772461 Iteration 35Q: 3 clusters Score -2998996 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 22767 members Entering Unmasked Estep Score: -2998994.500000 Penalty: 4988.772461 Iteration 36Q: 3 clusters Score -2998994 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 22770 members Entering Unmasked Estep Score: -2998994.750000 Penalty: 4988.772461 Iteration 37Q: 3 clusters Score -2998995 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 22770 members Entering Unmasked Estep Score: -2998994.750000 Penalty: 4988.772461 Iteration 38F: 3 clusters Score -2998995 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 24337 members Mstep: Class 2 contains 4503 members Mstep: Class 3 contains 4104 members Mstep: Class 4 contains 4126 members Mstep: Class 6 contains 13130 members Mstep: Class 7 contains 16411 members Mstep: Class 8 contains 202494 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2938 members Mstep: Class 11 contains 17068 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7462 members Mstep: Class 14 contains 14813 members Mstep: Class 15 contains 3959 members Mstep: Class 16 contains 58074 members Mstep: Class 17 contains 1612 members Mstep: Class 18 contains 1012 members Mstep: Class 19 contains 6246 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2545 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 30666 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3646 members Mstep: Class 27 contains 23342 members Entering Unmasked Estep ConsiderDeletion Score: -55713460.000000 Penalty: 83868.500000 Iteration 119Q: 27 clusters Score -5.571346e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 24246 members Mstep: Class 2 contains 4506 members Mstep: Class 3 contains 4104 members Mstep: Class 4 contains 4129 members Mstep: Class 6 contains 13136 members Mstep: Class 7 contains 16443 members Mstep: Class 8 contains 202528 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2941 members Mstep: Class 11 contains 17071 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7472 members Mstep: Class 14 contains 14814 members Mstep: Class 15 contains 3960 members Mstep: Class 16 contains 58105 members Mstep: Class 17 contains 1611 members Mstep: Class 18 contains 1011 members Mstep: Class 19 contains 6169 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2545 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 30708 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3647 members Mstep: Class 27 contains 23342 members Entering Unmasked Estep ConsiderDeletion Score: -55713348.000000 Penalty: 83868.500000 Iteration 120F: 27 clusters Score -5.571335e+07 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 24152 members Mstep: Class 2 contains 4506 members Mstep: Class 3 contains 4105 members Mstep: Class 4 contains 4134 members Mstep: Class 6 contains 13141 members Mstep: Class 7 contains 16467 members Mstep: Class 8 contains 202551 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2945 members Mstep: Class 11 contains 17078 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7482 members Mstep: Class 14 contains 14815 members Mstep: Class 15 contains 3962 members Mstep: Class 16 contains 58132 members Mstep: Class 17 contains 1610 members Mstep: Class 18 contains 1012 members Mstep: Class 19 contains 6115 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2545 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 30747 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3648 members Mstep: Class 27 contains 23341 members Entering Unmasked Estep ConsiderDeletion Score: -55713392.000000 Penalty: 83868.500000 Iteration 121Q: 27 clusters Score -5.571339e+07 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 24053 members Mstep: Class 2 contains 4507 members Mstep: Class 3 contains 4107 members Mstep: Class 4 contains 4140 members Mstep: Class 6 contains 13147 members Mstep: Class 7 contains 16496 members Mstep: Class 8 contains 202579 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2947 members Mstep: Class 11 contains 17083 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7491 members Mstep: Class 14 contains 14814 members Mstep: Class 15 contains 3964 members Mstep: Class 16 contains 58155 members Mstep: Class 17 contains 1610 members Mstep: Class 18 contains 1010 members Mstep: Class 19 contains 6072 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2544 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 30779 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3650 members Mstep: Class 27 contains 23340 members Entering Unmasked Estep ConsiderDeletion Score: -55713436.000000 Penalty: 83868.500000 Iteration 122Q: 27 clusters Score -5.571344e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23968 members Mstep: Class 2 contains 4508 members Mstep: Class 3 contains 4107 members Mstep: Class 4 contains 4143 members Mstep: Class 6 contains 13152 members Mstep: Class 7 contains 16524 members Mstep: Class 8 contains 202626 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2950 members Mstep: Class 11 contains 17091 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7500 members Mstep: Class 14 contains 14817 members Mstep: Class 15 contains 3968 members Mstep: Class 16 contains 58171 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 1012 members Mstep: Class 19 contains 6008 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2544 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 30803 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3649 members Mstep: Class 27 contains 23338 members Entering Unmasked Estep ConsiderDeletion Score: -55713332.000000 Penalty: 83868.500000 Iteration 123Q: 27 clusters Score -5.571333e+07 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23890 members Mstep: Class 2 contains 4510 members Mstep: Class 3 contains 4107 members Mstep: Class 4 contains 4151 members Mstep: Class 6 contains 13156 members Mstep: Class 7 contains 16551 members Mstep: Class 8 contains 202645 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2952 members Mstep: Class 11 contains 17093 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7506 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3968 members Mstep: Class 16 contains 58195 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 5963 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2544 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 30829 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3651 members Mstep: Class 27 contains 23335 members Entering Unmasked Estep ConsiderDeletion Score: -55713480.000000 Penalty: 83868.500000 Iteration 124Q: 27 clusters Score -5.571348e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23816 members Mstep: Class 2 contains 4511 members Mstep: Class 3 contains 4109 members Mstep: Class 4 contains 4158 members Mstep: Class 6 contains 13160 members Mstep: Class 7 contains 16576 members Mstep: Class 8 contains 202650 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2957 members Mstep: Class 11 contains 17098 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7514 members Mstep: Class 14 contains 14821 members Mstep: Class 15 contains 3972 members Mstep: Class 16 contains 58213 members Mstep: Class 17 contains 1610 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 5914 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2543 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 30861 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3652 members Mstep: Class 27 contains 23337 members Entering Unmasked Estep ConsiderDeletion Score: -55713520.000000 Penalty: 83868.500000 Iteration 125Q: 27 clusters Score -5.571352e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23756 members Mstep: Class 2 contains 4511 members Mstep: Class 3 contains 4112 members Mstep: Class 4 contains 4161 members Mstep: Class 6 contains 13160 members Mstep: Class 7 contains 16602 members Mstep: Class 8 contains 202644 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2962 members Mstep: Class 11 contains 17105 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7519 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3971 members Mstep: Class 16 contains 58237 members Mstep: Class 17 contains 1609 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 5868 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2541 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 30898 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3654 members Mstep: Class 27 contains 23339 members Entering Unmasked Estep ConsiderDeletion Score: -55713440.000000 Penalty: 83868.500000 Iteration 126Q: 27 clusters Score -5.571344e+07 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23700 members Mstep: Class 2 contains 4513 members Mstep: Class 3 contains 4119 members Mstep: Class 4 contains 4161 members Mstep: Class 6 contains 13160 members Mstep: Class 7 contains 16616 members Mstep: Class 8 contains 202643 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2967 members Mstep: Class 11 contains 17109 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7523 members Mstep: Class 14 contains 14824 members Mstep: Class 15 contains 3971 members Mstep: Class 16 contains 58254 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 1017 members Mstep: Class 19 contains 5840 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2539 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 30927 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3655 members Mstep: Class 27 contains 23342 members Entering Unmasked Estep ConsiderDeletion Score: -55713424.000000 Penalty: 83868.500000 Iteration 127Q: 27 clusters Score -5.571342e+07 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23657 members Mstep: Class 2 contains 4517 members Mstep: Class 3 contains 4125 members Mstep: Class 4 contains 4161 members Mstep: Class 6 contains 13161 members Mstep: Class 7 contains 16637 members Mstep: Class 8 contains 202628 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2970 members Mstep: Class 11 contains 17114 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7528 members Mstep: Class 14 contains 14825 members Mstep: Class 15 contains 3969 members Mstep: Class 16 contains 58279 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 1017 members Mstep: Class 19 contains 5797 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2539 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 30961 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3655 members Mstep: Class 27 contains 23340 members Entering Unmasked Estep ConsiderDeletion Score: -55713416.000000 Penalty: 83868.500000 Iteration 128Q: 27 clusters Score -5.571342e+07 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23617 members Mstep: Class 2 contains 4519 members Mstep: Class 3 contains 4130 members Mstep: Class 4 contains 4163 members Mstep: Class 6 contains 13162 members Mstep: Class 7 contains 16650 members Mstep: Class 8 contains 202648 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2976 members Mstep: Class 11 contains 17115 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7533 members Mstep: Class 14 contains 14825 members Mstep: Class 15 contains 3970 members Mstep: Class 16 contains 58292 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 5746 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2540 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 30982 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3656 members Mstep: Class 27 contains 23340 members Entering Unmasked Estep ConsiderDeletion Score: -55713344.000000 Penalty: 83868.500000 Iteration 129Q: 27 clusters Score -5.571334e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23588 members Mstep: Class 2 contains 4523 members Mstep: Class 3 contains 4134 members Mstep: Class 4 contains 4166 members Mstep: Class 6 contains 13165 members Mstep: Class 7 contains 16663 members Mstep: Class 8 contains 202669 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2981 members Mstep: Class 11 contains 17115 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7536 members Mstep: Class 14 contains 14824 members Mstep: Class 15 contains 3970 members Mstep: Class 16 contains 58306 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 5686 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2539 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31003 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3656 members Mstep: Class 27 contains 23341 members Entering Unmasked Estep ConsiderDeletion Score: -55713432.000000 Penalty: 83868.500000 Iteration 130Q: 27 clusters Score -5.571343e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23562 members Mstep: Class 2 contains 4527 members Mstep: Class 3 contains 4137 members Mstep: Class 4 contains 4166 members Mstep: Class 6 contains 13170 members Mstep: Class 7 contains 16679 members Mstep: Class 8 contains 202681 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2987 members Mstep: Class 11 contains 17107 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7544 members Mstep: Class 14 contains 14824 members Mstep: Class 15 contains 3970 members Mstep: Class 16 contains 58322 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 5623 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2538 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31031 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3656 members Mstep: Class 27 contains 23342 members Entering Unmasked Estep ConsiderDeletion Score: -55713464.000000 Penalty: 83868.500000 Iteration 131Q: 27 clusters Score -5.571346e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23532 members Mstep: Class 2 contains 4533 members Mstep: Class 3 contains 4139 members Mstep: Class 4 contains 4165 members Mstep: Class 6 contains 13175 members Mstep: Class 7 contains 16689 members Mstep: Class 8 contains 202678 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2993 members Mstep: Class 11 contains 17107 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7549 members Mstep: Class 14 contains 14824 members Mstep: Class 15 contains 3970 members Mstep: Class 16 contains 58344 members Mstep: Class 17 contains 1608 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 5570 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2538 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31062 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3656 members Mstep: Class 27 contains 23343 members Entering Unmasked Estep ConsiderDeletion Score: -55713580.000000 Penalty: 83868.500000 Iteration 132Q: 27 clusters Score -5.571358e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23491 members Mstep: Class 2 contains 4539 members Mstep: Class 3 contains 4141 members Mstep: Class 4 contains 4163 members Mstep: Class 6 contains 13177 members Mstep: Class 7 contains 16708 members Mstep: Class 8 contains 202673 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 2997 members Mstep: Class 11 contains 17114 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7550 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3971 members Mstep: Class 16 contains 58371 members Mstep: Class 17 contains 1607 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 5520 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2538 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31090 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3658 members Mstep: Class 27 contains 23343 members Entering Unmasked Estep ConsiderDeletion Score: -55713620.000000 Penalty: 83868.500000 Iteration 133Q: 27 clusters Score -5.571362e+07 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23452 members Mstep: Class 2 contains 4540 members Mstep: Class 3 contains 4143 members Mstep: Class 4 contains 4167 members Mstep: Class 6 contains 13184 members Mstep: Class 7 contains 16722 members Mstep: Class 8 contains 202673 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3002 members Mstep: Class 11 contains 17126 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7551 members Mstep: Class 14 contains 14821 members Mstep: Class 15 contains 3972 members Mstep: Class 16 contains 58397 members Mstep: Class 17 contains 1606 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 5461 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2538 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31117 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3659 members Mstep: Class 27 contains 23343 members Entering Unmasked Estep ConsiderDeletion Score: -55713696.000000 Penalty: 83868.500000 Iteration 134Q: 27 clusters Score -5.57137e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23414 members Mstep: Class 2 contains 4539 members Mstep: Class 3 contains 4146 members Mstep: Class 4 contains 4169 members Mstep: Class 6 contains 13188 members Mstep: Class 7 contains 16740 members Mstep: Class 8 contains 202675 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3006 members Mstep: Class 11 contains 17138 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7554 members Mstep: Class 14 contains 14821 members Mstep: Class 15 contains 3974 members Mstep: Class 16 contains 58426 members Mstep: Class 17 contains 1605 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 5399 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2539 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31137 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3660 members Mstep: Class 27 contains 23343 members Entering Unmasked Estep ConsiderDeletion Score: -55713740.000000 Penalty: 83868.500000 Iteration 135Q: 27 clusters Score -5.571374e+07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23387 members Mstep: Class 2 contains 4541 members Mstep: Class 3 contains 4146 members Mstep: Class 4 contains 4173 members Mstep: Class 6 contains 13191 members Mstep: Class 7 contains 16766 members Mstep: Class 8 contains 202676 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3009 members Mstep: Class 11 contains 17144 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7555 members Mstep: Class 14 contains 14822 members Mstep: Class 15 contains 3976 members Mstep: Class 16 contains 58459 members Mstep: Class 17 contains 1603 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 5325 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2540 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31156 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3660 members Mstep: Class 27 contains 23343 members Entering Unmasked Estep ConsiderDeletion Score: -55713808.000000 Penalty: 83868.500000 Iteration 136Q: 27 clusters Score -5.571381e+07 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23361 members Mstep: Class 2 contains 4543 members Mstep: Class 3 contains 4147 members Mstep: Class 4 contains 4176 members Mstep: Class 6 contains 13194 members Mstep: Class 7 contains 16796 members Mstep: Class 8 contains 202667 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3011 members Mstep: Class 11 contains 17152 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7557 members Mstep: Class 14 contains 14822 members Mstep: Class 15 contains 3979 members Mstep: Class 16 contains 58486 members Mstep: Class 17 contains 1601 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 5254 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2539 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31183 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3662 members Mstep: Class 27 contains 23344 members Entering Unmasked Estep ConsiderDeletion Score: -55713736.000000 Penalty: 83868.500000 Iteration 137Q: 27 clusters Score -5.571374e+07 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23331 members Mstep: Class 2 contains 4545 members Mstep: Class 3 contains 4146 members Mstep: Class 4 contains 4181 members Mstep: Class 6 contains 13196 members Mstep: Class 7 contains 16819 members Mstep: Class 8 contains 202675 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3013 members Mstep: Class 11 contains 17161 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7560 members Mstep: Class 14 contains 14822 members Mstep: Class 15 contains 3978 members Mstep: Class 16 contains 58512 members Mstep: Class 17 contains 1600 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 5186 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2539 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31202 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3662 members Mstep: Class 27 contains 23347 members Entering Unmasked Estep ConsiderDeletion Score: -55713772.000000 Penalty: 83868.500000 Iteration 138Q: 27 clusters Score -5.571377e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23307 members Mstep: Class 2 contains 4548 members Mstep: Class 3 contains 4147 members Mstep: Class 4 contains 4182 members Mstep: Class 6 contains 13199 members Mstep: Class 7 contains 16837 members Mstep: Class 8 contains 202689 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3017 members Mstep: Class 11 contains 17168 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7559 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3979 members Mstep: Class 16 contains 58532 members Mstep: Class 17 contains 1599 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 5122 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2539 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31220 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3662 members Mstep: Class 27 contains 23346 members Entering Unmasked Estep ConsiderDeletion Score: -55713924.000000 Penalty: 83868.500000 Iteration 139Q: 27 clusters Score -5.571392e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23280 members Mstep: Class 2 contains 4550 members Mstep: Class 3 contains 4148 members Mstep: Class 4 contains 4184 members Mstep: Class 6 contains 13204 members Mstep: Class 7 contains 16853 members Mstep: Class 8 contains 202704 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3023 members Mstep: Class 11 contains 17174 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7560 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3979 members Mstep: Class 16 contains 58541 members Mstep: Class 17 contains 1599 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 5071 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2538 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31234 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3663 members Mstep: Class 27 contains 23346 members Entering Unmasked Estep ConsiderDeletion Score: -55713944.000000 Penalty: 83868.500000 Iteration 140F: 27 clusters Score -5.571394e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23258 members Mstep: Class 2 contains 4553 members Mstep: Class 3 contains 4149 members Mstep: Class 4 contains 4184 members Mstep: Class 6 contains 13207 members Mstep: Class 7 contains 16869 members Mstep: Class 8 contains 202695 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3034 members Mstep: Class 11 contains 17176 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7561 members Mstep: Class 14 contains 14824 members Mstep: Class 15 contains 3979 members Mstep: Class 16 contains 58556 members Mstep: Class 17 contains 1599 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 5035 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2537 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31246 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3665 members Mstep: Class 27 contains 23347 members Entering Unmasked Estep ConsiderDeletion Score: -55713840.000000 Penalty: 83868.500000 Iteration 141Q: 27 clusters Score -5.571384e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23231 members Mstep: Class 2 contains 4560 members Mstep: Class 3 contains 4149 members Mstep: Class 4 contains 4183 members Mstep: Class 6 contains 13211 members Mstep: Class 7 contains 16881 members Mstep: Class 8 contains 202696 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3043 members Mstep: Class 11 contains 17177 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7564 members Mstep: Class 14 contains 14826 members Mstep: Class 15 contains 3979 members Mstep: Class 16 contains 58567 members Mstep: Class 17 contains 1599 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 4997 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2535 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31262 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3666 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55713824.000000 Penalty: 83868.500000 Iteration 142Q: 27 clusters Score -5.571382e+07 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23202 members Mstep: Class 2 contains 4567 members Mstep: Class 3 contains 4149 members Mstep: Class 4 contains 4183 members Mstep: Class 6 contains 13214 members Mstep: Class 7 contains 16895 members Mstep: Class 8 contains 202694 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3048 members Mstep: Class 11 contains 17176 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7568 members Mstep: Class 14 contains 14828 members Mstep: Class 15 contains 3979 members Mstep: Class 16 contains 58576 members Mstep: Class 17 contains 1599 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4966 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2535 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31278 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3667 members Mstep: Class 27 contains 23350 members Entering Unmasked Estep ConsiderDeletion Score: -55713768.000000 Penalty: 83868.500000 Iteration 143Q: 27 clusters Score -5.571377e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23179 members Mstep: Class 2 contains 4570 members Mstep: Class 3 contains 4150 members Mstep: Class 4 contains 4184 members Mstep: Class 6 contains 13216 members Mstep: Class 7 contains 16909 members Mstep: Class 8 contains 202697 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3052 members Mstep: Class 11 contains 17177 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7572 members Mstep: Class 14 contains 14827 members Mstep: Class 15 contains 3978 members Mstep: Class 16 contains 58585 members Mstep: Class 17 contains 1598 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4937 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2535 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31290 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23350 members Entering Unmasked Estep ConsiderDeletion Score: -55713784.000000 Penalty: 83868.500000 Iteration 144Q: 27 clusters Score -5.571378e+07 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23153 members Mstep: Class 2 contains 4573 members Mstep: Class 3 contains 4150 members Mstep: Class 4 contains 4184 members Mstep: Class 6 contains 13220 members Mstep: Class 7 contains 16922 members Mstep: Class 8 contains 202696 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 17181 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7574 members Mstep: Class 14 contains 14826 members Mstep: Class 15 contains 3978 members Mstep: Class 16 contains 58594 members Mstep: Class 17 contains 1598 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4919 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2535 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31300 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23350 members Entering Unmasked Estep ConsiderDeletion Score: -55713788.000000 Penalty: 83868.500000 Iteration 145Q: 27 clusters Score -5.571379e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23133 members Mstep: Class 2 contains 4575 members Mstep: Class 3 contains 4150 members Mstep: Class 4 contains 4185 members Mstep: Class 6 contains 13226 members Mstep: Class 7 contains 16935 members Mstep: Class 8 contains 202695 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 17186 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7576 members Mstep: Class 14 contains 14825 members Mstep: Class 15 contains 3978 members Mstep: Class 16 contains 58604 members Mstep: Class 17 contains 1598 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 4895 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2535 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31308 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23350 members Entering Unmasked Estep ConsiderDeletion Score: -55713780.000000 Penalty: 83868.500000 Iteration 146Q: 27 clusters Score -5.571378e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23101 members Mstep: Class 2 contains 4576 members Mstep: Class 3 contains 4150 members Mstep: Class 4 contains 4184 members Mstep: Class 6 contains 13230 members Mstep: Class 7 contains 16955 members Mstep: Class 8 contains 202692 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 17191 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7579 members Mstep: Class 14 contains 14824 members Mstep: Class 15 contains 3978 members Mstep: Class 16 contains 58614 members Mstep: Class 17 contains 1598 members Mstep: Class 18 contains 1011 members Mstep: Class 19 contains 4885 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2534 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31315 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23350 members Entering Unmasked Estep ConsiderDeletion Score: -55713784.000000 Penalty: 83868.500000 Iteration 147Q: 27 clusters Score -5.571378e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23080 members Mstep: Class 2 contains 4575 members Mstep: Class 3 contains 4150 members Mstep: Class 4 contains 4186 members Mstep: Class 6 contains 13237 members Mstep: Class 7 contains 16969 members Mstep: Class 8 contains 202685 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3053 members Mstep: Class 11 contains 17202 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7584 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3977 members Mstep: Class 16 contains 58616 members Mstep: Class 17 contains 1598 members Mstep: Class 18 contains 1010 members Mstep: Class 19 contains 4868 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2533 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31323 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23351 members Entering Unmasked Estep ConsiderDeletion Score: -55713836.000000 Penalty: 83868.500000 Iteration 148Q: 27 clusters Score -5.571384e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23065 members Mstep: Class 2 contains 4576 members Mstep: Class 3 contains 4150 members Mstep: Class 4 contains 4187 members Mstep: Class 6 contains 13243 members Mstep: Class 7 contains 16980 members Mstep: Class 8 contains 202670 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3054 members Mstep: Class 11 contains 17215 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7592 members Mstep: Class 14 contains 14821 members Mstep: Class 15 contains 3977 members Mstep: Class 16 contains 58625 members Mstep: Class 17 contains 1598 members Mstep: Class 18 contains 1011 members Mstep: Class 19 contains 4845 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2532 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31329 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23350 members Entering Unmasked Estep ConsiderDeletion Score: -55713820.000000 Penalty: 83868.500000 Iteration 149Q: 27 clusters Score -5.571382e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23056 members Mstep: Class 2 contains 4578 members Mstep: Class 3 contains 4151 members Mstep: Class 4 contains 4188 members Mstep: Class 6 contains 13242 members Mstep: Class 7 contains 16994 members Mstep: Class 8 contains 202659 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3054 members Mstep: Class 11 contains 17217 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7598 members Mstep: Class 14 contains 14821 members Mstep: Class 15 contains 3976 members Mstep: Class 16 contains 58630 members Mstep: Class 17 contains 1598 members Mstep: Class 18 contains 1011 members Mstep: Class 19 contains 4829 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31338 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55713852.000000 Penalty: 83868.500000 Iteration 150Q: 27 clusters Score -5.571385e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23048 members Mstep: Class 2 contains 4580 members Mstep: Class 3 contains 4153 members Mstep: Class 4 contains 4190 members Mstep: Class 6 contains 13242 members Mstep: Class 7 contains 17002 members Mstep: Class 8 contains 202643 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3054 members Mstep: Class 11 contains 17219 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7605 members Mstep: Class 14 contains 14822 members Mstep: Class 15 contains 3976 members Mstep: Class 16 contains 58641 members Mstep: Class 17 contains 1597 members Mstep: Class 18 contains 1011 members Mstep: Class 19 contains 4813 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31344 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55713876.000000 Penalty: 83868.500000 Iteration 151Q: 27 clusters Score -5.571388e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23043 members Mstep: Class 2 contains 4580 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4190 members Mstep: Class 6 contains 13244 members Mstep: Class 7 contains 17010 members Mstep: Class 8 contains 202629 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3054 members Mstep: Class 11 contains 17221 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7612 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3976 members Mstep: Class 16 contains 58646 members Mstep: Class 17 contains 1595 members Mstep: Class 18 contains 1011 members Mstep: Class 19 contains 4800 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31353 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3667 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55713860.000000 Penalty: 83868.500000 Iteration 152Q: 27 clusters Score -5.571386e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23038 members Mstep: Class 2 contains 4582 members Mstep: Class 3 contains 4153 members Mstep: Class 4 contains 4191 members Mstep: Class 6 contains 13248 members Mstep: Class 7 contains 17015 members Mstep: Class 8 contains 202615 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3054 members Mstep: Class 11 contains 17223 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7617 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3976 members Mstep: Class 16 contains 58657 members Mstep: Class 17 contains 1593 members Mstep: Class 18 contains 1011 members Mstep: Class 19 contains 4784 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31361 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3667 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55713864.000000 Penalty: 83868.500000 Iteration 153Q: 27 clusters Score -5.571386e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23029 members Mstep: Class 2 contains 4582 members Mstep: Class 3 contains 4153 members Mstep: Class 4 contains 4191 members Mstep: Class 6 contains 13252 members Mstep: Class 7 contains 17025 members Mstep: Class 8 contains 202593 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3054 members Mstep: Class 11 contains 17226 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7618 members Mstep: Class 14 contains 14822 members Mstep: Class 15 contains 3976 members Mstep: Class 16 contains 58670 members Mstep: Class 17 contains 1592 members Mstep: Class 18 contains 1011 members Mstep: Class 19 contains 4777 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31369 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55713892.000000 Penalty: 83868.500000 Iteration 154Q: 27 clusters Score -5.571389e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23021 members Mstep: Class 2 contains 4582 members Mstep: Class 3 contains 4153 members Mstep: Class 4 contains 4191 members Mstep: Class 6 contains 13254 members Mstep: Class 7 contains 17035 members Mstep: Class 8 contains 202587 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3054 members Mstep: Class 11 contains 17227 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7620 members Mstep: Class 14 contains 14822 members Mstep: Class 15 contains 3975 members Mstep: Class 16 contains 58676 members Mstep: Class 17 contains 1592 members Mstep: Class 18 contains 1011 members Mstep: Class 19 contains 4766 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31374 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55713856.000000 Penalty: 83868.500000 Iteration 155Q: 27 clusters Score -5.571386e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23009 members Mstep: Class 2 contains 4582 members Mstep: Class 3 contains 4153 members Mstep: Class 4 contains 4191 members Mstep: Class 6 contains 13257 members Mstep: Class 7 contains 17046 members Mstep: Class 8 contains 202575 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3054 members Mstep: Class 11 contains 17229 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7622 members Mstep: Class 14 contains 14822 members Mstep: Class 15 contains 3976 members Mstep: Class 16 contains 58684 members Mstep: Class 17 contains 1592 members Mstep: Class 18 contains 1011 members Mstep: Class 19 contains 4760 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31377 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55713936.000000 Penalty: 83868.500000 Iteration 156Q: 27 clusters Score -5.571394e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 23003 members Mstep: Class 2 contains 4582 members Mstep: Class 3 contains 4153 members Mstep: Class 4 contains 4191 members Mstep: Class 6 contains 13261 members Mstep: Class 7 contains 17054 members Mstep: Class 8 contains 202566 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3054 members Mstep: Class 11 contains 17229 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7624 members Mstep: Class 14 contains 14822 members Mstep: Class 15 contains 3976 members Mstep: Class 16 contains 58690 members Mstep: Class 17 contains 1592 members Mstep: Class 18 contains 1011 members Mstep: Class 19 contains 4750 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31383 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3667 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55713984.000000 Penalty: 83868.500000 Iteration 157Q: 27 clusters Score -5.571398e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22988 members Mstep: Class 2 contains 4582 members Mstep: Class 3 contains 4153 members Mstep: Class 4 contains 4191 members Mstep: Class 6 contains 13261 members Mstep: Class 7 contains 17068 members Mstep: Class 8 contains 202554 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3054 members Mstep: Class 11 contains 17231 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7626 members Mstep: Class 14 contains 14822 members Mstep: Class 15 contains 3976 members Mstep: Class 16 contains 58694 members Mstep: Class 17 contains 1592 members Mstep: Class 18 contains 1011 members Mstep: Class 19 contains 4747 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31391 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3667 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55713964.000000 Penalty: 83868.500000 Iteration 158Q: 27 clusters Score -5.571396e+07 nChanged 65 Entering ConstructFrom: Score: -55713964.000000 Penalty: 83868.500000 Entering ConstructFrom: Trying to split cluster 1 (22976 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22976 members Entering Unmasked Estep Score: -2860290.250000 Penalty: 2490.467041 Iteration 0F: 2 clusters Score -2860290 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11473 members Mstep: Class 2 contains 11503 members Entering Unmasked Estep Score: -2844295.500000 Penalty: 4980.934082 Iteration 0F: 3 clusters Score -2844296 nChanged 10207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11480 members Mstep: Class 2 contains 11496 members Entering Unmasked Estep Score: -2849686.250000 Penalty: 4980.934082 Iteration 1F: 3 clusters Score -2849686 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11470 members Mstep: Class 2 contains 11506 members Entering Unmasked Estep Score: -2850036.750000 Penalty: 4980.934082 Iteration 2Q: 3 clusters Score -2850037 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11494 members Mstep: Class 2 contains 11482 members Entering Unmasked Estep Score: -2850335.750000 Penalty: 4980.934082 Iteration 3Q: 3 clusters Score -2850336 nChanged 860 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11504 members Mstep: Class 2 contains 11472 members Entering Unmasked Estep Score: -2850596.500000 Penalty: 4980.934082 Iteration 4Q: 3 clusters Score -2850596 nChanged 760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11488 members Mstep: Class 2 contains 11488 members Entering Unmasked Estep Score: -2850817.250000 Penalty: 4980.934082 Iteration 5Q: 3 clusters Score -2850817 nChanged 677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11473 members Mstep: Class 2 contains 11503 members Entering Unmasked Estep Score: -2851003.000000 Penalty: 4980.934082 Iteration 6Q: 3 clusters Score -2851003 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11470 members Mstep: Class 2 contains 11506 members Entering Unmasked Estep Score: -2851181.750000 Penalty: 4980.934082 Iteration 7Q: 3 clusters Score -2851182 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11474 members Mstep: Class 2 contains 11502 members Entering Unmasked Estep Score: -2851321.500000 Penalty: 4980.934082 Iteration 8Q: 3 clusters Score -2851322 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11503 members Mstep: Class 2 contains 11473 members Entering Unmasked Estep Score: -2851475.250000 Penalty: 4980.934082 Iteration 9Q: 3 clusters Score -2851475 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11504 members Mstep: Class 2 contains 11472 members Entering Unmasked Estep Score: -2851631.750000 Penalty: 4980.934082 Iteration 10Q: 3 clusters Score -2851632 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11504 members Mstep: Class 2 contains 11472 members Entering Unmasked Estep Score: -2851789.000000 Penalty: 4980.934082 Iteration 11Q: 3 clusters Score -2851789 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11494 members Mstep: Class 2 contains 11482 members Entering Unmasked Estep Score: -2851975.250000 Penalty: 4980.934082 Iteration 12Q: 3 clusters Score -2851975 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11466 members Mstep: Class 2 contains 11510 members Entering Unmasked Estep Score: -2852167.750000 Penalty: 4980.934082 Iteration 13Q: 3 clusters Score -2852168 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11446 members Mstep: Class 2 contains 11530 members Entering Unmasked Estep Score: -2852415.250000 Penalty: 4980.934082 Iteration 14Q: 3 clusters Score -2852415 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11376 members Mstep: Class 2 contains 11600 members Entering Unmasked Estep Score: -2852681.750000 Penalty: 4980.934082 Iteration 15Q: 3 clusters Score -2852682 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11241 members Mstep: Class 2 contains 11735 members Entering Unmasked Estep Score: -2852969.250000 Penalty: 4980.934082 Iteration 16Q: 3 clusters Score -2852969 nChanged 705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11034 members Mstep: Class 2 contains 11942 members Entering Unmasked Estep Score: -2853233.250000 Penalty: 4980.934082 Iteration 17Q: 3 clusters Score -2853233 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10759 members Mstep: Class 2 contains 12217 members Entering Unmasked Estep Score: -2853514.500000 Penalty: 4980.934082 Iteration 18Q: 3 clusters Score -2853514 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10471 members Mstep: Class 2 contains 12505 members Entering Unmasked Estep Score: -2853807.000000 Penalty: 4980.934082 Iteration 19Q: 3 clusters Score -2853807 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10115 members Mstep: Class 2 contains 12861 members Entering Unmasked Estep Score: -2854129.250000 Penalty: 4980.934082 Iteration 20F: 3 clusters Score -2854129 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9762 members Mstep: Class 2 contains 13214 members Entering Unmasked Estep Score: -2854424.250000 Penalty: 4980.934082 Iteration 21Q: 3 clusters Score -2854424 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9391 members Mstep: Class 2 contains 13585 members Entering Unmasked Estep Score: -2854745.250000 Penalty: 4980.934082 Iteration 22Q: 3 clusters Score -2854745 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9024 members Mstep: Class 2 contains 13952 members Entering Unmasked Estep Score: -2854999.500000 Penalty: 4980.934082 Iteration 23Q: 3 clusters Score -2855000 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8679 members Mstep: Class 2 contains 14297 members Entering Unmasked Estep Score: -2855229.500000 Penalty: 4980.934082 Iteration 24Q: 3 clusters Score -2855230 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8374 members Mstep: Class 2 contains 14602 members Entering Unmasked Estep Score: -2855381.750000 Penalty: 4980.934082 Iteration 25Q: 3 clusters Score -2855382 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8084 members Mstep: Class 2 contains 14892 members Entering Unmasked Estep Score: -2855540.000000 Penalty: 4980.934082 Iteration 26Q: 3 clusters Score -2855540 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7794 members Mstep: Class 2 contains 15182 members Entering Unmasked Estep Score: -2855657.500000 Penalty: 4980.934082 Iteration 27Q: 3 clusters Score -2855658 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7514 members Mstep: Class 2 contains 15462 members Entering Unmasked Estep Score: -2855787.750000 Penalty: 4980.934082 Iteration 28Q: 3 clusters Score -2855788 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7243 members Mstep: Class 2 contains 15733 members Entering Unmasked Estep Score: -2855901.750000 Penalty: 4980.934082 Iteration 29Q: 3 clusters Score -2855902 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6973 members Mstep: Class 2 contains 16003 members Entering Unmasked Estep Score: -2855987.500000 Penalty: 4980.934082 Iteration 30Q: 3 clusters Score -2855988 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6742 members Mstep: Class 2 contains 16234 members Entering Unmasked Estep Score: -2856066.000000 Penalty: 4980.934082 Iteration 31Q: 3 clusters Score -2856066 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6527 members Mstep: Class 2 contains 16449 members Entering Unmasked Estep Score: -2856142.250000 Penalty: 4980.934082 Iteration 32Q: 3 clusters Score -2856142 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6298 members Mstep: Class 2 contains 16678 members Entering Unmasked Estep Score: -2856225.500000 Penalty: 4980.934082 Iteration 33Q: 3 clusters Score -2856226 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6092 members Mstep: Class 2 contains 16884 members Entering Unmasked Estep Score: -2856314.500000 Penalty: 4980.934082 Iteration 34Q: 3 clusters Score -2856314 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 17127 members Entering Unmasked Estep Score: -2856415.750000 Penalty: 4980.934082 Iteration 35Q: 3 clusters Score -2856416 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5611 members Mstep: Class 2 contains 17365 members Entering Unmasked Estep Score: -2856520.000000 Penalty: 4980.934082 Iteration 36Q: 3 clusters Score -2856520 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5383 members Mstep: Class 2 contains 17593 members Entering Unmasked Estep Score: -2856611.500000 Penalty: 4980.934082 Iteration 37Q: 3 clusters Score -2856612 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 17793 members Entering Unmasked Estep Score: -2856689.750000 Penalty: 4980.934082 Iteration 38Q: 3 clusters Score -2856690 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4992 members Mstep: Class 2 contains 17984 members Entering Unmasked Estep Score: -2856773.250000 Penalty: 4980.934082 Iteration 39Q: 3 clusters Score -2856773 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 18197 members Entering Unmasked Estep Score: -2856871.500000 Penalty: 4980.934082 Iteration 40F: 3 clusters Score -2856872 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 18441 members Entering Unmasked Estep Score: -2856963.750000 Penalty: 4980.934082 Iteration 41Q: 3 clusters Score -2856964 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 18675 members Entering Unmasked Estep Score: -2857067.500000 Penalty: 4980.934082 Iteration 42Q: 3 clusters Score -2857068 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4056 members Mstep: Class 2 contains 18920 members Entering Unmasked Estep Score: -2857181.500000 Penalty: 4980.934082 Iteration 43Q: 3 clusters Score -2857182 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 19182 members Entering Unmasked Estep Score: -2857304.000000 Penalty: 4980.934082 Iteration 44Q: 3 clusters Score -2857304 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 19430 members Entering Unmasked Estep Score: -2857454.250000 Penalty: 4980.934082 Iteration 45Q: 3 clusters Score -2857454 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 19662 members Entering Unmasked Estep Score: -2857581.250000 Penalty: 4980.934082 Iteration 46Q: 3 clusters Score -2857581 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 19892 members Entering Unmasked Estep Score: -2857728.500000 Penalty: 4980.934082 Iteration 47Q: 3 clusters Score -2857728 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 20103 members Entering Unmasked Estep Score: -2857861.000000 Penalty: 4980.934082 Iteration 48Q: 3 clusters Score -2857861 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 20272 members Entering Unmasked Estep Score: -2857941.000000 Penalty: 4980.934082 Iteration 49Q: 3 clusters Score -2857941 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 20436 members Entering Unmasked Estep Score: -2858026.250000 Penalty: 4980.934082 Iteration 50Q: 3 clusters Score -2858026 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 20561 members Entering Unmasked Estep Score: -2858088.250000 Penalty: 4980.934082 Iteration 51Q: 3 clusters Score -2858088 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 20664 members Entering Unmasked Estep Score: -2858134.500000 Penalty: 4980.934082 Iteration 52Q: 3 clusters Score -2858134 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 20734 members Entering Unmasked Estep Score: -2858144.750000 Penalty: 4980.934082 Iteration 53Q: 3 clusters Score -2858145 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2188 members Mstep: Class 2 contains 20788 members Entering Unmasked Estep Score: -2858157.250000 Penalty: 4980.934082 Iteration 54Q: 3 clusters Score -2858157 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 20832 members Entering Unmasked Estep Score: -2858179.500000 Penalty: 4980.934082 Iteration 55Q: 3 clusters Score -2858180 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 20873 members Entering Unmasked Estep Score: -2858195.000000 Penalty: 4980.934082 Iteration 56Q: 3 clusters Score -2858195 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 20912 members Entering Unmasked Estep Score: -2858203.000000 Penalty: 4980.934082 Iteration 57Q: 3 clusters Score -2858203 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 20948 members Entering Unmasked Estep Score: -2858213.500000 Penalty: 4980.934082 Iteration 58Q: 3 clusters Score -2858214 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 20986 members Entering Unmasked Estep Score: -2858219.750000 Penalty: 4980.934082 Iteration 59Q: 3 clusters Score -2858220 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 21019 members Entering Unmasked Estep Score: -2858232.500000 Penalty: 4980.934082 Iteration 60F: 3 clusters Score -2858232 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 21043 members Entering Unmasked Estep Score: -2858246.000000 Penalty: 4980.934082 Iteration 61Q: 3 clusters Score -2858246 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 21064 members Entering Unmasked Estep Score: -2858257.750000 Penalty: 4980.934082 Iteration 62Q: 3 clusters Score -2858258 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 21078 members Entering Unmasked Estep Score: -2858257.750000 Penalty: 4980.934082 Iteration 63Q: 3 clusters Score -2858258 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 21092 members Entering Unmasked Estep Score: -2858263.000000 Penalty: 4980.934082 Iteration 64Q: 3 clusters Score -2858263 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 21101 members Entering Unmasked Estep Score: -2858267.000000 Penalty: 4980.934082 Iteration 65Q: 3 clusters Score -2858267 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 21116 members Entering Unmasked Estep Score: -2858269.750000 Penalty: 4980.934082 Iteration 66Q: 3 clusters Score -2858270 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 21127 members Entering Unmasked Estep Score: -2858269.250000 Penalty: 4980.934082 Iteration 67Q: 3 clusters Score -2858269 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 21143 members Entering Unmasked Estep Score: -2858274.500000 Penalty: 4980.934082 Iteration 68Q: 3 clusters Score -2858274 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 21157 members Entering Unmasked Estep Score: -2858277.250000 Penalty: 4980.934082 Iteration 69Q: 3 clusters Score -2858277 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 21170 members Entering Unmasked Estep Score: -2858273.500000 Penalty: 4980.934082 Iteration 70Q: 3 clusters Score -2858274 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1796 members Mstep: Class 2 contains 21180 members Entering Unmasked Estep Score: -2858274.250000 Penalty: 4980.934082 Iteration 71Q: 3 clusters Score -2858274 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 21189 members Entering Unmasked Estep Score: -2858278.000000 Penalty: 4980.934082 Iteration 72Q: 3 clusters Score -2858278 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 21202 members Entering Unmasked Estep Score: -2858285.500000 Penalty: 4980.934082 Iteration 73Q: 3 clusters Score -2858286 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 21217 members Entering Unmasked Estep Score: -2858287.750000 Penalty: 4980.934082 Iteration 74Q: 3 clusters Score -2858288 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 21230 members Entering Unmasked Estep Score: -2858282.500000 Penalty: 4980.934082 Iteration 75Q: 3 clusters Score -2858282 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 21244 members Entering Unmasked Estep Score: -2858288.500000 Penalty: 4980.934082 Iteration 76Q: 3 clusters Score -2858288 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 21256 members Entering Unmasked Estep Score: -2858301.000000 Penalty: 4980.934082 Iteration 77Q: 3 clusters Score -2858301 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1707 members Mstep: Class 2 contains 21269 members Entering Unmasked Estep Score: -2858303.750000 Penalty: 4980.934082 Iteration 78Q: 3 clusters Score -2858304 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1694 members Mstep: Class 2 contains 21282 members Entering Unmasked Estep Score: -2858303.750000 Penalty: 4980.934082 Iteration 79Q: 3 clusters Score -2858304 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 21300 members Entering Unmasked Estep Score: -2858319.000000 Penalty: 4980.934082 Iteration 80F: 3 clusters Score -2858319 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 21316 members Entering Unmasked Estep Score: -2858319.750000 Penalty: 4980.934082 Iteration 81Q: 3 clusters Score -2858320 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 21338 members Entering Unmasked Estep Score: -2858325.500000 Penalty: 4980.934082 Iteration 82Q: 3 clusters Score -2858326 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 21353 members Entering Unmasked Estep Score: -2858336.000000 Penalty: 4980.934082 Iteration 83Q: 3 clusters Score -2858336 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1604 members Mstep: Class 2 contains 21372 members Entering Unmasked Estep Score: -2858342.250000 Penalty: 4980.934082 Iteration 84Q: 3 clusters Score -2858342 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 21384 members Entering Unmasked Estep Score: -2858341.250000 Penalty: 4980.934082 Iteration 85Q: 3 clusters Score -2858341 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 21390 members Entering Unmasked Estep Score: -2858341.000000 Penalty: 4980.934082 Iteration 86Q: 3 clusters Score -2858341 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 21402 members Entering Unmasked Estep Score: -2858345.500000 Penalty: 4980.934082 Iteration 87Q: 3 clusters Score -2858346 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 21417 members Entering Unmasked Estep Score: -2858351.000000 Penalty: 4980.934082 Iteration 88Q: 3 clusters Score -2858351 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 21431 members Entering Unmasked Estep Score: -2858352.500000 Penalty: 4980.934082 Iteration 89Q: 3 clusters Score -2858352 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 21444 members Entering Unmasked Estep Score: -2858355.250000 Penalty: 4980.934082 Iteration 90Q: 3 clusters Score -2858355 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 21459 members Entering Unmasked Estep Score: -2858362.250000 Penalty: 4980.934082 Iteration 91Q: 3 clusters Score -2858362 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 21472 members Entering Unmasked Estep Score: -2858369.750000 Penalty: 4980.934082 Iteration 92Q: 3 clusters Score -2858370 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 21483 members Entering Unmasked Estep Score: -2858374.000000 Penalty: 4980.934082 Iteration 93Q: 3 clusters Score -2858374 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 21491 members Entering Unmasked Estep Score: -2858378.250000 Penalty: 4980.934082 Iteration 94Q: 3 clusters Score -2858378 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 21495 members Entering Unmasked Estep Score: -2858380.750000 Penalty: 4980.934082 Iteration 95Q: 3 clusters Score -2858381 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 21500 members Entering Unmasked Estep Score: -2858380.500000 Penalty: 4980.934082 Iteration 96Q: 3 clusters Score -2858380 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 21502 members Entering Unmasked Estep Score: -2858380.500000 Penalty: 4980.934082 Iteration 97Q: 3 clusters Score -2858380 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 21501 members Entering Unmasked Estep Score: -2858382.250000 Penalty: 4980.934082 Iteration 98Q: 3 clusters Score -2858382 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 21502 members Entering Unmasked Estep Score: -2858382.000000 Penalty: 4980.934082 Iteration 99Q: 3 clusters Score -2858382 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 21503 members Entering Unmasked Estep Score: -2858382.750000 Penalty: 4980.934082 Iteration 100F: 3 clusters Score -2858383 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 21505 members Entering Unmasked Estep Score: -2858386.000000 Penalty: 4980.934082 Iteration 101Q: 3 clusters Score -2858386 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 21509 members Entering Unmasked Estep Score: -2858387.000000 Penalty: 4980.934082 Iteration 102Q: 3 clusters Score -2858387 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 21513 members Entering Unmasked Estep Score: -2858380.750000 Penalty: 4980.934082 Iteration 103Q: 3 clusters Score -2858381 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 21514 members Entering Unmasked Estep Score: -2858383.750000 Penalty: 4980.934082 Iteration 104Q: 3 clusters Score -2858384 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 21514 members Entering Unmasked Estep Score: -2858383.750000 Penalty: 4980.934082 Iteration 105F: 3 clusters Score -2858384 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4582 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Entering Unmasked Estep Score: -592446.687500 Penalty: 2090.612793 Iteration 0F: 2 clusters Score -592446.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -588153.062500 Penalty: 4181.225586 Iteration 0F: 3 clusters Score -588153.1 nChanged 1689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -589086.437500 Penalty: 4181.225586 Iteration 1F: 3 clusters Score -589086.4 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -589282.250000 Penalty: 4181.225586 Iteration 2F: 3 clusters Score -589282.2 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 2396 members Entering Unmasked Estep Score: -589386.000000 Penalty: 4181.225586 Iteration 3Q: 3 clusters Score -589386 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -589448.437500 Penalty: 4181.225586 Iteration 4Q: 3 clusters Score -589448.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 2437 members Entering Unmasked Estep Score: -589491.312500 Penalty: 4181.225586 Iteration 5Q: 3 clusters Score -589491.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -589518.500000 Penalty: 4181.225586 Iteration 6Q: 3 clusters Score -589518.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 2478 members Entering Unmasked Estep Score: -589544.812500 Penalty: 4181.225586 Iteration 7Q: 3 clusters Score -589544.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -589560.500000 Penalty: 4181.225586 Iteration 8Q: 3 clusters Score -589560.5 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 2496 members Entering Unmasked Estep Score: -589569.625000 Penalty: 4181.225586 Iteration 9Q: 3 clusters Score -589569.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -589580.625000 Penalty: 4181.225586 Iteration 10Q: 3 clusters Score -589580.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -589592.687500 Penalty: 4181.225586 Iteration 11Q: 3 clusters Score -589592.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2059 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -589603.062500 Penalty: 4181.225586 Iteration 12Q: 3 clusters Score -589603.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -589616.062500 Penalty: 4181.225586 Iteration 13Q: 3 clusters Score -589616.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -589626.562500 Penalty: 4181.225586 Iteration 14Q: 3 clusters Score -589626.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2028 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -589635.500000 Penalty: 4181.225586 Iteration 15Q: 3 clusters Score -589635.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -589642.187500 Penalty: 4181.225586 Iteration 16Q: 3 clusters Score -589642.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2007 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -589647.000000 Penalty: 4181.225586 Iteration 17Q: 3 clusters Score -589647 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -589651.625000 Penalty: 4181.225586 Iteration 18Q: 3 clusters Score -589651.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -589659.062500 Penalty: 4181.225586 Iteration 19Q: 3 clusters Score -589659.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -589666.687500 Penalty: 4181.225586 Iteration 20F: 3 clusters Score -589666.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -589675.750000 Penalty: 4181.225586 Iteration 21Q: 3 clusters Score -589675.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -589684.625000 Penalty: 4181.225586 Iteration 22Q: 3 clusters Score -589684.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -589690.875000 Penalty: 4181.225586 Iteration 23Q: 3 clusters Score -589690.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 2680 members Entering Unmasked Estep Score: -589695.687500 Penalty: 4181.225586 Iteration 24Q: 3 clusters Score -589695.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -589700.562500 Penalty: 4181.225586 Iteration 25Q: 3 clusters Score -589700.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -589703.375000 Penalty: 4181.225586 Iteration 26Q: 3 clusters Score -589703.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -589708.125000 Penalty: 4181.225586 Iteration 27Q: 3 clusters Score -589708.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 2714 members Entering Unmasked Estep Score: -589711.937500 Penalty: 4181.225586 Iteration 28Q: 3 clusters Score -589711.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -589716.187500 Penalty: 4181.225586 Iteration 29Q: 3 clusters Score -589716.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -589720.375000 Penalty: 4181.225586 Iteration 30Q: 3 clusters Score -589720.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -589724.062500 Penalty: 4181.225586 Iteration 31Q: 3 clusters Score -589724.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 2758 members Entering Unmasked Estep Score: -589729.312500 Penalty: 4181.225586 Iteration 32Q: 3 clusters Score -589729.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -589732.375000 Penalty: 4181.225586 Iteration 33Q: 3 clusters Score -589732.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 2779 members Entering Unmasked Estep Score: -589737.875000 Penalty: 4181.225586 Iteration 34Q: 3 clusters Score -589737.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -589741.625000 Penalty: 4181.225586 Iteration 35Q: 3 clusters Score -589741.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 2812 members Entering Unmasked Estep Score: -589748.625000 Penalty: 4181.225586 Iteration 36Q: 3 clusters Score -589748.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -589750.875000 Penalty: 4181.225586 Iteration 37Q: 3 clusters Score -589750.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -589753.062500 Penalty: 4181.225586 Iteration 38Q: 3 clusters Score -589753.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -589755.562500 Penalty: 4181.225586 Iteration 39Q: 3 clusters Score -589755.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -589758.625000 Penalty: 4181.225586 Iteration 40F: 3 clusters Score -589758.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -589761.375000 Penalty: 4181.225586 Iteration 41Q: 3 clusters Score -589761.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 2860 members Entering Unmasked Estep Score: -589762.500000 Penalty: 4181.225586 Iteration 42Q: 3 clusters Score -589762.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1711 members Mstep: Class 2 contains 2871 members Entering Unmasked Estep Score: -589769.375000 Penalty: 4181.225586 Iteration 43Q: 3 clusters Score -589769.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1703 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -589771.812500 Penalty: 4181.225586 Iteration 44Q: 3 clusters Score -589771.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 2887 members Entering Unmasked Estep Score: -589772.062500 Penalty: 4181.225586 Iteration 45Q: 3 clusters Score -589772.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -589774.250000 Penalty: 4181.225586 Iteration 46Q: 3 clusters Score -589774.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -589777.812500 Penalty: 4181.225586 Iteration 47Q: 3 clusters Score -589777.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -589784.687500 Penalty: 4181.225586 Iteration 48Q: 3 clusters Score -589784.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -589787.500000 Penalty: 4181.225586 Iteration 49Q: 3 clusters Score -589787.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -589791.187500 Penalty: 4181.225586 Iteration 50Q: 3 clusters Score -589791.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 2954 members Entering Unmasked Estep Score: -589798.500000 Penalty: 4181.225586 Iteration 51Q: 3 clusters Score -589798.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -589802.187500 Penalty: 4181.225586 Iteration 52Q: 3 clusters Score -589802.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1603 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -589806.500000 Penalty: 4181.225586 Iteration 53Q: 3 clusters Score -589806.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 2998 members Entering Unmasked Estep Score: -589815.875000 Penalty: 4181.225586 Iteration 54Q: 3 clusters Score -589815.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -589826.937500 Penalty: 4181.225586 Iteration 55Q: 3 clusters Score -589826.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -589838.125000 Penalty: 4181.225586 Iteration 56Q: 3 clusters Score -589838.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 3068 members Entering Unmasked Estep Score: -589850.125000 Penalty: 4181.225586 Iteration 57Q: 3 clusters Score -589850.1 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -589861.125000 Penalty: 4181.225586 Iteration 58Q: 3 clusters Score -589861.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 3123 members Entering Unmasked Estep Score: -589875.875000 Penalty: 4181.225586 Iteration 59Q: 3 clusters Score -589875.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -589889.500000 Penalty: 4181.225586 Iteration 60F: 3 clusters Score -589889.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -589901.687500 Penalty: 4181.225586 Iteration 61Q: 3 clusters Score -589901.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -589911.500000 Penalty: 4181.225586 Iteration 62Q: 3 clusters Score -589911.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -589921.812500 Penalty: 4181.225586 Iteration 63Q: 3 clusters Score -589921.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 3259 members Entering Unmasked Estep Score: -589939.250000 Penalty: 4181.225586 Iteration 64Q: 3 clusters Score -589939.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 3298 members Entering Unmasked Estep Score: -589957.375000 Penalty: 4181.225586 Iteration 65Q: 3 clusters Score -589957.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 3334 members Entering Unmasked Estep Score: -589979.187500 Penalty: 4181.225586 Iteration 66Q: 3 clusters Score -589979.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 3372 members Entering Unmasked Estep Score: -589999.625000 Penalty: 4181.225586 Iteration 67Q: 3 clusters Score -589999.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 3406 members Entering Unmasked Estep Score: -590019.937500 Penalty: 4181.225586 Iteration 68Q: 3 clusters Score -590019.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 3447 members Entering Unmasked Estep Score: -590046.687500 Penalty: 4181.225586 Iteration 69Q: 3 clusters Score -590046.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 3506 members Entering Unmasked Estep Score: -590080.437500 Penalty: 4181.225586 Iteration 70Q: 3 clusters Score -590080.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -590106.250000 Penalty: 4181.225586 Iteration 71Q: 3 clusters Score -590106.2 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 3593 members Entering Unmasked Estep Score: -590137.875000 Penalty: 4181.225586 Iteration 72Q: 3 clusters Score -590137.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -590167.875000 Penalty: 4181.225586 Iteration 73Q: 3 clusters Score -590167.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -590203.187500 Penalty: 4181.225586 Iteration 74Q: 3 clusters Score -590203.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -590242.312500 Penalty: 4181.225586 Iteration 75Q: 3 clusters Score -590242.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -590273.562500 Penalty: 4181.225586 Iteration 76Q: 3 clusters Score -590273.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 3827 members Entering Unmasked Estep Score: -590305.875000 Penalty: 4181.225586 Iteration 77Q: 3 clusters Score -590305.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 3866 members Entering Unmasked Estep Score: -590330.187500 Penalty: 4181.225586 Iteration 78Q: 3 clusters Score -590330.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -590351.687500 Penalty: 4181.225586 Iteration 79Q: 3 clusters Score -590351.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -590373.562500 Penalty: 4181.225586 Iteration 80F: 3 clusters Score -590373.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -590397.250000 Penalty: 4181.225586 Iteration 81Q: 3 clusters Score -590397.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 3987 members Entering Unmasked Estep Score: -590418.187500 Penalty: 4181.225586 Iteration 82Q: 3 clusters Score -590418.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 4012 members Entering Unmasked Estep Score: -590436.375000 Penalty: 4181.225586 Iteration 83Q: 3 clusters Score -590436.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 4040 members Entering Unmasked Estep Score: -590454.250000 Penalty: 4181.225586 Iteration 84Q: 3 clusters Score -590454.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 4054 members Entering Unmasked Estep Score: -590466.937500 Penalty: 4181.225586 Iteration 85Q: 3 clusters Score -590466.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -590474.625000 Penalty: 4181.225586 Iteration 86Q: 3 clusters Score -590474.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -590484.000000 Penalty: 4181.225586 Iteration 87Q: 3 clusters Score -590484 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 4084 members Entering Unmasked Estep Score: -590492.750000 Penalty: 4181.225586 Iteration 88Q: 3 clusters Score -590492.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -590501.375000 Penalty: 4181.225586 Iteration 89Q: 3 clusters Score -590501.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -590505.000000 Penalty: 4181.225586 Iteration 90Q: 3 clusters Score -590505 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -590510.437500 Penalty: 4181.225586 Iteration 91Q: 3 clusters Score -590510.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -590514.500000 Penalty: 4181.225586 Iteration 92Q: 3 clusters Score -590514.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -590518.750000 Penalty: 4181.225586 Iteration 93Q: 3 clusters Score -590518.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -590522.062500 Penalty: 4181.225586 Iteration 94Q: 3 clusters Score -590522.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -590524.625000 Penalty: 4181.225586 Iteration 95Q: 3 clusters Score -590524.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -590528.000000 Penalty: 4181.225586 Iteration 96Q: 3 clusters Score -590528 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 4129 members Entering Unmasked Estep Score: -590531.750000 Penalty: 4181.225586 Iteration 97Q: 3 clusters Score -590531.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -590534.312500 Penalty: 4181.225586 Iteration 98Q: 3 clusters Score -590534.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -590535.812500 Penalty: 4181.225586 Iteration 99Q: 3 clusters Score -590535.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 4134 members Entering Unmasked Estep Score: -590535.812500 Penalty: 4181.225586 Iteration 100F: 3 clusters Score -590535.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4153 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Entering Unmasked Estep Score: -525321.687500 Penalty: 2066.233398 Iteration 0F: 2 clusters Score -525321.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -521306.718750 Penalty: 4132.466797 Iteration 0F: 3 clusters Score -521306.7 nChanged 1556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -522242.031250 Penalty: 4132.466797 Iteration 1F: 3 clusters Score -522242 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -522462.218750 Penalty: 4132.466797 Iteration 2F: 3 clusters Score -522462.2 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -522616.968750 Penalty: 4132.466797 Iteration 3F: 3 clusters Score -522617 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -522727.031250 Penalty: 4132.466797 Iteration 4Q: 3 clusters Score -522727 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2469 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -522811.937500 Penalty: 4132.466797 Iteration 5Q: 3 clusters Score -522811.9 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -522887.468750 Penalty: 4132.466797 Iteration 6Q: 3 clusters Score -522887.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -522950.500000 Penalty: 4132.466797 Iteration 7Q: 3 clusters Score -522950.5 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -523005.375000 Penalty: 4132.466797 Iteration 8Q: 3 clusters Score -523005.4 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -523069.937500 Penalty: 4132.466797 Iteration 9Q: 3 clusters Score -523069.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2826 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -523134.000000 Penalty: 4132.466797 Iteration 10Q: 3 clusters Score -523134 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -523193.312500 Penalty: 4132.466797 Iteration 11Q: 3 clusters Score -523193.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -523242.562500 Penalty: 4132.466797 Iteration 12Q: 3 clusters Score -523242.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -523293.875000 Penalty: 4132.466797 Iteration 13Q: 3 clusters Score -523293.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -523341.656250 Penalty: 4132.466797 Iteration 14Q: 3 clusters Score -523341.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -523381.843750 Penalty: 4132.466797 Iteration 15Q: 3 clusters Score -523381.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3217 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -523419.656250 Penalty: 4132.466797 Iteration 16Q: 3 clusters Score -523419.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -523458.281250 Penalty: 4132.466797 Iteration 17Q: 3 clusters Score -523458.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -523492.937500 Penalty: 4132.466797 Iteration 18Q: 3 clusters Score -523492.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3364 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -523529.375000 Penalty: 4132.466797 Iteration 19Q: 3 clusters Score -523529.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3408 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -523564.375000 Penalty: 4132.466797 Iteration 20F: 3 clusters Score -523564.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -523595.031250 Penalty: 4132.466797 Iteration 21Q: 3 clusters Score -523595 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3480 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -523631.343750 Penalty: 4132.466797 Iteration 22Q: 3 clusters Score -523631.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -523652.812500 Penalty: 4132.466797 Iteration 23Q: 3 clusters Score -523652.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3528 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -523670.843750 Penalty: 4132.466797 Iteration 24Q: 3 clusters Score -523670.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3548 members Mstep: Class 2 contains 605 members Entering Unmasked Estep Score: -523681.781250 Penalty: 4132.466797 Iteration 25Q: 3 clusters Score -523681.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -523693.843750 Penalty: 4132.466797 Iteration 26Q: 3 clusters Score -523693.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3582 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -523704.343750 Penalty: 4132.466797 Iteration 27Q: 3 clusters Score -523704.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -523712.218750 Penalty: 4132.466797 Iteration 28Q: 3 clusters Score -523712.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3607 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -523719.812500 Penalty: 4132.466797 Iteration 29Q: 3 clusters Score -523719.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -523730.468750 Penalty: 4132.466797 Iteration 30Q: 3 clusters Score -523730.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3629 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -523739.593750 Penalty: 4132.466797 Iteration 31Q: 3 clusters Score -523739.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -523746.500000 Penalty: 4132.466797 Iteration 32Q: 3 clusters Score -523746.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -523752.625000 Penalty: 4132.466797 Iteration 33Q: 3 clusters Score -523752.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -523754.312500 Penalty: 4132.466797 Iteration 34Q: 3 clusters Score -523754.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -523755.687500 Penalty: 4132.466797 Iteration 35Q: 3 clusters Score -523755.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3659 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -523756.437500 Penalty: 4132.466797 Iteration 36Q: 3 clusters Score -523756.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -523756.937500 Penalty: 4132.466797 Iteration 37Q: 3 clusters Score -523756.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -523758.687500 Penalty: 4132.466797 Iteration 38Q: 3 clusters Score -523758.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -523757.468750 Penalty: 4132.466797 Iteration 39Q: 3 clusters Score -523757.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -523757.468750 Penalty: 4132.466797 Iteration 40F: 3 clusters Score -523757.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4191 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4191 members Entering Unmasked Estep Score: -535617.250000 Penalty: 2068.492188 Iteration 0F: 2 clusters Score -535617.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -531611.125000 Penalty: 4136.984375 Iteration 0F: 3 clusters Score -531611.1 nChanged 1544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -532484.250000 Penalty: 4136.984375 Iteration 1F: 3 clusters Score -532484.2 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -532665.812500 Penalty: 4136.984375 Iteration 2F: 3 clusters Score -532665.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -532762.187500 Penalty: 4136.984375 Iteration 3Q: 3 clusters Score -532762.2 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 1771 members Entering Unmasked Estep Score: -532834.062500 Penalty: 4136.984375 Iteration 4Q: 3 clusters Score -532834.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -532887.437500 Penalty: 4136.984375 Iteration 5Q: 3 clusters Score -532887.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -532927.500000 Penalty: 4136.984375 Iteration 6Q: 3 clusters Score -532927.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -532958.187500 Penalty: 4136.984375 Iteration 7Q: 3 clusters Score -532958.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -532989.937500 Penalty: 4136.984375 Iteration 8Q: 3 clusters Score -532989.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -533037.000000 Penalty: 4136.984375 Iteration 9Q: 3 clusters Score -533037 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2787 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -533083.937500 Penalty: 4136.984375 Iteration 10Q: 3 clusters Score -533083.9 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -533125.562500 Penalty: 4136.984375 Iteration 11Q: 3 clusters Score -533125.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -533163.750000 Penalty: 4136.984375 Iteration 12Q: 3 clusters Score -533163.8 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -533197.812500 Penalty: 4136.984375 Iteration 13Q: 3 clusters Score -533197.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -533227.500000 Penalty: 4136.984375 Iteration 14Q: 3 clusters Score -533227.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -533251.312500 Penalty: 4136.984375 Iteration 15Q: 3 clusters Score -533251.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -533270.187500 Penalty: 4136.984375 Iteration 16Q: 3 clusters Score -533270.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -533299.500000 Penalty: 4136.984375 Iteration 17Q: 3 clusters Score -533299.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3190 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -533326.437500 Penalty: 4136.984375 Iteration 18Q: 3 clusters Score -533326.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -533353.062500 Penalty: 4136.984375 Iteration 19Q: 3 clusters Score -533353.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3274 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -533376.187500 Penalty: 4136.984375 Iteration 20F: 3 clusters Score -533376.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3311 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -533401.812500 Penalty: 4136.984375 Iteration 21Q: 3 clusters Score -533401.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -533430.625000 Penalty: 4136.984375 Iteration 22Q: 3 clusters Score -533430.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -533454.812500 Penalty: 4136.984375 Iteration 23Q: 3 clusters Score -533454.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -533478.500000 Penalty: 4136.984375 Iteration 24Q: 3 clusters Score -533478.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -533507.687500 Penalty: 4136.984375 Iteration 25Q: 3 clusters Score -533507.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -533526.812500 Penalty: 4136.984375 Iteration 26Q: 3 clusters Score -533526.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 655 members Entering Unmasked Estep Score: -533548.625000 Penalty: 4136.984375 Iteration 27Q: 3 clusters Score -533548.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3563 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -533569.312500 Penalty: 4136.984375 Iteration 28Q: 3 clusters Score -533569.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -533592.187500 Penalty: 4136.984375 Iteration 29Q: 3 clusters Score -533592.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -533613.250000 Penalty: 4136.984375 Iteration 30Q: 3 clusters Score -533613.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -533627.750000 Penalty: 4136.984375 Iteration 31Q: 3 clusters Score -533627.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3641 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -533640.187500 Penalty: 4136.984375 Iteration 32Q: 3 clusters Score -533640.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -533659.500000 Penalty: 4136.984375 Iteration 33Q: 3 clusters Score -533659.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3674 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -533673.062500 Penalty: 4136.984375 Iteration 34Q: 3 clusters Score -533673.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -533691.875000 Penalty: 4136.984375 Iteration 35Q: 3 clusters Score -533691.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -533702.000000 Penalty: 4136.984375 Iteration 36Q: 3 clusters Score -533702 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -533711.875000 Penalty: 4136.984375 Iteration 37Q: 3 clusters Score -533711.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -533723.000000 Penalty: 4136.984375 Iteration 38Q: 3 clusters Score -533723 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -533732.750000 Penalty: 4136.984375 Iteration 39Q: 3 clusters Score -533732.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -533737.937500 Penalty: 4136.984375 Iteration 40F: 3 clusters Score -533737.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -533746.625000 Penalty: 4136.984375 Iteration 41Q: 3 clusters Score -533746.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -533750.187500 Penalty: 4136.984375 Iteration 42Q: 3 clusters Score -533750.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3752 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -533757.062500 Penalty: 4136.984375 Iteration 43Q: 3 clusters Score -533757.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -533763.812500 Penalty: 4136.984375 Iteration 44Q: 3 clusters Score -533763.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -533772.437500 Penalty: 4136.984375 Iteration 45Q: 3 clusters Score -533772.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3773 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -533777.812500 Penalty: 4136.984375 Iteration 46Q: 3 clusters Score -533777.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -533781.312500 Penalty: 4136.984375 Iteration 47Q: 3 clusters Score -533781.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3779 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -533786.187500 Penalty: 4136.984375 Iteration 48Q: 3 clusters Score -533786.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -533793.937500 Penalty: 4136.984375 Iteration 49Q: 3 clusters Score -533793.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3788 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -533798.437500 Penalty: 4136.984375 Iteration 50Q: 3 clusters Score -533798.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3793 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -533802.625000 Penalty: 4136.984375 Iteration 51Q: 3 clusters Score -533802.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -533802.937500 Penalty: 4136.984375 Iteration 52Q: 3 clusters Score -533802.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3795 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -533804.625000 Penalty: 4136.984375 Iteration 53Q: 3 clusters Score -533804.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3796 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -533805.625000 Penalty: 4136.984375 Iteration 54Q: 3 clusters Score -533805.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3797 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -533806.187500 Penalty: 4136.984375 Iteration 55Q: 3 clusters Score -533806.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -533807.562500 Penalty: 4136.984375 Iteration 56Q: 3 clusters Score -533807.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -533808.562500 Penalty: 4136.984375 Iteration 57Q: 3 clusters Score -533808.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -533808.875000 Penalty: 4136.984375 Iteration 58Q: 3 clusters Score -533808.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -533809.812500 Penalty: 4136.984375 Iteration 59Q: 3 clusters Score -533809.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -533809.812500 Penalty: 4136.984375 Iteration 60F: 3 clusters Score -533809.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (13263 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13263 members Entering Unmasked Estep Score: -1707226.750000 Penalty: 2354.197754 Iteration 0F: 2 clusters Score -1707227 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6607 members Mstep: Class 2 contains 6656 members Entering Unmasked Estep Score: -1697494.875000 Penalty: 4708.395508 Iteration 0F: 3 clusters Score -1697495 nChanged 5607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -1700499.375000 Penalty: 4708.395508 Iteration 1F: 3 clusters Score -1700499 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6492 members Mstep: Class 2 contains 6771 members Entering Unmasked Estep Score: -1700801.000000 Penalty: 4708.395508 Iteration 2F: 3 clusters Score -1700801 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6470 members Mstep: Class 2 contains 6793 members Entering Unmasked Estep Score: -1701008.125000 Penalty: 4708.395508 Iteration 3Q: 3 clusters Score -1701008 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6498 members Mstep: Class 2 contains 6765 members Entering Unmasked Estep Score: -1701156.500000 Penalty: 4708.395508 Iteration 4Q: 3 clusters Score -1701156 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6502 members Mstep: Class 2 contains 6761 members Entering Unmasked Estep Score: -1701273.250000 Penalty: 4708.395508 Iteration 5Q: 3 clusters Score -1701273 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6494 members Mstep: Class 2 contains 6769 members Entering Unmasked Estep Score: -1701370.750000 Penalty: 4708.395508 Iteration 6Q: 3 clusters Score -1701371 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6508 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -1701458.625000 Penalty: 4708.395508 Iteration 7Q: 3 clusters Score -1701459 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6503 members Mstep: Class 2 contains 6760 members Entering Unmasked Estep Score: -1701524.875000 Penalty: 4708.395508 Iteration 8Q: 3 clusters Score -1701525 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6492 members Mstep: Class 2 contains 6771 members Entering Unmasked Estep Score: -1701592.500000 Penalty: 4708.395508 Iteration 9Q: 3 clusters Score -1701592 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6465 members Mstep: Class 2 contains 6798 members Entering Unmasked Estep Score: -1701657.375000 Penalty: 4708.395508 Iteration 10Q: 3 clusters Score -1701657 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 6848 members Entering Unmasked Estep Score: -1701711.875000 Penalty: 4708.395508 Iteration 11Q: 3 clusters Score -1701712 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6348 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -1701766.625000 Penalty: 4708.395508 Iteration 12Q: 3 clusters Score -1701767 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6267 members Mstep: Class 2 contains 6996 members Entering Unmasked Estep Score: -1701831.250000 Penalty: 4708.395508 Iteration 13Q: 3 clusters Score -1701831 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6168 members Mstep: Class 2 contains 7095 members Entering Unmasked Estep Score: -1701897.625000 Penalty: 4708.395508 Iteration 14Q: 3 clusters Score -1701898 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6045 members Mstep: Class 2 contains 7218 members Entering Unmasked Estep Score: -1701960.000000 Penalty: 4708.395508 Iteration 15Q: 3 clusters Score -1701960 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5882 members Mstep: Class 2 contains 7381 members Entering Unmasked Estep Score: -1702034.875000 Penalty: 4708.395508 Iteration 16Q: 3 clusters Score -1702035 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5702 members Mstep: Class 2 contains 7561 members Entering Unmasked Estep Score: -1702129.375000 Penalty: 4708.395508 Iteration 17Q: 3 clusters Score -1702129 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 7786 members Entering Unmasked Estep Score: -1702254.375000 Penalty: 4708.395508 Iteration 18Q: 3 clusters Score -1702254 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5223 members Mstep: Class 2 contains 8040 members Entering Unmasked Estep Score: -1702408.000000 Penalty: 4708.395508 Iteration 19Q: 3 clusters Score -1702408 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4934 members Mstep: Class 2 contains 8329 members Entering Unmasked Estep Score: -1702591.500000 Penalty: 4708.395508 Iteration 20F: 3 clusters Score -1702592 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4616 members Mstep: Class 2 contains 8647 members Entering Unmasked Estep Score: -1702782.125000 Penalty: 4708.395508 Iteration 21Q: 3 clusters Score -1702782 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 9003 members Entering Unmasked Estep Score: -1703007.250000 Penalty: 4708.395508 Iteration 22Q: 3 clusters Score -1703007 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3851 members Mstep: Class 2 contains 9412 members Entering Unmasked Estep Score: -1703307.875000 Penalty: 4708.395508 Iteration 23Q: 3 clusters Score -1703308 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 9839 members Entering Unmasked Estep Score: -1703665.750000 Penalty: 4708.395508 Iteration 24Q: 3 clusters Score -1703666 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3052 members Mstep: Class 2 contains 10211 members Entering Unmasked Estep Score: -1704041.125000 Penalty: 4708.395508 Iteration 25Q: 3 clusters Score -1704041 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 10543 members Entering Unmasked Estep Score: -1704365.250000 Penalty: 4708.395508 Iteration 26Q: 3 clusters Score -1704365 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 10801 members Entering Unmasked Estep Score: -1704604.875000 Penalty: 4708.395508 Iteration 27Q: 3 clusters Score -1704605 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 11022 members Entering Unmasked Estep Score: -1704816.125000 Penalty: 4708.395508 Iteration 28Q: 3 clusters Score -1704816 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2064 members Mstep: Class 2 contains 11199 members Entering Unmasked Estep Score: -1704959.625000 Penalty: 4708.395508 Iteration 29Q: 3 clusters Score -1704960 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 11330 members Entering Unmasked Estep Score: -1705057.000000 Penalty: 4708.395508 Iteration 30Q: 3 clusters Score -1705057 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 11428 members Entering Unmasked Estep Score: -1705127.625000 Penalty: 4708.395508 Iteration 31Q: 3 clusters Score -1705128 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 11509 members Entering Unmasked Estep Score: -1705194.625000 Penalty: 4708.395508 Iteration 32Q: 3 clusters Score -1705195 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 11567 members Entering Unmasked Estep Score: -1705236.750000 Penalty: 4708.395508 Iteration 33Q: 3 clusters Score -1705237 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 11634 members Entering Unmasked Estep Score: -1705291.000000 Penalty: 4708.395508 Iteration 34Q: 3 clusters Score -1705291 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 11687 members Entering Unmasked Estep Score: -1705338.625000 Penalty: 4708.395508 Iteration 35Q: 3 clusters Score -1705339 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 11740 members Entering Unmasked Estep Score: -1705361.125000 Penalty: 4708.395508 Iteration 36Q: 3 clusters Score -1705361 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 11766 members Entering Unmasked Estep Score: -1705380.875000 Penalty: 4708.395508 Iteration 37Q: 3 clusters Score -1705381 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 11791 members Entering Unmasked Estep Score: -1705389.000000 Penalty: 4708.395508 Iteration 38Q: 3 clusters Score -1705389 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 11807 members Entering Unmasked Estep Score: -1705396.625000 Penalty: 4708.395508 Iteration 39Q: 3 clusters Score -1705397 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 11816 members Entering Unmasked Estep Score: -1705401.875000 Penalty: 4708.395508 Iteration 40F: 3 clusters Score -1705402 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 11823 members Entering Unmasked Estep Score: -1705407.250000 Penalty: 4708.395508 Iteration 41Q: 3 clusters Score -1705407 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 11833 members Entering Unmasked Estep Score: -1705412.625000 Penalty: 4708.395508 Iteration 42Q: 3 clusters Score -1705413 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 11849 members Entering Unmasked Estep Score: -1705418.750000 Penalty: 4708.395508 Iteration 43Q: 3 clusters Score -1705419 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 11864 members Entering Unmasked Estep Score: -1705426.125000 Penalty: 4708.395508 Iteration 44Q: 3 clusters Score -1705426 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 11878 members Entering Unmasked Estep Score: -1705428.375000 Penalty: 4708.395508 Iteration 45Q: 3 clusters Score -1705428 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 11891 members Entering Unmasked Estep Score: -1705436.500000 Penalty: 4708.395508 Iteration 46Q: 3 clusters Score -1705436 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 11905 members Entering Unmasked Estep Score: -1705439.125000 Penalty: 4708.395508 Iteration 47Q: 3 clusters Score -1705439 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 11919 members Entering Unmasked Estep Score: -1705447.750000 Penalty: 4708.395508 Iteration 48Q: 3 clusters Score -1705448 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 11932 members Entering Unmasked Estep Score: -1705452.750000 Penalty: 4708.395508 Iteration 49Q: 3 clusters Score -1705453 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 11942 members Entering Unmasked Estep Score: -1705456.625000 Penalty: 4708.395508 Iteration 50Q: 3 clusters Score -1705457 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 11952 members Entering Unmasked Estep Score: -1705455.750000 Penalty: 4708.395508 Iteration 51Q: 3 clusters Score -1705456 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1305 members Mstep: Class 2 contains 11958 members Entering Unmasked Estep Score: -1705457.500000 Penalty: 4708.395508 Iteration 52Q: 3 clusters Score -1705458 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 11963 members Entering Unmasked Estep Score: -1705456.500000 Penalty: 4708.395508 Iteration 53Q: 3 clusters Score -1705456 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 11965 members Entering Unmasked Estep Score: -1705455.875000 Penalty: 4708.395508 Iteration 54Q: 3 clusters Score -1705456 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 11968 members Entering Unmasked Estep Score: -1705460.000000 Penalty: 4708.395508 Iteration 55Q: 3 clusters Score -1705460 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 11976 members Entering Unmasked Estep Score: -1705461.250000 Penalty: 4708.395508 Iteration 56Q: 3 clusters Score -1705461 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 11980 members Entering Unmasked Estep Score: -1705464.875000 Penalty: 4708.395508 Iteration 57Q: 3 clusters Score -1705465 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 11981 members Entering Unmasked Estep Score: -1705466.125000 Penalty: 4708.395508 Iteration 58Q: 3 clusters Score -1705466 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 11983 members Entering Unmasked Estep Score: -1705466.000000 Penalty: 4708.395508 Iteration 59Q: 3 clusters Score -1705466 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 11986 members Entering Unmasked Estep Score: -1705465.625000 Penalty: 4708.395508 Iteration 60F: 3 clusters Score -1705466 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 11989 members Entering Unmasked Estep Score: -1705466.500000 Penalty: 4708.395508 Iteration 61Q: 3 clusters Score -1705466 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 11990 members Entering Unmasked Estep Score: -1705467.375000 Penalty: 4708.395508 Iteration 62Q: 3 clusters Score -1705467 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 11991 members Entering Unmasked Estep Score: -1705469.500000 Penalty: 4708.395508 Iteration 63Q: 3 clusters Score -1705470 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 11992 members Entering Unmasked Estep Score: -1705470.250000 Penalty: 4708.395508 Iteration 64Q: 3 clusters Score -1705470 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 11992 members Entering Unmasked Estep Score: -1705470.250000 Penalty: 4708.395508 Iteration 65F: 3 clusters Score -1705470 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (17081 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17081 members Entering Unmasked Estep Score: -2207100.250000 Penalty: 2416.938965 Iteration 0F: 2 clusters Score -2207100 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8568 members Mstep: Class 2 contains 8513 members Entering Unmasked Estep Score: -2194851.750000 Penalty: 4833.877930 Iteration 0F: 3 clusters Score -2194852 nChanged 7451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8721 members Mstep: Class 2 contains 8360 members Entering Unmasked Estep Score: -2199045.250000 Penalty: 4833.877930 Iteration 1F: 3 clusters Score -2199045 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8844 members Mstep: Class 2 contains 8237 members Entering Unmasked Estep Score: -2199469.500000 Penalty: 4833.877930 Iteration 2F: 3 clusters Score -2199470 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9017 members Mstep: Class 2 contains 8064 members Entering Unmasked Estep Score: -2199824.500000 Penalty: 4833.877930 Iteration 3Q: 3 clusters Score -2199824 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9239 members Mstep: Class 2 contains 7842 members Entering Unmasked Estep Score: -2200168.000000 Penalty: 4833.877930 Iteration 4Q: 3 clusters Score -2200168 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9558 members Mstep: Class 2 contains 7523 members Entering Unmasked Estep Score: -2200496.500000 Penalty: 4833.877930 Iteration 5Q: 3 clusters Score -2200496 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9941 members Mstep: Class 2 contains 7140 members Entering Unmasked Estep Score: -2200816.250000 Penalty: 4833.877930 Iteration 6Q: 3 clusters Score -2200816 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10418 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -2201161.750000 Penalty: 4833.877930 Iteration 7Q: 3 clusters Score -2201162 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10996 members Mstep: Class 2 contains 6085 members Entering Unmasked Estep Score: -2201565.500000 Penalty: 4833.877930 Iteration 8Q: 3 clusters Score -2201566 nChanged 813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11697 members Mstep: Class 2 contains 5384 members Entering Unmasked Estep Score: -2202068.750000 Penalty: 4833.877930 Iteration 9Q: 3 clusters Score -2202069 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12492 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -2202728.750000 Penalty: 4833.877930 Iteration 10F: 3 clusters Score -2202729 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13266 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -2203454.750000 Penalty: 4833.877930 Iteration 11Q: 3 clusters Score -2203455 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13938 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -2204212.000000 Penalty: 4833.877930 Iteration 12Q: 3 clusters Score -2204212 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14423 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -2204852.000000 Penalty: 4833.877930 Iteration 13Q: 3 clusters Score -2204852 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14698 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -2205253.750000 Penalty: 4833.877930 Iteration 14Q: 3 clusters Score -2205254 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14836 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -2205398.750000 Penalty: 4833.877930 Iteration 15Q: 3 clusters Score -2205399 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14917 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -2205465.250000 Penalty: 4833.877930 Iteration 16Q: 3 clusters Score -2205465 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14972 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -2205509.500000 Penalty: 4833.877930 Iteration 17Q: 3 clusters Score -2205510 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15022 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -2205541.000000 Penalty: 4833.877930 Iteration 18Q: 3 clusters Score -2205541 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15052 members Mstep: Class 2 contains 2029 members Entering Unmasked Estep Score: -2205556.000000 Penalty: 4833.877930 Iteration 19Q: 3 clusters Score -2205556 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15071 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -2205564.500000 Penalty: 4833.877930 Iteration 20F: 3 clusters Score -2205564 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15100 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -2205584.250000 Penalty: 4833.877930 Iteration 21Q: 3 clusters Score -2205584 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15123 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -2205590.750000 Penalty: 4833.877930 Iteration 22Q: 3 clusters Score -2205591 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15148 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -2205606.500000 Penalty: 4833.877930 Iteration 23Q: 3 clusters Score -2205606 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15162 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -2205610.000000 Penalty: 4833.877930 Iteration 24Q: 3 clusters Score -2205610 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15175 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -2205616.000000 Penalty: 4833.877930 Iteration 25Q: 3 clusters Score -2205616 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15184 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -2205618.500000 Penalty: 4833.877930 Iteration 26Q: 3 clusters Score -2205618 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15190 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -2205626.250000 Penalty: 4833.877930 Iteration 27Q: 3 clusters Score -2205626 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15195 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -2205630.250000 Penalty: 4833.877930 Iteration 28Q: 3 clusters Score -2205630 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15200 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -2205632.250000 Penalty: 4833.877930 Iteration 29Q: 3 clusters Score -2205632 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15200 members Mstep: Class 2 contains 1881 members Entering Unmasked Estep Score: -2205636.250000 Penalty: 4833.877930 Iteration 30Q: 3 clusters Score -2205636 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15202 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -2205644.500000 Penalty: 4833.877930 Iteration 31Q: 3 clusters Score -2205644 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15201 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -2205651.500000 Penalty: 4833.877930 Iteration 32Q: 3 clusters Score -2205652 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15190 members Mstep: Class 2 contains 1891 members Entering Unmasked Estep Score: -2205657.250000 Penalty: 4833.877930 Iteration 33Q: 3 clusters Score -2205657 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15183 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -2205662.500000 Penalty: 4833.877930 Iteration 34Q: 3 clusters Score -2205662 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15182 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -2205666.000000 Penalty: 4833.877930 Iteration 35Q: 3 clusters Score -2205666 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15169 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -2205677.750000 Penalty: 4833.877930 Iteration 36Q: 3 clusters Score -2205678 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15153 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -2205691.000000 Penalty: 4833.877930 Iteration 37Q: 3 clusters Score -2205691 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15138 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -2205693.750000 Penalty: 4833.877930 Iteration 38Q: 3 clusters Score -2205694 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15119 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -2205707.500000 Penalty: 4833.877930 Iteration 39Q: 3 clusters Score -2205708 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15105 members Mstep: Class 2 contains 1976 members Entering Unmasked Estep Score: -2205719.250000 Penalty: 4833.877930 Iteration 40F: 3 clusters Score -2205719 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15086 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -2205728.750000 Penalty: 4833.877930 Iteration 41Q: 3 clusters Score -2205729 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15065 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -2205740.500000 Penalty: 4833.877930 Iteration 42Q: 3 clusters Score -2205740 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15051 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -2205749.000000 Penalty: 4833.877930 Iteration 43Q: 3 clusters Score -2205749 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15031 members Mstep: Class 2 contains 2050 members Entering Unmasked Estep Score: -2205765.500000 Penalty: 4833.877930 Iteration 44Q: 3 clusters Score -2205766 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15015 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -2205786.000000 Penalty: 4833.877930 Iteration 45Q: 3 clusters Score -2205786 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14997 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -2205796.250000 Penalty: 4833.877930 Iteration 46Q: 3 clusters Score -2205796 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14972 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -2205813.500000 Penalty: 4833.877930 Iteration 47Q: 3 clusters Score -2205814 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14946 members Mstep: Class 2 contains 2135 members Entering Unmasked Estep Score: -2205828.500000 Penalty: 4833.877930 Iteration 48Q: 3 clusters Score -2205828 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14917 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -2205845.750000 Penalty: 4833.877930 Iteration 49Q: 3 clusters Score -2205846 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14875 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -2205866.250000 Penalty: 4833.877930 Iteration 50Q: 3 clusters Score -2205866 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14842 members Mstep: Class 2 contains 2239 members Entering Unmasked Estep Score: -2205887.500000 Penalty: 4833.877930 Iteration 51Q: 3 clusters Score -2205888 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14806 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -2205907.250000 Penalty: 4833.877930 Iteration 52Q: 3 clusters Score -2205907 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14780 members Mstep: Class 2 contains 2301 members Entering Unmasked Estep Score: -2205932.750000 Penalty: 4833.877930 Iteration 53Q: 3 clusters Score -2205933 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14763 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -2205956.000000 Penalty: 4833.877930 Iteration 54Q: 3 clusters Score -2205956 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14746 members Mstep: Class 2 contains 2335 members Entering Unmasked Estep Score: -2205973.000000 Penalty: 4833.877930 Iteration 55Q: 3 clusters Score -2205973 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14724 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -2205999.250000 Penalty: 4833.877930 Iteration 56Q: 3 clusters Score -2205999 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14690 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -2206015.250000 Penalty: 4833.877930 Iteration 57Q: 3 clusters Score -2206015 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14666 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -2206024.750000 Penalty: 4833.877930 Iteration 58Q: 3 clusters Score -2206025 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14646 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -2206023.500000 Penalty: 4833.877930 Iteration 59Q: 3 clusters Score -2206024 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14629 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -2206031.000000 Penalty: 4833.877930 Iteration 60F: 3 clusters Score -2206031 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14619 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -2206034.500000 Penalty: 4833.877930 Iteration 61Q: 3 clusters Score -2206034 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14599 members Mstep: Class 2 contains 2482 members Entering Unmasked Estep Score: -2206038.750000 Penalty: 4833.877930 Iteration 62Q: 3 clusters Score -2206039 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14581 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -2206044.000000 Penalty: 4833.877930 Iteration 63Q: 3 clusters Score -2206044 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14567 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -2206052.500000 Penalty: 4833.877930 Iteration 64Q: 3 clusters Score -2206052 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14548 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -2206055.500000 Penalty: 4833.877930 Iteration 65Q: 3 clusters Score -2206056 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14538 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -2206059.500000 Penalty: 4833.877930 Iteration 66Q: 3 clusters Score -2206060 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14527 members Mstep: Class 2 contains 2554 members Entering Unmasked Estep Score: -2206060.250000 Penalty: 4833.877930 Iteration 67Q: 3 clusters Score -2206060 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14520 members Mstep: Class 2 contains 2561 members Entering Unmasked Estep Score: -2206063.000000 Penalty: 4833.877930 Iteration 68Q: 3 clusters Score -2206063 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14509 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -2206068.250000 Penalty: 4833.877930 Iteration 69Q: 3 clusters Score -2206068 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14497 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -2206069.750000 Penalty: 4833.877930 Iteration 70Q: 3 clusters Score -2206070 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14489 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -2206072.250000 Penalty: 4833.877930 Iteration 71Q: 3 clusters Score -2206072 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14485 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -2206069.000000 Penalty: 4833.877930 Iteration 72Q: 3 clusters Score -2206069 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14483 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -2206072.750000 Penalty: 4833.877930 Iteration 73Q: 3 clusters Score -2206073 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14478 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -2206070.500000 Penalty: 4833.877930 Iteration 74Q: 3 clusters Score -2206070 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14470 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -2206072.000000 Penalty: 4833.877930 Iteration 75Q: 3 clusters Score -2206072 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14463 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -2206077.500000 Penalty: 4833.877930 Iteration 76Q: 3 clusters Score -2206078 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14458 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -2206076.000000 Penalty: 4833.877930 Iteration 77Q: 3 clusters Score -2206076 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14456 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -2206077.250000 Penalty: 4833.877930 Iteration 78Q: 3 clusters Score -2206077 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14451 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -2206076.750000 Penalty: 4833.877930 Iteration 79Q: 3 clusters Score -2206077 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14441 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -2206081.000000 Penalty: 4833.877930 Iteration 80F: 3 clusters Score -2206081 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14432 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -2206075.750000 Penalty: 4833.877930 Iteration 81Q: 3 clusters Score -2206076 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14420 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -2206078.000000 Penalty: 4833.877930 Iteration 82Q: 3 clusters Score -2206078 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14411 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -2206079.000000 Penalty: 4833.877930 Iteration 83Q: 3 clusters Score -2206079 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14406 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -2206080.750000 Penalty: 4833.877930 Iteration 84Q: 3 clusters Score -2206081 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14400 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -2206077.750000 Penalty: 4833.877930 Iteration 85Q: 3 clusters Score -2206078 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14395 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -2206081.000000 Penalty: 4833.877930 Iteration 86Q: 3 clusters Score -2206081 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14394 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -2206081.500000 Penalty: 4833.877930 Iteration 87Q: 3 clusters Score -2206082 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14393 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -2206084.250000 Penalty: 4833.877930 Iteration 88Q: 3 clusters Score -2206084 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14393 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -2206084.250000 Penalty: 4833.877930 Iteration 89F: 3 clusters Score -2206084 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (202539 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202539 members Entering Unmasked Estep Score: -25551782.000000 Penalty: 3030.234619 Iteration 0F: 2 clusters Score -2.555178e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101435 members Mstep: Class 2 contains 101104 members Entering Unmasked Estep Score: -25418324.000000 Penalty: 6060.469238 Iteration 0F: 3 clusters Score -2.541832e+07 nChanged 97251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106670 members Mstep: Class 2 contains 95869 members Entering Unmasked Estep Score: -25475246.000000 Penalty: 6060.469238 Iteration 1F: 3 clusters Score -2.547525e+07 nChanged 5489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109575 members Mstep: Class 2 contains 92964 members Entering Unmasked Estep Score: -25476234.000000 Penalty: 6060.469238 Iteration 2Q: 3 clusters Score -2.547623e+07 nChanged 6252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114053 members Mstep: Class 2 contains 88486 members Entering Unmasked Estep Score: -25477824.000000 Penalty: 6060.469238 Iteration 3Q: 3 clusters Score -2.547782e+07 nChanged 7840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120869 members Mstep: Class 2 contains 81670 members Entering Unmasked Estep Score: -25481020.000000 Penalty: 6060.469238 Iteration 4Q: 3 clusters Score -2.548102e+07 nChanged 10627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130920 members Mstep: Class 2 contains 71619 members Entering Unmasked Estep Score: -25486568.000000 Penalty: 6060.469238 Iteration 5F: 3 clusters Score -2.548657e+07 nChanged 14318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145006 members Mstep: Class 2 contains 57533 members Entering Unmasked Estep Score: -25496438.000000 Penalty: 6060.469238 Iteration 6F: 3 clusters Score -2.549644e+07 nChanged 17786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162736 members Mstep: Class 2 contains 39803 members Entering Unmasked Estep Score: -25511580.000000 Penalty: 6060.469238 Iteration 7F: 3 clusters Score -2.551158e+07 nChanged 18191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180915 members Mstep: Class 2 contains 21624 members Entering Unmasked Estep Score: -25528974.000000 Penalty: 6060.469238 Iteration 8F: 3 clusters Score -2.552897e+07 nChanged 13118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194033 members Mstep: Class 2 contains 8506 members Entering Unmasked Estep Score: -25541642.000000 Penalty: 6060.469238 Iteration 9F: 3 clusters Score -2.554164e+07 nChanged 5928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199961 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -25546956.000000 Penalty: 6060.469238 Iteration 10Q: 3 clusters Score -2.554696e+07 nChanged 1780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201739 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -25548476.000000 Penalty: 6060.469238 Iteration 11Q: 3 clusters Score -2.554848e+07 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202174 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -25548886.000000 Penalty: 6060.469238 Iteration 12Q: 3 clusters Score -2.554889e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202260 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -25549024.000000 Penalty: 6060.469238 Iteration 13Q: 3 clusters Score -2.554902e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202284 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -25549066.000000 Penalty: 6060.469238 Iteration 14Q: 3 clusters Score -2.554907e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202294 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -25549088.000000 Penalty: 6060.469238 Iteration 15Q: 3 clusters Score -2.554909e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202305 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -25549110.000000 Penalty: 6060.469238 Iteration 16Q: 3 clusters Score -2.554911e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202308 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -25549100.000000 Penalty: 6060.469238 Iteration 17Q: 3 clusters Score -2.55491e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202311 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -25549106.000000 Penalty: 6060.469238 Iteration 18Q: 3 clusters Score -2.554911e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202312 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -25549108.000000 Penalty: 6060.469238 Iteration 19Q: 3 clusters Score -2.554911e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202312 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -25549108.000000 Penalty: 6060.469238 Iteration 20F: 3 clusters Score -2.554911e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (815 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Entering Unmasked Estep Score: -94913.367188 Penalty: 1662.390625 Iteration 0F: 2 clusters Score -94913.37 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 409 members Entering Unmasked Estep Score: -93154.921875 Penalty: 3324.781250 Iteration 0F: 3 clusters Score -93154.92 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -93531.906250 Penalty: 3324.781250 Iteration 1F: 3 clusters Score -93531.91 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -93747.210938 Penalty: 3324.781250 Iteration 2F: 3 clusters Score -93747.21 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -93894.054688 Penalty: 3324.781250 Iteration 3Q: 3 clusters Score -93894.05 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -94037.460938 Penalty: 3324.781250 Iteration 4Q: 3 clusters Score -94037.46 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -94277.585938 Penalty: 3324.781250 Iteration 5Q: 3 clusters Score -94277.59 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -94383.593750 Penalty: 3324.781250 Iteration 6Q: 3 clusters Score -94383.59 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -94479.460938 Penalty: 3324.781250 Iteration 7Q: 3 clusters Score -94479.46 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -94528.625000 Penalty: 3324.781250 Iteration 8Q: 3 clusters Score -94528.62 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -94562.859375 Penalty: 3324.781250 Iteration 9Q: 3 clusters Score -94562.86 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -94585.898438 Penalty: 3324.781250 Iteration 10Q: 3 clusters Score -94585.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -94607.171875 Penalty: 3324.781250 Iteration 11Q: 3 clusters Score -94607.17 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -94636.117188 Penalty: 3324.781250 Iteration 12Q: 3 clusters Score -94636.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -94647.007812 Penalty: 3324.781250 Iteration 13Q: 3 clusters Score -94647.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -94657.117188 Penalty: 3324.781250 Iteration 14Q: 3 clusters Score -94657.12 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -94671.710938 Penalty: 3324.781250 Iteration 15Q: 3 clusters Score -94671.71 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -94686.468750 Penalty: 3324.781250 Iteration 16Q: 3 clusters Score -94686.47 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -94713.109375 Penalty: 3324.781250 Iteration 17Q: 3 clusters Score -94713.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -94788.750000 Penalty: 3324.781250 Iteration 18Q: 3 clusters Score -94788.75 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -94835.742188 Penalty: 3324.781250 Iteration 19Q: 3 clusters Score -94835.74 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -94885.804688 Penalty: 3324.781250 Iteration 20F: 3 clusters Score -94885.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -94945.265625 Penalty: 3324.781250 Iteration 21Q: 3 clusters Score -94945.27 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -95001.585938 Penalty: 3324.781250 Iteration 22Q: 3 clusters Score -95001.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -95025.773438 Penalty: 3324.781250 Iteration 23Q: 3 clusters Score -95025.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -95040.929688 Penalty: 3324.781250 Iteration 24Q: 3 clusters Score -95040.93 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -95051.992188 Penalty: 3324.781250 Iteration 25Q: 3 clusters Score -95051.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -95057.500000 Penalty: 3324.781250 Iteration 26Q: 3 clusters Score -95057.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -95066.148438 Penalty: 3324.781250 Iteration 27Q: 3 clusters Score -95066.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -95074.578125 Penalty: 3324.781250 Iteration 28Q: 3 clusters Score -95074.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -95075.757812 Penalty: 3324.781250 Iteration 29Q: 3 clusters Score -95075.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -95077.390625 Penalty: 3324.781250 Iteration 30Q: 3 clusters Score -95077.39 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -95079.039062 Penalty: 3324.781250 Iteration 31Q: 3 clusters Score -95079.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -95080.367188 Penalty: 3324.781250 Iteration 32Q: 3 clusters Score -95080.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -95082.039062 Penalty: 3324.781250 Iteration 33Q: 3 clusters Score -95082.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -95083.726562 Penalty: 3324.781250 Iteration 34Q: 3 clusters Score -95083.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -95083.726562 Penalty: 3324.781250 Iteration 35F: 3 clusters Score -95083.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22976 members Mstep: Class 2 contains 4582 members Mstep: Class 3 contains 4153 members Mstep: Class 4 contains 4191 members Mstep: Class 5 contains 500 members Mstep: Class 6 contains 13263 members Mstep: Class 7 contains 17081 members Mstep: Class 8 contains 202539 members Mstep: Class 9 contains 315 members Mstep: Class 10 contains 3054 members Mstep: Class 11 contains 17232 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7628 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3976 members Mstep: Class 16 contains 58702 members Mstep: Class 17 contains 1592 members Mstep: Class 18 contains 1011 members Mstep: Class 19 contains 4739 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31399 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3667 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep Score: -55712636.000000 Penalty: 87094.210938 Splitting cluster 9 changes total score from -55713964.000000 to -55712636.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (3054 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Entering Unmasked Estep Score: -391130.281250 Penalty: 1990.003418 Iteration 0F: 2 clusters Score -391130.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -387866.843750 Penalty: 3980.006836 Iteration 0F: 3 clusters Score -387866.8 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -388547.156250 Penalty: 3980.006836 Iteration 1F: 3 clusters Score -388547.2 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -388786.437500 Penalty: 3980.006836 Iteration 2F: 3 clusters Score -388786.4 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -388982.343750 Penalty: 3980.006836 Iteration 3F: 3 clusters Score -388982.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -389186.312500 Penalty: 3980.006836 Iteration 4F: 3 clusters Score -389186.3 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -389408.937500 Penalty: 3980.006836 Iteration 5F: 3 clusters Score -389408.9 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -389642.500000 Penalty: 3980.006836 Iteration 6Q: 3 clusters Score -389642.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2000 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -389831.562500 Penalty: 3980.006836 Iteration 7Q: 3 clusters Score -389831.6 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -389922.687500 Penalty: 3980.006836 Iteration 8Q: 3 clusters Score -389922.7 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -389978.531250 Penalty: 3980.006836 Iteration 9Q: 3 clusters Score -389978.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -390016.437500 Penalty: 3980.006836 Iteration 10Q: 3 clusters Score -390016.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -390037.500000 Penalty: 3980.006836 Iteration 11Q: 3 clusters Score -390037.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -390054.468750 Penalty: 3980.006836 Iteration 12Q: 3 clusters Score -390054.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -390064.500000 Penalty: 3980.006836 Iteration 13Q: 3 clusters Score -390064.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -390076.687500 Penalty: 3980.006836 Iteration 14Q: 3 clusters Score -390076.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1966 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -390084.906250 Penalty: 3980.006836 Iteration 15Q: 3 clusters Score -390084.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -390091.125000 Penalty: 3980.006836 Iteration 16Q: 3 clusters Score -390091.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -390094.125000 Penalty: 3980.006836 Iteration 17Q: 3 clusters Score -390094.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -390101.468750 Penalty: 3980.006836 Iteration 18Q: 3 clusters Score -390101.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -390104.812500 Penalty: 3980.006836 Iteration 19Q: 3 clusters Score -390104.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -390108.218750 Penalty: 3980.006836 Iteration 20F: 3 clusters Score -390108.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -390109.406250 Penalty: 3980.006836 Iteration 21Q: 3 clusters Score -390109.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -390110.812500 Penalty: 3980.006836 Iteration 22Q: 3 clusters Score -390110.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -390110.812500 Penalty: 3980.006836 Iteration 23F: 3 clusters Score -390110.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (17232 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17232 members Entering Unmasked Estep Score: -2227111.750000 Penalty: 2419.121826 Iteration 0F: 2 clusters Score -2227112 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8502 members Mstep: Class 2 contains 8730 members Entering Unmasked Estep Score: -2214789.500000 Penalty: 4838.243652 Iteration 0F: 3 clusters Score -2214790 nChanged 7556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8072 members Mstep: Class 2 contains 9160 members Entering Unmasked Estep Score: -2218851.500000 Penalty: 4838.243652 Iteration 1F: 3 clusters Score -2218852 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7756 members Mstep: Class 2 contains 9476 members Entering Unmasked Estep Score: -2219287.750000 Penalty: 4838.243652 Iteration 2F: 3 clusters Score -2219288 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7320 members Mstep: Class 2 contains 9912 members Entering Unmasked Estep Score: -2219769.250000 Penalty: 4838.243652 Iteration 3F: 3 clusters Score -2219769 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6724 members Mstep: Class 2 contains 10508 members Entering Unmasked Estep Score: -2220367.000000 Penalty: 4838.243652 Iteration 4F: 3 clusters Score -2220367 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5914 members Mstep: Class 2 contains 11318 members Entering Unmasked Estep Score: -2221158.250000 Penalty: 4838.243652 Iteration 5F: 3 clusters Score -2221158 nChanged 1239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4931 members Mstep: Class 2 contains 12301 members Entering Unmasked Estep Score: -2222130.750000 Penalty: 4838.243652 Iteration 6F: 3 clusters Score -2222131 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 13346 members Entering Unmasked Estep Score: -2223218.750000 Penalty: 4838.243652 Iteration 7F: 3 clusters Score -2223219 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 14263 members Entering Unmasked Estep Score: -2224131.750000 Penalty: 4838.243652 Iteration 8F: 3 clusters Score -2224132 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 14950 members Entering Unmasked Estep Score: -2224837.250000 Penalty: 4838.243652 Iteration 9Q: 3 clusters Score -2224837 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 15365 members Entering Unmasked Estep Score: -2225258.250000 Penalty: 4838.243652 Iteration 10Q: 3 clusters Score -2225258 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 15626 members Entering Unmasked Estep Score: -2225544.750000 Penalty: 4838.243652 Iteration 11Q: 3 clusters Score -2225545 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 15786 members Entering Unmasked Estep Score: -2225728.500000 Penalty: 4838.243652 Iteration 12Q: 3 clusters Score -2225728 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 15886 members Entering Unmasked Estep Score: -2225823.500000 Penalty: 4838.243652 Iteration 13Q: 3 clusters Score -2225824 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 15955 members Entering Unmasked Estep Score: -2225875.250000 Penalty: 4838.243652 Iteration 14Q: 3 clusters Score -2225875 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 15997 members Entering Unmasked Estep Score: -2225907.500000 Penalty: 4838.243652 Iteration 15Q: 3 clusters Score -2225908 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 16039 members Entering Unmasked Estep Score: -2225931.750000 Penalty: 4838.243652 Iteration 16Q: 3 clusters Score -2225932 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 16069 members Entering Unmasked Estep Score: -2225956.500000 Penalty: 4838.243652 Iteration 17Q: 3 clusters Score -2225956 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 16103 members Entering Unmasked Estep Score: -2225989.750000 Penalty: 4838.243652 Iteration 18Q: 3 clusters Score -2225990 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 16132 members Entering Unmasked Estep Score: -2226013.250000 Penalty: 4838.243652 Iteration 19Q: 3 clusters Score -2226013 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 16159 members Entering Unmasked Estep Score: -2226032.750000 Penalty: 4838.243652 Iteration 20F: 3 clusters Score -2226033 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 16181 members Entering Unmasked Estep Score: -2226049.500000 Penalty: 4838.243652 Iteration 21Q: 3 clusters Score -2226050 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 16200 members Entering Unmasked Estep Score: -2226068.000000 Penalty: 4838.243652 Iteration 22Q: 3 clusters Score -2226068 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 16221 members Entering Unmasked Estep Score: -2226075.000000 Penalty: 4838.243652 Iteration 23Q: 3 clusters Score -2226075 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 16239 members Entering Unmasked Estep Score: -2226090.000000 Penalty: 4838.243652 Iteration 24Q: 3 clusters Score -2226090 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 16249 members Entering Unmasked Estep Score: -2226103.000000 Penalty: 4838.243652 Iteration 25Q: 3 clusters Score -2226103 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 16263 members Entering Unmasked Estep Score: -2226108.250000 Penalty: 4838.243652 Iteration 26Q: 3 clusters Score -2226108 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 16269 members Entering Unmasked Estep Score: -2226112.750000 Penalty: 4838.243652 Iteration 27Q: 3 clusters Score -2226113 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 16278 members Entering Unmasked Estep Score: -2226118.500000 Penalty: 4838.243652 Iteration 28Q: 3 clusters Score -2226118 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 16283 members Entering Unmasked Estep Score: -2226122.500000 Penalty: 4838.243652 Iteration 29Q: 3 clusters Score -2226122 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 16282 members Entering Unmasked Estep Score: -2226124.000000 Penalty: 4838.243652 Iteration 30Q: 3 clusters Score -2226124 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 16279 members Entering Unmasked Estep Score: -2226123.500000 Penalty: 4838.243652 Iteration 31Q: 3 clusters Score -2226124 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 16279 members Entering Unmasked Estep Score: -2226126.250000 Penalty: 4838.243652 Iteration 32Q: 3 clusters Score -2226126 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 16279 members Entering Unmasked Estep Score: -2226126.250000 Penalty: 4838.243652 Iteration 33F: 3 clusters Score -2226126 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Entering Unmasked Estep Score: -26079.042969 Penalty: 1369.322388 Iteration 0F: 2 clusters Score -26079.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -24951.191406 Penalty: 2738.644775 Iteration 0F: 3 clusters Score -24951.19 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 123 members Mstep: Class 2 contains 127 members Entering Unmasked Estep Score: -25049.296875 Penalty: 2738.644775 Iteration 1F: 3 clusters Score -25049.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -25065.433594 Penalty: 2738.644775 Iteration 2Q: 3 clusters Score -25065.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -25067.976562 Penalty: 2738.644775 Iteration 3Q: 3 clusters Score -25067.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 124 members Entering Unmasked Estep Score: -25067.976562 Penalty: 2738.644775 Iteration 4F: 3 clusters Score -25067.98 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7628 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7628 members Entering Unmasked Estep Score: -986975.062500 Penalty: 2217.016113 Iteration 0F: 2 clusters Score -986975.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -980763.687500 Penalty: 4434.032227 Iteration 0F: 3 clusters Score -980763.7 nChanged 3047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 4126 members Entering Unmasked Estep Score: -982407.750000 Penalty: 4434.032227 Iteration 1F: 3 clusters Score -982407.8 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 4291 members Entering Unmasked Estep Score: -982666.062500 Penalty: 4434.032227 Iteration 2F: 3 clusters Score -982666.1 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3188 members Mstep: Class 2 contains 4440 members Entering Unmasked Estep Score: -982861.750000 Penalty: 4434.032227 Iteration 3Q: 3 clusters Score -982861.8 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -983022.812500 Penalty: 4434.032227 Iteration 4Q: 3 clusters Score -983022.8 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -983145.375000 Penalty: 4434.032227 Iteration 5Q: 3 clusters Score -983145.4 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 4954 members Entering Unmasked Estep Score: -983257.750000 Penalty: 4434.032227 Iteration 6Q: 3 clusters Score -983257.8 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 5145 members Entering Unmasked Estep Score: -983383.000000 Penalty: 4434.032227 Iteration 7Q: 3 clusters Score -983383 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 5359 members Entering Unmasked Estep Score: -983525.437500 Penalty: 4434.032227 Iteration 8Q: 3 clusters Score -983525.4 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -983669.687500 Penalty: 4434.032227 Iteration 9Q: 3 clusters Score -983669.7 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 5828 members Entering Unmasked Estep Score: -983819.187500 Penalty: 4434.032227 Iteration 10Q: 3 clusters Score -983819.2 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 6054 members Entering Unmasked Estep Score: -983968.875000 Penalty: 4434.032227 Iteration 11Q: 3 clusters Score -983968.9 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -984136.375000 Penalty: 4434.032227 Iteration 12Q: 3 clusters Score -984136.4 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 6512 members Entering Unmasked Estep Score: -984306.625000 Penalty: 4434.032227 Iteration 13Q: 3 clusters Score -984306.6 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 6727 members Entering Unmasked Estep Score: -984479.125000 Penalty: 4434.032227 Iteration 14Q: 3 clusters Score -984479.1 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 6894 members Entering Unmasked Estep Score: -984621.625000 Penalty: 4434.032227 Iteration 15Q: 3 clusters Score -984621.6 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 7012 members Entering Unmasked Estep Score: -984722.687500 Penalty: 4434.032227 Iteration 16Q: 3 clusters Score -984722.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 7097 members Entering Unmasked Estep Score: -984796.687500 Penalty: 4434.032227 Iteration 17Q: 3 clusters Score -984796.7 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 7139 members Entering Unmasked Estep Score: -984852.562500 Penalty: 4434.032227 Iteration 18Q: 3 clusters Score -984852.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 7189 members Entering Unmasked Estep Score: -984907.562500 Penalty: 4434.032227 Iteration 19Q: 3 clusters Score -984907.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 7227 members Entering Unmasked Estep Score: -984943.750000 Penalty: 4434.032227 Iteration 20F: 3 clusters Score -984943.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 7247 members Entering Unmasked Estep Score: -984965.875000 Penalty: 4434.032227 Iteration 21Q: 3 clusters Score -984965.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 7263 members Entering Unmasked Estep Score: -984986.250000 Penalty: 4434.032227 Iteration 22Q: 3 clusters Score -984986.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 7276 members Entering Unmasked Estep Score: -985006.312500 Penalty: 4434.032227 Iteration 23Q: 3 clusters Score -985006.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 7284 members Entering Unmasked Estep Score: -985015.062500 Penalty: 4434.032227 Iteration 24Q: 3 clusters Score -985015.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 7296 members Entering Unmasked Estep Score: -985028.812500 Penalty: 4434.032227 Iteration 25Q: 3 clusters Score -985028.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -985039.250000 Penalty: 4434.032227 Iteration 26Q: 3 clusters Score -985039.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 7315 members Entering Unmasked Estep Score: -985053.875000 Penalty: 4434.032227 Iteration 27Q: 3 clusters Score -985053.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 7325 members Entering Unmasked Estep Score: -985067.375000 Penalty: 4434.032227 Iteration 28Q: 3 clusters Score -985067.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 7330 members Entering Unmasked Estep Score: -985075.000000 Penalty: 4434.032227 Iteration 29Q: 3 clusters Score -985075 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 7337 members Entering Unmasked Estep Score: -985083.562500 Penalty: 4434.032227 Iteration 30Q: 3 clusters Score -985083.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 7341 members Entering Unmasked Estep Score: -985088.375000 Penalty: 4434.032227 Iteration 31Q: 3 clusters Score -985088.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 7343 members Entering Unmasked Estep Score: -985091.562500 Penalty: 4434.032227 Iteration 32Q: 3 clusters Score -985091.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 7343 members Entering Unmasked Estep Score: -985092.687500 Penalty: 4434.032227 Iteration 33Q: 3 clusters Score -985092.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -985093.000000 Penalty: 4434.032227 Iteration 34Q: 3 clusters Score -985093 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -985093.000000 Penalty: 4434.032227 Iteration 35F: 3 clusters Score -985093 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (14823 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14823 members Entering Unmasked Estep Score: -1904284.000000 Penalty: 2381.775879 Iteration 0F: 2 clusters Score -1904284 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7381 members Mstep: Class 2 contains 7442 members Entering Unmasked Estep Score: -1893509.000000 Penalty: 4763.551758 Iteration 0F: 3 clusters Score -1893509 nChanged 6430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7509 members Mstep: Class 2 contains 7314 members Entering Unmasked Estep Score: -1896976.250000 Penalty: 4763.551758 Iteration 1F: 3 clusters Score -1896976 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7651 members Mstep: Class 2 contains 7172 members Entering Unmasked Estep Score: -1897388.875000 Penalty: 4763.551758 Iteration 2F: 3 clusters Score -1897389 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7852 members Mstep: Class 2 contains 6971 members Entering Unmasked Estep Score: -1897766.250000 Penalty: 4763.551758 Iteration 3F: 3 clusters Score -1897766 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8059 members Mstep: Class 2 contains 6764 members Entering Unmasked Estep Score: -1898112.250000 Penalty: 4763.551758 Iteration 4Q: 3 clusters Score -1898112 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8335 members Mstep: Class 2 contains 6488 members Entering Unmasked Estep Score: -1898423.375000 Penalty: 4763.551758 Iteration 5Q: 3 clusters Score -1898423 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8668 members Mstep: Class 2 contains 6155 members Entering Unmasked Estep Score: -1898740.750000 Penalty: 4763.551758 Iteration 6Q: 3 clusters Score -1898741 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9110 members Mstep: Class 2 contains 5713 members Entering Unmasked Estep Score: -1899075.625000 Penalty: 4763.551758 Iteration 7Q: 3 clusters Score -1899076 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9618 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -1899435.000000 Penalty: 4763.551758 Iteration 8Q: 3 clusters Score -1899435 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10232 members Mstep: Class 2 contains 4591 members Entering Unmasked Estep Score: -1899847.250000 Penalty: 4763.551758 Iteration 9Q: 3 clusters Score -1899847 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10877 members Mstep: Class 2 contains 3946 members Entering Unmasked Estep Score: -1900276.875000 Penalty: 4763.551758 Iteration 10Q: 3 clusters Score -1900277 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11527 members Mstep: Class 2 contains 3296 members Entering Unmasked Estep Score: -1900717.375000 Penalty: 4763.551758 Iteration 11Q: 3 clusters Score -1900717 nChanged 653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12166 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -1901210.375000 Penalty: 4763.551758 Iteration 12Q: 3 clusters Score -1901210 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12729 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -1901632.875000 Penalty: 4763.551758 Iteration 13Q: 3 clusters Score -1901633 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13194 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -1901980.625000 Penalty: 4763.551758 Iteration 14Q: 3 clusters Score -1901981 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13529 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -1902239.375000 Penalty: 4763.551758 Iteration 15Q: 3 clusters Score -1902239 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13757 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -1902413.250000 Penalty: 4763.551758 Iteration 16Q: 3 clusters Score -1902413 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13933 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -1902547.625000 Penalty: 4763.551758 Iteration 17Q: 3 clusters Score -1902548 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14026 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -1902605.875000 Penalty: 4763.551758 Iteration 18Q: 3 clusters Score -1902606 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14077 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -1902641.500000 Penalty: 4763.551758 Iteration 19Q: 3 clusters Score -1902642 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14128 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -1902669.375000 Penalty: 4763.551758 Iteration 20F: 3 clusters Score -1902669 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14162 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -1902688.625000 Penalty: 4763.551758 Iteration 21Q: 3 clusters Score -1902689 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14184 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -1902704.250000 Penalty: 4763.551758 Iteration 22Q: 3 clusters Score -1902704 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14198 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -1902712.125000 Penalty: 4763.551758 Iteration 23Q: 3 clusters Score -1902712 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14208 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -1902719.750000 Penalty: 4763.551758 Iteration 24Q: 3 clusters Score -1902720 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14219 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -1902728.375000 Penalty: 4763.551758 Iteration 25Q: 3 clusters Score -1902728 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14234 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -1902741.250000 Penalty: 4763.551758 Iteration 26Q: 3 clusters Score -1902741 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14246 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -1902748.750000 Penalty: 4763.551758 Iteration 27Q: 3 clusters Score -1902749 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14257 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -1902759.000000 Penalty: 4763.551758 Iteration 28Q: 3 clusters Score -1902759 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14265 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -1902765.125000 Penalty: 4763.551758 Iteration 29Q: 3 clusters Score -1902765 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14275 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -1902769.125000 Penalty: 4763.551758 Iteration 30Q: 3 clusters Score -1902769 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14284 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -1902772.375000 Penalty: 4763.551758 Iteration 31Q: 3 clusters Score -1902772 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14285 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -1902775.625000 Penalty: 4763.551758 Iteration 32Q: 3 clusters Score -1902776 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14286 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -1902777.875000 Penalty: 4763.551758 Iteration 33Q: 3 clusters Score -1902778 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14287 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -1902779.125000 Penalty: 4763.551758 Iteration 34Q: 3 clusters Score -1902779 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14291 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -1902781.125000 Penalty: 4763.551758 Iteration 35Q: 3 clusters Score -1902781 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14295 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -1902783.250000 Penalty: 4763.551758 Iteration 36Q: 3 clusters Score -1902783 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14297 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -1902781.875000 Penalty: 4763.551758 Iteration 37Q: 3 clusters Score -1902782 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14300 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -1902785.375000 Penalty: 4763.551758 Iteration 38Q: 3 clusters Score -1902785 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14300 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -1902785.375000 Penalty: 4763.551758 Iteration 39F: 3 clusters Score -1902785 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3976 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Entering Unmasked Estep Score: -505153.218750 Penalty: 2055.431885 Iteration 0F: 2 clusters Score -505153.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1989 members Mstep: Class 2 contains 1987 members Entering Unmasked Estep Score: -501278.375000 Penalty: 4110.863770 Iteration 0F: 3 clusters Score -501278.4 nChanged 1456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 1991 members Entering Unmasked Estep Score: -502122.781250 Penalty: 4110.863770 Iteration 1F: 3 clusters Score -502122.8 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 1989 members Entering Unmasked Estep Score: -502322.281250 Penalty: 4110.863770 Iteration 2F: 3 clusters Score -502322.3 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -502430.593750 Penalty: 4110.863770 Iteration 3Q: 3 clusters Score -502430.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -502490.406250 Penalty: 4110.863770 Iteration 4Q: 3 clusters Score -502490.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -502540.406250 Penalty: 4110.863770 Iteration 5Q: 3 clusters Score -502540.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -502584.000000 Penalty: 4110.863770 Iteration 6Q: 3 clusters Score -502584 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 1913 members Entering Unmasked Estep Score: -502618.875000 Penalty: 4110.863770 Iteration 7Q: 3 clusters Score -502618.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -502643.562500 Penalty: 4110.863770 Iteration 8Q: 3 clusters Score -502643.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -502657.000000 Penalty: 4110.863770 Iteration 9Q: 3 clusters Score -502657 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -502666.093750 Penalty: 4110.863770 Iteration 10Q: 3 clusters Score -502666.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -502674.687500 Penalty: 4110.863770 Iteration 11Q: 3 clusters Score -502674.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -502677.843750 Penalty: 4110.863770 Iteration 12Q: 3 clusters Score -502677.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -502682.093750 Penalty: 4110.863770 Iteration 13Q: 3 clusters Score -502682.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -502682.500000 Penalty: 4110.863770 Iteration 14Q: 3 clusters Score -502682.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -502682.906250 Penalty: 4110.863770 Iteration 15Q: 3 clusters Score -502682.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -502683.312500 Penalty: 4110.863770 Iteration 16Q: 3 clusters Score -502683.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2072 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -502683.968750 Penalty: 4110.863770 Iteration 17Q: 3 clusters Score -502684 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -502685.656250 Penalty: 4110.863770 Iteration 18Q: 3 clusters Score -502685.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -502686.156250 Penalty: 4110.863770 Iteration 19Q: 3 clusters Score -502686.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -502687.125000 Penalty: 4110.863770 Iteration 20F: 3 clusters Score -502687.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -502687.031250 Penalty: 4110.863770 Iteration 21Q: 3 clusters Score -502687 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2083 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -502688.656250 Penalty: 4110.863770 Iteration 22Q: 3 clusters Score -502688.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1894 members Entering Unmasked Estep Score: -502688.531250 Penalty: 4110.863770 Iteration 23Q: 3 clusters Score -502688.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -502690.500000 Penalty: 4110.863770 Iteration 24Q: 3 clusters Score -502690.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -502691.281250 Penalty: 4110.863770 Iteration 25Q: 3 clusters Score -502691.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2080 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -502691.281250 Penalty: 4110.863770 Iteration 26F: 3 clusters Score -502691.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (58702 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58702 members Entering Unmasked Estep Score: -7561688.500000 Penalty: 2723.096924 Iteration 0F: 2 clusters Score -7561688 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29352 members Mstep: Class 2 contains 29350 members Entering Unmasked Estep Score: -7522285.500000 Penalty: 5446.193848 Iteration 0F: 3 clusters Score -7522286 nChanged 27280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28764 members Mstep: Class 2 contains 29938 members Entering Unmasked Estep Score: -7537246.500000 Penalty: 5446.193848 Iteration 1F: 3 clusters Score -7537246 nChanged 2102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28422 members Mstep: Class 2 contains 30280 members Entering Unmasked Estep Score: -7537718.000000 Penalty: 5446.193848 Iteration 2Q: 3 clusters Score -7537718 nChanged 1997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27961 members Mstep: Class 2 contains 30741 members Entering Unmasked Estep Score: -7538198.500000 Penalty: 5446.193848 Iteration 3Q: 3 clusters Score -7538198 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27275 members Mstep: Class 2 contains 31427 members Entering Unmasked Estep Score: -7538721.500000 Penalty: 5446.193848 Iteration 4Q: 3 clusters Score -7538722 nChanged 1966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26305 members Mstep: Class 2 contains 32397 members Entering Unmasked Estep Score: -7539258.000000 Penalty: 5446.193848 Iteration 5Q: 3 clusters Score -7539258 nChanged 2189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24934 members Mstep: Class 2 contains 33768 members Entering Unmasked Estep Score: -7539980.500000 Penalty: 5446.193848 Iteration 6Q: 3 clusters Score -7539980 nChanged 2557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23069 members Mstep: Class 2 contains 35633 members Entering Unmasked Estep Score: -7541014.500000 Penalty: 5446.193848 Iteration 7Q: 3 clusters Score -7541014 nChanged 3093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20504 members Mstep: Class 2 contains 38198 members Entering Unmasked Estep Score: -7542702.000000 Penalty: 5446.193848 Iteration 8F: 3 clusters Score -7542702 nChanged 3730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17200 members Mstep: Class 2 contains 41502 members Entering Unmasked Estep Score: -7545242.500000 Penalty: 5446.193848 Iteration 9F: 3 clusters Score -7545242 nChanged 4092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13418 members Mstep: Class 2 contains 45284 members Entering Unmasked Estep Score: -7548584.000000 Penalty: 5446.193848 Iteration 10F: 3 clusters Score -7548584 nChanged 3798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9878 members Mstep: Class 2 contains 48824 members Entering Unmasked Estep Score: -7552187.500000 Penalty: 5446.193848 Iteration 11F: 3 clusters Score -7552188 nChanged 2904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7210 members Mstep: Class 2 contains 51492 members Entering Unmasked Estep Score: -7555114.500000 Penalty: 5446.193848 Iteration 12Q: 3 clusters Score -7555114 nChanged 1832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 53028 members Entering Unmasked Estep Score: -7556817.000000 Penalty: 5446.193848 Iteration 13Q: 3 clusters Score -7556817 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4852 members Mstep: Class 2 contains 53850 members Entering Unmasked Estep Score: -7557612.500000 Penalty: 5446.193848 Iteration 14Q: 3 clusters Score -7557612 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4301 members Mstep: Class 2 contains 54401 members Entering Unmasked Estep Score: -7557969.000000 Penalty: 5446.193848 Iteration 15Q: 3 clusters Score -7557969 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3842 members Mstep: Class 2 contains 54860 members Entering Unmasked Estep Score: -7558214.000000 Penalty: 5446.193848 Iteration 16Q: 3 clusters Score -7558214 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3435 members Mstep: Class 2 contains 55267 members Entering Unmasked Estep Score: -7558375.500000 Penalty: 5446.193848 Iteration 17Q: 3 clusters Score -7558376 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 55603 members Entering Unmasked Estep Score: -7558539.500000 Penalty: 5446.193848 Iteration 18Q: 3 clusters Score -7558540 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 55931 members Entering Unmasked Estep Score: -7558696.000000 Penalty: 5446.193848 Iteration 19Q: 3 clusters Score -7558696 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 56220 members Entering Unmasked Estep Score: -7558843.000000 Penalty: 5446.193848 Iteration 20F: 3 clusters Score -7558843 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2228 members Mstep: Class 2 contains 56474 members Entering Unmasked Estep Score: -7558973.500000 Penalty: 5446.193848 Iteration 21Q: 3 clusters Score -7558974 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 56677 members Entering Unmasked Estep Score: -7559054.000000 Penalty: 5446.193848 Iteration 22Q: 3 clusters Score -7559054 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 56824 members Entering Unmasked Estep Score: -7559115.000000 Penalty: 5446.193848 Iteration 23Q: 3 clusters Score -7559115 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 56969 members Entering Unmasked Estep Score: -7559155.500000 Penalty: 5446.193848 Iteration 24Q: 3 clusters Score -7559156 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 57075 members Entering Unmasked Estep Score: -7559192.500000 Penalty: 5446.193848 Iteration 25Q: 3 clusters Score -7559192 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 57157 members Entering Unmasked Estep Score: -7559219.000000 Penalty: 5446.193848 Iteration 26Q: 3 clusters Score -7559219 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 57236 members Entering Unmasked Estep Score: -7559243.500000 Penalty: 5446.193848 Iteration 27Q: 3 clusters Score -7559244 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 57310 members Entering Unmasked Estep Score: -7559266.500000 Penalty: 5446.193848 Iteration 28Q: 3 clusters Score -7559266 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 57357 members Entering Unmasked Estep Score: -7559286.000000 Penalty: 5446.193848 Iteration 29Q: 3 clusters Score -7559286 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 57396 members Entering Unmasked Estep Score: -7559298.500000 Penalty: 5446.193848 Iteration 30Q: 3 clusters Score -7559298 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 57435 members Entering Unmasked Estep Score: -7559329.000000 Penalty: 5446.193848 Iteration 31Q: 3 clusters Score -7559329 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 57466 members Entering Unmasked Estep Score: -7559341.500000 Penalty: 5446.193848 Iteration 32Q: 3 clusters Score -7559342 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 57495 members Entering Unmasked Estep Score: -7559348.000000 Penalty: 5446.193848 Iteration 33Q: 3 clusters Score -7559348 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 57517 members Entering Unmasked Estep Score: -7559361.000000 Penalty: 5446.193848 Iteration 34Q: 3 clusters Score -7559361 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 57537 members Entering Unmasked Estep Score: -7559364.000000 Penalty: 5446.193848 Iteration 35Q: 3 clusters Score -7559364 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 57555 members Entering Unmasked Estep Score: -7559359.500000 Penalty: 5446.193848 Iteration 36Q: 3 clusters Score -7559360 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 57570 members Entering Unmasked Estep Score: -7559381.000000 Penalty: 5446.193848 Iteration 37Q: 3 clusters Score -7559381 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 57590 members Entering Unmasked Estep Score: -7559382.500000 Penalty: 5446.193848 Iteration 38Q: 3 clusters Score -7559382 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 57604 members Entering Unmasked Estep Score: -7559381.500000 Penalty: 5446.193848 Iteration 39Q: 3 clusters Score -7559382 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 57619 members Entering Unmasked Estep Score: -7559393.500000 Penalty: 5446.193848 Iteration 40F: 3 clusters Score -7559394 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 57635 members Entering Unmasked Estep Score: -7559406.000000 Penalty: 5446.193848 Iteration 41Q: 3 clusters Score -7559406 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 57642 members Entering Unmasked Estep Score: -7559408.000000 Penalty: 5446.193848 Iteration 42Q: 3 clusters Score -7559408 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 57648 members Entering Unmasked Estep Score: -7559413.500000 Penalty: 5446.193848 Iteration 43Q: 3 clusters Score -7559414 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 57655 members Entering Unmasked Estep Score: -7559418.500000 Penalty: 5446.193848 Iteration 44Q: 3 clusters Score -7559418 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 57658 members Entering Unmasked Estep Score: -7559420.500000 Penalty: 5446.193848 Iteration 45Q: 3 clusters Score -7559420 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 57662 members Entering Unmasked Estep Score: -7559426.500000 Penalty: 5446.193848 Iteration 46Q: 3 clusters Score -7559426 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 57665 members Entering Unmasked Estep Score: -7559425.000000 Penalty: 5446.193848 Iteration 47Q: 3 clusters Score -7559425 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 57672 members Entering Unmasked Estep Score: -7559422.000000 Penalty: 5446.193848 Iteration 48Q: 3 clusters Score -7559422 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 57686 members Entering Unmasked Estep Score: -7559430.000000 Penalty: 5446.193848 Iteration 49Q: 3 clusters Score -7559430 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 57695 members Entering Unmasked Estep Score: -7559430.500000 Penalty: 5446.193848 Iteration 50Q: 3 clusters Score -7559430 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 57703 members Entering Unmasked Estep Score: -7559433.000000 Penalty: 5446.193848 Iteration 51Q: 3 clusters Score -7559433 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 57710 members Entering Unmasked Estep Score: -7559438.500000 Penalty: 5446.193848 Iteration 52Q: 3 clusters Score -7559438 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 57717 members Entering Unmasked Estep Score: -7559438.000000 Penalty: 5446.193848 Iteration 53Q: 3 clusters Score -7559438 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 57722 members Entering Unmasked Estep Score: -7559448.000000 Penalty: 5446.193848 Iteration 54Q: 3 clusters Score -7559448 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 57729 members Entering Unmasked Estep Score: -7559454.000000 Penalty: 5446.193848 Iteration 55Q: 3 clusters Score -7559454 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 57734 members Entering Unmasked Estep Score: -7559450.500000 Penalty: 5446.193848 Iteration 56Q: 3 clusters Score -7559450 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 57735 members Entering Unmasked Estep Score: -7559448.000000 Penalty: 5446.193848 Iteration 57Q: 3 clusters Score -7559448 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 57740 members Entering Unmasked Estep Score: -7559453.500000 Penalty: 5446.193848 Iteration 58Q: 3 clusters Score -7559454 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 57746 members Entering Unmasked Estep Score: -7559446.500000 Penalty: 5446.193848 Iteration 59Q: 3 clusters Score -7559446 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 57749 members Entering Unmasked Estep Score: -7559444.500000 Penalty: 5446.193848 Iteration 60F: 3 clusters Score -7559444 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 57752 members Entering Unmasked Estep Score: -7559450.000000 Penalty: 5446.193848 Iteration 61Q: 3 clusters Score -7559450 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 57758 members Entering Unmasked Estep Score: -7559449.000000 Penalty: 5446.193848 Iteration 62Q: 3 clusters Score -7559449 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 57759 members Entering Unmasked Estep Score: -7559449.000000 Penalty: 5446.193848 Iteration 63Q: 3 clusters Score -7559449 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 57760 members Entering Unmasked Estep Score: -7559446.500000 Penalty: 5446.193848 Iteration 64Q: 3 clusters Score -7559446 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 57760 members Entering Unmasked Estep Score: -7559446.500000 Penalty: 5446.193848 Iteration 65F: 3 clusters Score -7559446 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Entering Unmasked Estep Score: -192809.390625 Penalty: 1828.441162 Iteration 0F: 2 clusters Score -192809.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -190448.906250 Penalty: 3656.882324 Iteration 0F: 3 clusters Score -190448.9 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -190870.953125 Penalty: 3656.882324 Iteration 1F: 3 clusters Score -190871 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 766 members Entering Unmasked Estep Score: -190947.609375 Penalty: 3656.882324 Iteration 2F: 3 clusters Score -190947.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -190996.843750 Penalty: 3656.882324 Iteration 3Q: 3 clusters Score -190996.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -191020.125000 Penalty: 3656.882324 Iteration 4Q: 3 clusters Score -191020.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -191036.078125 Penalty: 3656.882324 Iteration 5Q: 3 clusters Score -191036.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -191049.562500 Penalty: 3656.882324 Iteration 6Q: 3 clusters Score -191049.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -191063.656250 Penalty: 3656.882324 Iteration 7Q: 3 clusters Score -191063.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -191068.437500 Penalty: 3656.882324 Iteration 8Q: 3 clusters Score -191068.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -191070.218750 Penalty: 3656.882324 Iteration 9Q: 3 clusters Score -191070.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -191072.343750 Penalty: 3656.882324 Iteration 10Q: 3 clusters Score -191072.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -191072.968750 Penalty: 3656.882324 Iteration 11Q: 3 clusters Score -191073 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -191073.796875 Penalty: 3656.882324 Iteration 12Q: 3 clusters Score -191073.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -191074.437500 Penalty: 3656.882324 Iteration 13Q: 3 clusters Score -191074.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -191075.359375 Penalty: 3656.882324 Iteration 14Q: 3 clusters Score -191075.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -191077.140625 Penalty: 3656.882324 Iteration 15Q: 3 clusters Score -191077.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -191079.703125 Penalty: 3656.882324 Iteration 16Q: 3 clusters Score -191079.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -191081.671875 Penalty: 3656.882324 Iteration 17Q: 3 clusters Score -191081.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -191084.296875 Penalty: 3656.882324 Iteration 18Q: 3 clusters Score -191084.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -191085.687500 Penalty: 3656.882324 Iteration 19Q: 3 clusters Score -191085.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -191087.078125 Penalty: 3656.882324 Iteration 20F: 3 clusters Score -191087.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -191087.921875 Penalty: 3656.882324 Iteration 21Q: 3 clusters Score -191087.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -191087.921875 Penalty: 3656.882324 Iteration 22F: 3 clusters Score -191087.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1011 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Entering Unmasked Estep Score: -116408.351562 Penalty: 1715.836426 Iteration 0F: 2 clusters Score -116408.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -114511.632812 Penalty: 3431.672852 Iteration 0F: 3 clusters Score -114511.6 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -114828.507812 Penalty: 3431.672852 Iteration 1F: 3 clusters Score -114828.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -114917.937500 Penalty: 3431.672852 Iteration 2F: 3 clusters Score -114917.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -114953.921875 Penalty: 3431.672852 Iteration 3Q: 3 clusters Score -114953.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -114972.007812 Penalty: 3431.672852 Iteration 4Q: 3 clusters Score -114972 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -114988.851562 Penalty: 3431.672852 Iteration 5Q: 3 clusters Score -114988.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -114994.742188 Penalty: 3431.672852 Iteration 6Q: 3 clusters Score -114994.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -114995.601562 Penalty: 3431.672852 Iteration 7Q: 3 clusters Score -114995.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -114999.445312 Penalty: 3431.672852 Iteration 8Q: 3 clusters Score -114999.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -115006.359375 Penalty: 3431.672852 Iteration 9Q: 3 clusters Score -115006.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -115014.195312 Penalty: 3431.672852 Iteration 10Q: 3 clusters Score -115014.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -115017.757812 Penalty: 3431.672852 Iteration 11Q: 3 clusters Score -115017.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -115021.203125 Penalty: 3431.672852 Iteration 12Q: 3 clusters Score -115021.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -115023.296875 Penalty: 3431.672852 Iteration 13Q: 3 clusters Score -115023.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -115024.250000 Penalty: 3431.672852 Iteration 14Q: 3 clusters Score -115024.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -115024.250000 Penalty: 3431.672852 Iteration 15F: 3 clusters Score -115024.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4739 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Entering Unmasked Estep Score: -604305.000000 Penalty: 2098.968018 Iteration 0F: 2 clusters Score -604305 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -599949.312500 Penalty: 4197.936035 Iteration 0F: 3 clusters Score -599949.3 nChanged 1835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -600966.937500 Penalty: 4197.936035 Iteration 1F: 3 clusters Score -600966.9 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -601144.250000 Penalty: 4197.936035 Iteration 2F: 3 clusters Score -601144.2 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -601268.000000 Penalty: 4197.936035 Iteration 3Q: 3 clusters Score -601268 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -601348.062500 Penalty: 4197.936035 Iteration 4Q: 3 clusters Score -601348.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -601399.312500 Penalty: 4197.936035 Iteration 5Q: 3 clusters Score -601399.3 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -601436.687500 Penalty: 4197.936035 Iteration 6Q: 3 clusters Score -601436.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 2450 members Entering Unmasked Estep Score: -601464.000000 Penalty: 4197.936035 Iteration 7Q: 3 clusters Score -601464 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -601485.125000 Penalty: 4197.936035 Iteration 8Q: 3 clusters Score -601485.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -601496.062500 Penalty: 4197.936035 Iteration 9Q: 3 clusters Score -601496.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -601508.312500 Penalty: 4197.936035 Iteration 10Q: 3 clusters Score -601508.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -601518.437500 Penalty: 4197.936035 Iteration 11Q: 3 clusters Score -601518.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -601523.750000 Penalty: 4197.936035 Iteration 12Q: 3 clusters Score -601523.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -601528.437500 Penalty: 4197.936035 Iteration 13Q: 3 clusters Score -601528.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -601533.562500 Penalty: 4197.936035 Iteration 14Q: 3 clusters Score -601533.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -601537.187500 Penalty: 4197.936035 Iteration 15Q: 3 clusters Score -601537.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -601538.500000 Penalty: 4197.936035 Iteration 16Q: 3 clusters Score -601538.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -601540.187500 Penalty: 4197.936035 Iteration 17Q: 3 clusters Score -601540.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -601542.187500 Penalty: 4197.936035 Iteration 18Q: 3 clusters Score -601542.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -601542.437500 Penalty: 4197.936035 Iteration 19Q: 3 clusters Score -601542.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -601543.562500 Penalty: 4197.936035 Iteration 20F: 3 clusters Score -601543.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -601544.062500 Penalty: 4197.936035 Iteration 21Q: 3 clusters Score -601544.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -601544.187500 Penalty: 4197.936035 Iteration 22Q: 3 clusters Score -601544.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -601546.062500 Penalty: 4197.936035 Iteration 23Q: 3 clusters Score -601546.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -601547.250000 Penalty: 4197.936035 Iteration 24Q: 3 clusters Score -601547.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -601549.875000 Penalty: 4197.936035 Iteration 25Q: 3 clusters Score -601549.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -601553.000000 Penalty: 4197.936035 Iteration 26Q: 3 clusters Score -601553 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -601554.812500 Penalty: 4197.936035 Iteration 27Q: 3 clusters Score -601554.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -601555.562500 Penalty: 4197.936035 Iteration 28Q: 3 clusters Score -601555.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -601555.687500 Penalty: 4197.936035 Iteration 29Q: 3 clusters Score -601555.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -601556.000000 Penalty: 4197.936035 Iteration 30Q: 3 clusters Score -601556 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -601556.812500 Penalty: 4197.936035 Iteration 31Q: 3 clusters Score -601556.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -601557.437500 Penalty: 4197.936035 Iteration 32Q: 3 clusters Score -601557.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -601557.562500 Penalty: 4197.936035 Iteration 33Q: 3 clusters Score -601557.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -601558.875000 Penalty: 4197.936035 Iteration 34Q: 3 clusters Score -601558.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -601559.625000 Penalty: 4197.936035 Iteration 35Q: 3 clusters Score -601559.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -601560.750000 Penalty: 4197.936035 Iteration 36Q: 3 clusters Score -601560.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -601563.000000 Penalty: 4197.936035 Iteration 37Q: 3 clusters Score -601563 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -601562.375000 Penalty: 4197.936035 Iteration 38Q: 3 clusters Score -601562.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -601564.812500 Penalty: 4197.936035 Iteration 39Q: 3 clusters Score -601564.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -601566.375000 Penalty: 4197.936035 Iteration 40F: 3 clusters Score -601566.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -601569.687500 Penalty: 4197.936035 Iteration 41Q: 3 clusters Score -601569.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -601570.937500 Penalty: 4197.936035 Iteration 42Q: 3 clusters Score -601570.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -601571.750000 Penalty: 4197.936035 Iteration 43Q: 3 clusters Score -601571.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -601573.250000 Penalty: 4197.936035 Iteration 44Q: 3 clusters Score -601573.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -601573.250000 Penalty: 4197.936035 Iteration 45F: 3 clusters Score -601573.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Entering Unmasked Estep Score: -32398.220703 Penalty: 1414.538086 Iteration 0F: 2 clusters Score -32398.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -31253.195312 Penalty: 2829.076172 Iteration 0F: 3 clusters Score -31253.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -31561.115234 Penalty: 2829.076172 Iteration 1F: 3 clusters Score -31561.12 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 101 members Entering Unmasked Estep Score: -31708.986328 Penalty: 2829.076172 Iteration 2F: 3 clusters Score -31708.99 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -31798.675781 Penalty: 2829.076172 Iteration 3Q: 3 clusters Score -31798.68 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -31877.900391 Penalty: 2829.076172 Iteration 4Q: 3 clusters Score -31877.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -31918.626953 Penalty: 2829.076172 Iteration 5Q: 3 clusters Score -31918.63 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -32034.650391 Penalty: 2829.076172 Iteration 6Q: 3 clusters Score -32034.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -32160.074219 Penalty: 2829.076172 Iteration 7Q: 3 clusters Score -32160.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -32307.537109 Penalty: 2829.076172 Iteration 8Q: 3 clusters Score -32307.54 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -32344.197266 Penalty: 2829.076172 Iteration 9Q: 3 clusters Score -32344.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 69 members Entering Unmasked Estep Score: -32400.083984 Penalty: 2829.076172 Iteration 10Q: 3 clusters Score -32400.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -32405.812500 Penalty: 2829.076172 Iteration 11Q: 3 clusters Score -32405.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -32405.812500 Penalty: 2829.076172 Iteration 12F: 3 clusters Score -32405.81 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22976 members Mstep: Class 2 contains 4582 members Mstep: Class 3 contains 4153 members Mstep: Class 4 contains 4191 members Mstep: Class 5 contains 70 members Mstep: Class 6 contains 13263 members Mstep: Class 7 contains 17081 members Mstep: Class 8 contains 202539 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3054 members Mstep: Class 11 contains 17232 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7628 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3976 members Mstep: Class 16 contains 58702 members Mstep: Class 17 contains 1592 members Mstep: Class 18 contains 1011 members Mstep: Class 19 contains 4739 members Mstep: Class 20 contains 230 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31399 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3667 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep Score: -55712228.000000 Penalty: 87094.210938 Splitting cluster 20 changes total score from -55713964.000000 to -55712228.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (2531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Entering Unmasked Estep Score: -316856.781250 Penalty: 1943.419678 Iteration 0F: 2 clusters Score -316856.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -313875.875000 Penalty: 3886.839355 Iteration 0F: 3 clusters Score -313875.9 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -314468.781250 Penalty: 3886.839355 Iteration 1F: 3 clusters Score -314468.8 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -314592.843750 Penalty: 3886.839355 Iteration 2F: 3 clusters Score -314592.8 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -314655.718750 Penalty: 3886.839355 Iteration 3Q: 3 clusters Score -314655.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -314688.750000 Penalty: 3886.839355 Iteration 4Q: 3 clusters Score -314688.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -314712.625000 Penalty: 3886.839355 Iteration 5Q: 3 clusters Score -314712.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -314735.500000 Penalty: 3886.839355 Iteration 6Q: 3 clusters Score -314735.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -314762.156250 Penalty: 3886.839355 Iteration 7Q: 3 clusters Score -314762.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -314788.656250 Penalty: 3886.839355 Iteration 8Q: 3 clusters Score -314788.7 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -314816.937500 Penalty: 3886.839355 Iteration 9Q: 3 clusters Score -314816.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -314840.937500 Penalty: 3886.839355 Iteration 10Q: 3 clusters Score -314840.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -314856.593750 Penalty: 3886.839355 Iteration 11Q: 3 clusters Score -314856.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1492 members Entering Unmasked Estep Score: -314869.875000 Penalty: 3886.839355 Iteration 12Q: 3 clusters Score -314869.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -314881.656250 Penalty: 3886.839355 Iteration 13Q: 3 clusters Score -314881.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -314892.437500 Penalty: 3886.839355 Iteration 14Q: 3 clusters Score -314892.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -314903.000000 Penalty: 3886.839355 Iteration 15Q: 3 clusters Score -314903 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -314913.312500 Penalty: 3886.839355 Iteration 16Q: 3 clusters Score -314913.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -314922.843750 Penalty: 3886.839355 Iteration 17Q: 3 clusters Score -314922.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -314929.187500 Penalty: 3886.839355 Iteration 18Q: 3 clusters Score -314929.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -314932.781250 Penalty: 3886.839355 Iteration 19Q: 3 clusters Score -314932.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -314936.250000 Penalty: 3886.839355 Iteration 20F: 3 clusters Score -314936.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -314939.343750 Penalty: 3886.839355 Iteration 21Q: 3 clusters Score -314939.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -314945.093750 Penalty: 3886.839355 Iteration 22Q: 3 clusters Score -314945.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -314950.000000 Penalty: 3886.839355 Iteration 23Q: 3 clusters Score -314950 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -314952.500000 Penalty: 3886.839355 Iteration 24Q: 3 clusters Score -314952.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -314956.218750 Penalty: 3886.839355 Iteration 25Q: 3 clusters Score -314956.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -314959.531250 Penalty: 3886.839355 Iteration 26Q: 3 clusters Score -314959.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -314964.343750 Penalty: 3886.839355 Iteration 27Q: 3 clusters Score -314964.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 1627 members Entering Unmasked Estep Score: -314968.656250 Penalty: 3886.839355 Iteration 28Q: 3 clusters Score -314968.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -314972.500000 Penalty: 3886.839355 Iteration 29Q: 3 clusters Score -314972.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -314977.281250 Penalty: 3886.839355 Iteration 30Q: 3 clusters Score -314977.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -314986.312500 Penalty: 3886.839355 Iteration 31Q: 3 clusters Score -314986.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -314991.437500 Penalty: 3886.839355 Iteration 32Q: 3 clusters Score -314991.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -314994.812500 Penalty: 3886.839355 Iteration 33Q: 3 clusters Score -314994.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -314998.218750 Penalty: 3886.839355 Iteration 34Q: 3 clusters Score -314998.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -315003.406250 Penalty: 3886.839355 Iteration 35Q: 3 clusters Score -315003.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 1684 members Entering Unmasked Estep Score: -315006.500000 Penalty: 3886.839355 Iteration 36Q: 3 clusters Score -315006.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -315010.156250 Penalty: 3886.839355 Iteration 37Q: 3 clusters Score -315010.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -315012.625000 Penalty: 3886.839355 Iteration 38Q: 3 clusters Score -315012.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -315014.531250 Penalty: 3886.839355 Iteration 39Q: 3 clusters Score -315014.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -315015.125000 Penalty: 3886.839355 Iteration 40F: 3 clusters Score -315015.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 830 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -315015.937500 Penalty: 3886.839355 Iteration 41Q: 3 clusters Score -315015.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -315017.656250 Penalty: 3886.839355 Iteration 42Q: 3 clusters Score -315017.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -315018.000000 Penalty: 3886.839355 Iteration 43Q: 3 clusters Score -315018 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -315019.125000 Penalty: 3886.839355 Iteration 44Q: 3 clusters Score -315019.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -315019.593750 Penalty: 3886.839355 Iteration 45Q: 3 clusters Score -315019.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -315019.593750 Penalty: 3886.839355 Iteration 46F: 3 clusters Score -315019.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (713 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Entering Unmasked Estep Score: -77168.562500 Penalty: 1629.231323 Iteration 0F: 2 clusters Score -77168.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -75502.968750 Penalty: 3258.462646 Iteration 0F: 3 clusters Score -75502.97 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -75837.625000 Penalty: 3258.462646 Iteration 1F: 3 clusters Score -75837.62 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -76059.414062 Penalty: 3258.462646 Iteration 2F: 3 clusters Score -76059.41 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -76282.554688 Penalty: 3258.462646 Iteration 3F: 3 clusters Score -76282.55 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -76458.617188 Penalty: 3258.462646 Iteration 4F: 3 clusters Score -76458.62 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -76578.101562 Penalty: 3258.462646 Iteration 5Q: 3 clusters Score -76578.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -76626.351562 Penalty: 3258.462646 Iteration 6Q: 3 clusters Score -76626.35 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -76648.750000 Penalty: 3258.462646 Iteration 7Q: 3 clusters Score -76648.75 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -76665.210938 Penalty: 3258.462646 Iteration 8Q: 3 clusters Score -76665.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -76669.937500 Penalty: 3258.462646 Iteration 9Q: 3 clusters Score -76669.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -76669.937500 Penalty: 3258.462646 Iteration 10F: 3 clusters Score -76669.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (31399 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31399 members Entering Unmasked Estep Score: -4078577.750000 Penalty: 2567.923828 Iteration 0F: 2 clusters Score -4078578 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15678 members Mstep: Class 2 contains 15721 members Entering Unmasked Estep Score: -4057089.500000 Penalty: 5135.847656 Iteration 0F: 3 clusters Score -4057090 nChanged 14232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15894 members Mstep: Class 2 contains 15505 members Entering Unmasked Estep Score: -4064802.000000 Penalty: 5135.847656 Iteration 1F: 3 clusters Score -4064802 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16049 members Mstep: Class 2 contains 15350 members Entering Unmasked Estep Score: -4065192.000000 Penalty: 5135.847656 Iteration 2Q: 3 clusters Score -4065192 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16309 members Mstep: Class 2 contains 15090 members Entering Unmasked Estep Score: -4065486.000000 Penalty: 5135.847656 Iteration 3Q: 3 clusters Score -4065486 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16608 members Mstep: Class 2 contains 14791 members Entering Unmasked Estep Score: -4065749.250000 Penalty: 5135.847656 Iteration 4Q: 3 clusters Score -4065749 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16988 members Mstep: Class 2 contains 14411 members Entering Unmasked Estep Score: -4066007.000000 Penalty: 5135.847656 Iteration 5Q: 3 clusters Score -4066007 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17497 members Mstep: Class 2 contains 13902 members Entering Unmasked Estep Score: -4066264.750000 Penalty: 5135.847656 Iteration 6Q: 3 clusters Score -4066265 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18117 members Mstep: Class 2 contains 13282 members Entering Unmasked Estep Score: -4066559.250000 Penalty: 5135.847656 Iteration 7Q: 3 clusters Score -4066559 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18897 members Mstep: Class 2 contains 12502 members Entering Unmasked Estep Score: -4066865.250000 Penalty: 5135.847656 Iteration 8Q: 3 clusters Score -4066865 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19911 members Mstep: Class 2 contains 11488 members Entering Unmasked Estep Score: -4067325.250000 Penalty: 5135.847656 Iteration 9Q: 3 clusters Score -4067325 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21252 members Mstep: Class 2 contains 10147 members Entering Unmasked Estep Score: -4068020.500000 Penalty: 5135.847656 Iteration 10Q: 3 clusters Score -4068020 nChanged 1653 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22885 members Mstep: Class 2 contains 8514 members Entering Unmasked Estep Score: -4069005.750000 Penalty: 5135.847656 Iteration 11F: 3 clusters Score -4069006 nChanged 1993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24866 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -4070504.500000 Penalty: 5135.847656 Iteration 12F: 3 clusters Score -4070504 nChanged 2110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26964 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -4072303.500000 Penalty: 5135.847656 Iteration 13F: 3 clusters Score -4072304 nChanged 1827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28783 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -4074004.750000 Penalty: 5135.847656 Iteration 14F: 3 clusters Score -4074005 nChanged 1216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29997 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -4075111.500000 Penalty: 5135.847656 Iteration 15Q: 3 clusters Score -4075112 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30651 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -4075738.250000 Penalty: 5135.847656 Iteration 16Q: 3 clusters Score -4075738 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30924 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -4075995.750000 Penalty: 5135.847656 Iteration 17Q: 3 clusters Score -4075996 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31037 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -4076125.250000 Penalty: 5135.847656 Iteration 18Q: 3 clusters Score -4076125 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31089 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -4076198.250000 Penalty: 5135.847656 Iteration 19Q: 3 clusters Score -4076198 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31119 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -4076252.500000 Penalty: 5135.847656 Iteration 20F: 3 clusters Score -4076252 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31134 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -4076284.750000 Penalty: 5135.847656 Iteration 21Q: 3 clusters Score -4076285 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31146 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -4076320.250000 Penalty: 5135.847656 Iteration 22Q: 3 clusters Score -4076320 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31151 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -4076319.750000 Penalty: 5135.847656 Iteration 23Q: 3 clusters Score -4076320 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31151 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -4076324.250000 Penalty: 5135.847656 Iteration 24Q: 3 clusters Score -4076324 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31154 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -4076327.750000 Penalty: 5135.847656 Iteration 25Q: 3 clusters Score -4076328 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31158 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -4076335.250000 Penalty: 5135.847656 Iteration 26Q: 3 clusters Score -4076335 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31156 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -4076336.500000 Penalty: 5135.847656 Iteration 27Q: 3 clusters Score -4076336 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31157 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -4076340.750000 Penalty: 5135.847656 Iteration 28Q: 3 clusters Score -4076341 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31157 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -4076340.750000 Penalty: 5135.847656 Iteration 29F: 3 clusters Score -4076341 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Entering Unmasked Estep Score: -58223.890625 Penalty: 1556.140991 Iteration 0F: 2 clusters Score -58223.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -56686.187500 Penalty: 3112.281982 Iteration 0F: 3 clusters Score -56686.19 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -56884.496094 Penalty: 3112.281982 Iteration 1F: 3 clusters Score -56884.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -56981.820312 Penalty: 3112.281982 Iteration 2F: 3 clusters Score -56981.82 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -57042.222656 Penalty: 3112.281982 Iteration 3Q: 3 clusters Score -57042.22 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -57088.796875 Penalty: 3112.281982 Iteration 4Q: 3 clusters Score -57088.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -57133.671875 Penalty: 3112.281982 Iteration 5Q: 3 clusters Score -57133.67 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -57160.250000 Penalty: 3112.281982 Iteration 6Q: 3 clusters Score -57160.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -57173.488281 Penalty: 3112.281982 Iteration 7Q: 3 clusters Score -57173.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -57185.320312 Penalty: 3112.281982 Iteration 8Q: 3 clusters Score -57185.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -57201.000000 Penalty: 3112.281982 Iteration 9Q: 3 clusters Score -57201 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -57211.648438 Penalty: 3112.281982 Iteration 10Q: 3 clusters Score -57211.65 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -57231.867188 Penalty: 3112.281982 Iteration 11Q: 3 clusters Score -57231.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -57246.785156 Penalty: 3112.281982 Iteration 12Q: 3 clusters Score -57246.79 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -57258.417969 Penalty: 3112.281982 Iteration 13Q: 3 clusters Score -57258.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -57267.121094 Penalty: 3112.281982 Iteration 14Q: 3 clusters Score -57267.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -57284.445312 Penalty: 3112.281982 Iteration 15Q: 3 clusters Score -57284.45 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -57319.121094 Penalty: 3112.281982 Iteration 16Q: 3 clusters Score -57319.12 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -57383.242188 Penalty: 3112.281982 Iteration 17Q: 3 clusters Score -57383.24 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -57459.125000 Penalty: 3112.281982 Iteration 18Q: 3 clusters Score -57459.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -57655.894531 Penalty: 3112.281982 Iteration 19Q: 3 clusters Score -57655.89 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -57873.234375 Penalty: 3112.281982 Iteration 20F: 3 clusters Score -57873.23 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -58010.460938 Penalty: 3112.281982 Iteration 21Q: 3 clusters Score -58010.46 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -58095.480469 Penalty: 3112.281982 Iteration 22Q: 3 clusters Score -58095.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -58167.453125 Penalty: 3112.281982 Iteration 23Q: 3 clusters Score -58167.45 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -58344.812500 Penalty: 3112.281982 Iteration 24Q: 3 clusters Score -58344.81 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -58576.121094 Penalty: 3112.281982 Iteration 25Q: 3 clusters Score -58576.12 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -58676.285156 Penalty: 3112.281982 Iteration 26Q: 3 clusters Score -58676.29 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -58736.386719 Penalty: 3112.281982 Iteration 27Q: 3 clusters Score -58736.39 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -58807.316406 Penalty: 3112.281982 Iteration 28Q: 3 clusters Score -58807.32 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -58859.203125 Penalty: 3112.281982 Iteration 29Q: 3 clusters Score -58859.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -58954.480469 Penalty: 3112.281982 Iteration 30Q: 3 clusters Score -58954.48 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -59212.027344 Penalty: 3112.281982 Iteration 31Q: 3 clusters Score -59212.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -59335.425781 Penalty: 3112.281982 Iteration 32Q: 3 clusters Score -59335.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -59352.152344 Penalty: 3112.281982 Iteration 33Q: 3 clusters Score -59352.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -59356.992188 Penalty: 3112.281982 Iteration 34Q: 3 clusters Score -59356.99 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -59357.375000 Penalty: 3112.281982 Iteration 35F: 3 clusters Score -59357.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -59362.210938 Penalty: 3112.281982 Iteration 36Q: 3 clusters Score -59362.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -59367.972656 Penalty: 3112.281982 Iteration 37Q: 3 clusters Score -59367.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -59367.972656 Penalty: 3112.281982 Iteration 38F: 3 clusters Score -59367.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22976 members Mstep: Class 2 contains 4582 members Mstep: Class 3 contains 4153 members Mstep: Class 4 contains 4191 members Mstep: Class 5 contains 255 members Mstep: Class 6 contains 13263 members Mstep: Class 7 contains 17081 members Mstep: Class 8 contains 202539 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3054 members Mstep: Class 11 contains 17232 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7628 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3976 members Mstep: Class 16 contains 58702 members Mstep: Class 17 contains 1592 members Mstep: Class 18 contains 1011 members Mstep: Class 19 contains 4739 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31399 members Mstep: Class 24 contains 276 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3667 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep Score: -55713516.000000 Penalty: 87094.210938 Splitting cluster 24 changes total score from -55713964.000000 to -55713516.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 25 (360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Entering Unmasked Estep Score: -40424.523438 Penalty: 1459.753784 Iteration 0F: 2 clusters Score -40424.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -39066.457031 Penalty: 2919.507568 Iteration 0F: 3 clusters Score -39066.46 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -39210.269531 Penalty: 2919.507568 Iteration 1F: 3 clusters Score -39210.27 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -39258.953125 Penalty: 2919.507568 Iteration 2Q: 3 clusters Score -39258.95 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -39298.441406 Penalty: 2919.507568 Iteration 3Q: 3 clusters Score -39298.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -39308.765625 Penalty: 2919.507568 Iteration 4Q: 3 clusters Score -39308.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -39312.550781 Penalty: 2919.507568 Iteration 5Q: 3 clusters Score -39312.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -39312.550781 Penalty: 2919.507568 Iteration 6F: 3 clusters Score -39312.55 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (3667 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Entering Unmasked Estep Score: -468300.843750 Penalty: 2035.368164 Iteration 0F: 2 clusters Score -468300.8 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 1872 members Entering Unmasked Estep Score: -464613.718750 Penalty: 4070.736328 Iteration 0F: 3 clusters Score -464613.7 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 1889 members Entering Unmasked Estep Score: -465370.437500 Penalty: 4070.736328 Iteration 1F: 3 clusters Score -465370.4 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -465524.406250 Penalty: 4070.736328 Iteration 2F: 3 clusters Score -465524.4 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -465616.062500 Penalty: 4070.736328 Iteration 3Q: 3 clusters Score -465616.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1797 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -465674.625000 Penalty: 4070.736328 Iteration 4Q: 3 clusters Score -465674.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -465713.562500 Penalty: 4070.736328 Iteration 5Q: 3 clusters Score -465713.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -465749.906250 Penalty: 4070.736328 Iteration 6Q: 3 clusters Score -465749.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -465791.968750 Penalty: 4070.736328 Iteration 7Q: 3 clusters Score -465792 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -465823.031250 Penalty: 4070.736328 Iteration 8Q: 3 clusters Score -465823 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -465854.343750 Penalty: 4070.736328 Iteration 9Q: 3 clusters Score -465854.3 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -465902.531250 Penalty: 4070.736328 Iteration 10Q: 3 clusters Score -465902.5 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -465958.906250 Penalty: 4070.736328 Iteration 11Q: 3 clusters Score -465958.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 1832 members Entering Unmasked Estep Score: -466001.687500 Penalty: 4070.736328 Iteration 12Q: 3 clusters Score -466001.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -466045.812500 Penalty: 4070.736328 Iteration 13Q: 3 clusters Score -466045.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -466080.906250 Penalty: 4070.736328 Iteration 14Q: 3 clusters Score -466080.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1891 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -466111.000000 Penalty: 4070.736328 Iteration 15Q: 3 clusters Score -466111 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -466144.187500 Penalty: 4070.736328 Iteration 16Q: 3 clusters Score -466144.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1749 members Entering Unmasked Estep Score: -466170.750000 Penalty: 4070.736328 Iteration 17Q: 3 clusters Score -466170.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1938 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -466200.312500 Penalty: 4070.736328 Iteration 18Q: 3 clusters Score -466200.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -466224.625000 Penalty: 4070.736328 Iteration 19Q: 3 clusters Score -466224.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -466254.937500 Penalty: 4070.736328 Iteration 20F: 3 clusters Score -466254.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -466279.468750 Penalty: 4070.736328 Iteration 21Q: 3 clusters Score -466279.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -466313.375000 Penalty: 4070.736328 Iteration 22Q: 3 clusters Score -466313.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -466345.187500 Penalty: 4070.736328 Iteration 23Q: 3 clusters Score -466345.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -466384.343750 Penalty: 4070.736328 Iteration 24Q: 3 clusters Score -466384.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -466412.031250 Penalty: 4070.736328 Iteration 25Q: 3 clusters Score -466412 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2151 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -466435.656250 Penalty: 4070.736328 Iteration 26Q: 3 clusters Score -466435.7 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -466461.562500 Penalty: 4070.736328 Iteration 27Q: 3 clusters Score -466461.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2205 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -466484.750000 Penalty: 4070.736328 Iteration 28Q: 3 clusters Score -466484.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -466512.906250 Penalty: 4070.736328 Iteration 29Q: 3 clusters Score -466512.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -466551.562500 Penalty: 4070.736328 Iteration 30Q: 3 clusters Score -466551.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2307 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -466593.187500 Penalty: 4070.736328 Iteration 31Q: 3 clusters Score -466593.2 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -466648.656250 Penalty: 4070.736328 Iteration 32Q: 3 clusters Score -466648.7 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -466712.875000 Penalty: 4070.736328 Iteration 33Q: 3 clusters Score -466712.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -466767.968750 Penalty: 4070.736328 Iteration 34Q: 3 clusters Score -466768 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2515 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -466838.531250 Penalty: 4070.736328 Iteration 35Q: 3 clusters Score -466838.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2578 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -466930.250000 Penalty: 4070.736328 Iteration 36Q: 3 clusters Score -466930.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -467017.375000 Penalty: 4070.736328 Iteration 37Q: 3 clusters Score -467017.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -467125.343750 Penalty: 4070.736328 Iteration 38Q: 3 clusters Score -467125.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -467217.625000 Penalty: 4070.736328 Iteration 39Q: 3 clusters Score -467217.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -467285.375000 Penalty: 4070.736328 Iteration 40F: 3 clusters Score -467285.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -467325.125000 Penalty: 4070.736328 Iteration 41Q: 3 clusters Score -467325.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -467351.000000 Penalty: 4070.736328 Iteration 42Q: 3 clusters Score -467351 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -467367.843750 Penalty: 4070.736328 Iteration 43Q: 3 clusters Score -467367.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -467383.937500 Penalty: 4070.736328 Iteration 44Q: 3 clusters Score -467383.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -467395.406250 Penalty: 4070.736328 Iteration 45Q: 3 clusters Score -467395.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -467403.000000 Penalty: 4070.736328 Iteration 46Q: 3 clusters Score -467403 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -467408.312500 Penalty: 4070.736328 Iteration 47Q: 3 clusters Score -467408.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -467408.750000 Penalty: 4070.736328 Iteration 48Q: 3 clusters Score -467408.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -467409.406250 Penalty: 4070.736328 Iteration 49Q: 3 clusters Score -467409.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -467409.781250 Penalty: 4070.736328 Iteration 50Q: 3 clusters Score -467409.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -467411.000000 Penalty: 4070.736328 Iteration 51Q: 3 clusters Score -467411 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -467414.218750 Penalty: 4070.736328 Iteration 52Q: 3 clusters Score -467414.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -467414.593750 Penalty: 4070.736328 Iteration 53Q: 3 clusters Score -467414.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -467415.343750 Penalty: 4070.736328 Iteration 54Q: 3 clusters Score -467415.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -467415.812500 Penalty: 4070.736328 Iteration 55Q: 3 clusters Score -467415.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -467415.812500 Penalty: 4070.736328 Iteration 56F: 3 clusters Score -467415.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (23349 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23349 members Entering Unmasked Estep Score: -3001725.000000 Penalty: 2494.460693 Iteration 0F: 2 clusters Score -3001725 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11590 members Mstep: Class 2 contains 11759 members Entering Unmasked Estep Score: -2985635.000000 Penalty: 4988.921387 Iteration 0F: 3 clusters Score -2985635 nChanged 10300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11246 members Mstep: Class 2 contains 12103 members Entering Unmasked Estep Score: -2991141.750000 Penalty: 4988.921387 Iteration 1F: 3 clusters Score -2991142 nChanged 1205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11043 members Mstep: Class 2 contains 12306 members Entering Unmasked Estep Score: -2991564.750000 Penalty: 4988.921387 Iteration 2F: 3 clusters Score -2991565 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10717 members Mstep: Class 2 contains 12632 members Entering Unmasked Estep Score: -2991982.500000 Penalty: 4988.921387 Iteration 3Q: 3 clusters Score -2991982 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10216 members Mstep: Class 2 contains 13133 members Entering Unmasked Estep Score: -2992354.000000 Penalty: 4988.921387 Iteration 4Q: 3 clusters Score -2992354 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9561 members Mstep: Class 2 contains 13788 members Entering Unmasked Estep Score: -2992755.250000 Penalty: 4988.921387 Iteration 5Q: 3 clusters Score -2992755 nChanged 1076 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8715 members Mstep: Class 2 contains 14634 members Entering Unmasked Estep Score: -2993301.000000 Penalty: 4988.921387 Iteration 6Q: 3 clusters Score -2993301 nChanged 1279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7594 members Mstep: Class 2 contains 15755 members Entering Unmasked Estep Score: -2994062.750000 Penalty: 4988.921387 Iteration 7F: 3 clusters Score -2994063 nChanged 1528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6136 members Mstep: Class 2 contains 17213 members Entering Unmasked Estep Score: -2995194.000000 Penalty: 4988.921387 Iteration 8F: 3 clusters Score -2995194 nChanged 1663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 18814 members Entering Unmasked Estep Score: -2996565.500000 Penalty: 4988.921387 Iteration 9F: 3 clusters Score -2996566 nChanged 1515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 20293 members Entering Unmasked Estep Score: -2997906.500000 Penalty: 4988.921387 Iteration 10F: 3 clusters Score -2997906 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 21336 members Entering Unmasked Estep Score: -2998784.250000 Penalty: 4988.921387 Iteration 11Q: 3 clusters Score -2998784 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 21942 members Entering Unmasked Estep Score: -2999235.000000 Penalty: 4988.921387 Iteration 12Q: 3 clusters Score -2999235 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 22292 members Entering Unmasked Estep Score: -2999513.500000 Penalty: 4988.921387 Iteration 13Q: 3 clusters Score -2999514 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 22462 members Entering Unmasked Estep Score: -2999631.500000 Penalty: 4988.921387 Iteration 14Q: 3 clusters Score -2999632 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 22557 members Entering Unmasked Estep Score: -2999705.750000 Penalty: 4988.921387 Iteration 15Q: 3 clusters Score -2999706 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 22624 members Entering Unmasked Estep Score: -2999750.500000 Penalty: 4988.921387 Iteration 16Q: 3 clusters Score -2999750 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 22664 members Entering Unmasked Estep Score: -2999773.750000 Penalty: 4988.921387 Iteration 17Q: 3 clusters Score -2999774 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 22686 members Entering Unmasked Estep Score: -2999784.500000 Penalty: 4988.921387 Iteration 18Q: 3 clusters Score -2999784 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 22700 members Entering Unmasked Estep Score: -2999785.500000 Penalty: 4988.921387 Iteration 19Q: 3 clusters Score -2999786 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 22706 members Entering Unmasked Estep Score: -2999794.750000 Penalty: 4988.921387 Iteration 20F: 3 clusters Score -2999795 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 22708 members Entering Unmasked Estep Score: -2999797.500000 Penalty: 4988.921387 Iteration 21Q: 3 clusters Score -2999798 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 22710 members Entering Unmasked Estep Score: -2999800.000000 Penalty: 4988.921387 Iteration 22Q: 3 clusters Score -2999800 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 22711 members Entering Unmasked Estep Score: -2999798.250000 Penalty: 4988.921387 Iteration 23Q: 3 clusters Score -2999798 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 22711 members Entering Unmasked Estep Score: -2999798.250000 Penalty: 4988.921387 Iteration 24F: 3 clusters Score -2999798 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22976 members Mstep: Class 2 contains 4582 members Mstep: Class 3 contains 4153 members Mstep: Class 4 contains 4191 members Mstep: Class 6 contains 13263 members Mstep: Class 7 contains 17081 members Mstep: Class 8 contains 202539 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3054 members Mstep: Class 11 contains 17232 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7628 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3976 members Mstep: Class 16 contains 58702 members Mstep: Class 17 contains 1592 members Mstep: Class 18 contains 1011 members Mstep: Class 19 contains 4739 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31399 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3667 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55714008.000000 Penalty: 83868.500000 Iteration 159Q: 27 clusters Score -5.571401e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22965 members Mstep: Class 2 contains 4583 members Mstep: Class 3 contains 4153 members Mstep: Class 4 contains 4190 members Mstep: Class 6 contains 13263 members Mstep: Class 7 contains 17093 members Mstep: Class 8 contains 202516 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3054 members Mstep: Class 11 contains 17232 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7633 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3976 members Mstep: Class 16 contains 58714 members Mstep: Class 17 contains 1592 members Mstep: Class 18 contains 1011 members Mstep: Class 19 contains 4737 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31406 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3666 members Mstep: Class 27 contains 23350 members Entering Unmasked Estep ConsiderDeletion Score: -55713952.000000 Penalty: 83868.500000 Iteration 160F: 27 clusters Score -5.571395e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22948 members Mstep: Class 2 contains 4586 members Mstep: Class 3 contains 4153 members Mstep: Class 4 contains 4192 members Mstep: Class 6 contains 13264 members Mstep: Class 7 contains 17101 members Mstep: Class 8 contains 202504 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3054 members Mstep: Class 11 contains 17234 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7637 members Mstep: Class 14 contains 14824 members Mstep: Class 15 contains 3975 members Mstep: Class 16 contains 58717 members Mstep: Class 17 contains 1592 members Mstep: Class 18 contains 1012 members Mstep: Class 19 contains 4737 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31410 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3667 members Mstep: Class 27 contains 23350 members Entering Unmasked Estep ConsiderDeletion Score: -55714036.000000 Penalty: 83868.500000 Iteration 161Q: 27 clusters Score -5.571404e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22930 members Mstep: Class 2 contains 4588 members Mstep: Class 3 contains 4153 members Mstep: Class 4 contains 4193 members Mstep: Class 6 contains 13265 members Mstep: Class 7 contains 17106 members Mstep: Class 8 contains 202503 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3055 members Mstep: Class 11 contains 17235 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7641 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3976 members Mstep: Class 16 contains 58722 members Mstep: Class 17 contains 1591 members Mstep: Class 18 contains 1012 members Mstep: Class 19 contains 4736 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31411 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3667 members Mstep: Class 27 contains 23350 members Entering Unmasked Estep ConsiderDeletion Score: -55713988.000000 Penalty: 83868.500000 Iteration 162Q: 27 clusters Score -5.571399e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22911 members Mstep: Class 2 contains 4592 members Mstep: Class 3 contains 4153 members Mstep: Class 4 contains 4194 members Mstep: Class 6 contains 13266 members Mstep: Class 7 contains 17110 members Mstep: Class 8 contains 202505 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3056 members Mstep: Class 11 contains 17234 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7644 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3976 members Mstep: Class 16 contains 58728 members Mstep: Class 17 contains 1590 members Mstep: Class 18 contains 1012 members Mstep: Class 19 contains 4729 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31417 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3667 members Mstep: Class 27 contains 23350 members Entering Unmasked Estep ConsiderDeletion Score: -55713996.000000 Penalty: 83868.500000 Iteration 163Q: 27 clusters Score -5.5714e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22894 members Mstep: Class 2 contains 4594 members Mstep: Class 3 contains 4153 members Mstep: Class 4 contains 4197 members Mstep: Class 6 contains 13266 members Mstep: Class 7 contains 17109 members Mstep: Class 8 contains 202517 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3056 members Mstep: Class 11 contains 17235 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7645 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3975 members Mstep: Class 16 contains 58730 members Mstep: Class 17 contains 1590 members Mstep: Class 18 contains 1012 members Mstep: Class 19 contains 4725 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31419 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3667 members Mstep: Class 27 contains 23350 members Entering Unmasked Estep ConsiderDeletion Score: -55714024.000000 Penalty: 83868.500000 Iteration 164Q: 27 clusters Score -5.571402e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22876 members Mstep: Class 2 contains 4597 members Mstep: Class 3 contains 4153 members Mstep: Class 4 contains 4199 members Mstep: Class 6 contains 13266 members Mstep: Class 7 contains 17111 members Mstep: Class 8 contains 202533 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3056 members Mstep: Class 11 contains 17237 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7645 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3974 members Mstep: Class 16 contains 58730 members Mstep: Class 17 contains 1590 members Mstep: Class 18 contains 1012 members Mstep: Class 19 contains 4718 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31420 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3667 members Mstep: Class 27 contains 23350 members Entering Unmasked Estep ConsiderDeletion Score: -55713992.000000 Penalty: 83868.500000 Iteration 165Q: 27 clusters Score -5.571399e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22852 members Mstep: Class 2 contains 4597 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4200 members Mstep: Class 6 contains 13267 members Mstep: Class 7 contains 17117 members Mstep: Class 8 contains 202546 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3056 members Mstep: Class 11 contains 17237 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7645 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3974 members Mstep: Class 16 contains 58736 members Mstep: Class 17 contains 1590 members Mstep: Class 18 contains 1011 members Mstep: Class 19 contains 4714 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31421 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3667 members Mstep: Class 27 contains 23350 members Entering Unmasked Estep ConsiderDeletion Score: -55713972.000000 Penalty: 83868.500000 Iteration 166Q: 27 clusters Score -5.571397e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22831 members Mstep: Class 2 contains 4598 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4200 members Mstep: Class 6 contains 13268 members Mstep: Class 7 contains 17123 members Mstep: Class 8 contains 202567 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3056 members Mstep: Class 11 contains 17235 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7645 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3975 members Mstep: Class 16 contains 58741 members Mstep: Class 17 contains 1590 members Mstep: Class 18 contains 1011 members Mstep: Class 19 contains 4702 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31421 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3667 members Mstep: Class 27 contains 23350 members Entering Unmasked Estep ConsiderDeletion Score: -55713996.000000 Penalty: 83868.500000 Iteration 167Q: 27 clusters Score -5.5714e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22809 members Mstep: Class 2 contains 4598 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4200 members Mstep: Class 6 contains 13270 members Mstep: Class 7 contains 17127 members Mstep: Class 8 contains 202594 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3056 members Mstep: Class 11 contains 17236 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7645 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3978 members Mstep: Class 16 contains 58742 members Mstep: Class 17 contains 1590 members Mstep: Class 18 contains 1012 members Mstep: Class 19 contains 4685 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31422 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3666 members Mstep: Class 27 contains 23350 members Entering Unmasked Estep ConsiderDeletion Score: -55714020.000000 Penalty: 83868.500000 Iteration 168Q: 27 clusters Score -5.571402e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22795 members Mstep: Class 2 contains 4598 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4200 members Mstep: Class 6 contains 13270 members Mstep: Class 7 contains 17131 members Mstep: Class 8 contains 202610 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3056 members Mstep: Class 11 contains 17239 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7645 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3979 members Mstep: Class 16 contains 58745 members Mstep: Class 17 contains 1589 members Mstep: Class 18 contains 1012 members Mstep: Class 19 contains 4670 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31425 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3667 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55714032.000000 Penalty: 83868.500000 Iteration 169Q: 27 clusters Score -5.571403e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22781 members Mstep: Class 2 contains 4598 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4200 members Mstep: Class 6 contains 13270 members Mstep: Class 7 contains 17138 members Mstep: Class 8 contains 202622 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3056 members Mstep: Class 11 contains 17242 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7645 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3981 members Mstep: Class 16 contains 58748 members Mstep: Class 17 contains 1589 members Mstep: Class 18 contains 1012 members Mstep: Class 19 contains 4654 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31427 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55714020.000000 Penalty: 83868.500000 Iteration 170Q: 27 clusters Score -5.571402e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22765 members Mstep: Class 2 contains 4599 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4200 members Mstep: Class 6 contains 13270 members Mstep: Class 7 contains 17147 members Mstep: Class 8 contains 202635 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3056 members Mstep: Class 11 contains 17244 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7647 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3981 members Mstep: Class 16 contains 58750 members Mstep: Class 17 contains 1589 members Mstep: Class 18 contains 1012 members Mstep: Class 19 contains 4634 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31434 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55714040.000000 Penalty: 83868.500000 Iteration 171Q: 27 clusters Score -5.571404e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22759 members Mstep: Class 2 contains 4599 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4201 members Mstep: Class 6 contains 13270 members Mstep: Class 7 contains 17155 members Mstep: Class 8 contains 202639 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3056 members Mstep: Class 11 contains 17251 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7649 members Mstep: Class 14 contains 14824 members Mstep: Class 15 contains 3983 members Mstep: Class 16 contains 58752 members Mstep: Class 17 contains 1586 members Mstep: Class 18 contains 1012 members Mstep: Class 19 contains 4611 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31439 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55714116.000000 Penalty: 83868.500000 Iteration 172Q: 27 clusters Score -5.571412e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22736 members Mstep: Class 2 contains 4600 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4202 members Mstep: Class 6 contains 13270 members Mstep: Class 7 contains 17162 members Mstep: Class 8 contains 202645 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3056 members Mstep: Class 11 contains 17253 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7650 members Mstep: Class 14 contains 14824 members Mstep: Class 15 contains 3986 members Mstep: Class 16 contains 58757 members Mstep: Class 17 contains 1586 members Mstep: Class 18 contains 1012 members Mstep: Class 19 contains 4602 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31445 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55714108.000000 Penalty: 83868.500000 Iteration 173Q: 27 clusters Score -5.571411e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22717 members Mstep: Class 2 contains 4602 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4203 members Mstep: Class 6 contains 13273 members Mstep: Class 7 contains 17167 members Mstep: Class 8 contains 202652 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3056 members Mstep: Class 11 contains 17254 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7651 members Mstep: Class 14 contains 14825 members Mstep: Class 15 contains 3989 members Mstep: Class 16 contains 58763 members Mstep: Class 17 contains 1586 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 4590 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31445 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55714104.000000 Penalty: 83868.500000 Iteration 174Q: 27 clusters Score -5.57141e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22702 members Mstep: Class 2 contains 4605 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4203 members Mstep: Class 6 contains 13274 members Mstep: Class 7 contains 17168 members Mstep: Class 8 contains 202665 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3056 members Mstep: Class 11 contains 17257 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7653 members Mstep: Class 14 contains 14825 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58768 members Mstep: Class 17 contains 1586 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 4575 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31445 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55714108.000000 Penalty: 83868.500000 Iteration 175Q: 27 clusters Score -5.571411e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22685 members Mstep: Class 2 contains 4608 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4203 members Mstep: Class 6 contains 13273 members Mstep: Class 7 contains 17169 members Mstep: Class 8 contains 202677 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3056 members Mstep: Class 11 contains 17258 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7654 members Mstep: Class 14 contains 14825 members Mstep: Class 15 contains 3991 members Mstep: Class 16 contains 58770 members Mstep: Class 17 contains 1586 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 4567 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31450 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55714124.000000 Penalty: 83868.500000 Iteration 176Q: 27 clusters Score -5.571412e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22664 members Mstep: Class 2 contains 4612 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4203 members Mstep: Class 6 contains 13273 members Mstep: Class 7 contains 17172 members Mstep: Class 8 contains 202682 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3057 members Mstep: Class 11 contains 17258 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7654 members Mstep: Class 14 contains 14825 members Mstep: Class 15 contains 3991 members Mstep: Class 16 contains 58774 members Mstep: Class 17 contains 1586 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 4565 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31456 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55714192.000000 Penalty: 83868.500000 Iteration 177Q: 27 clusters Score -5.571419e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22645 members Mstep: Class 2 contains 4614 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4203 members Mstep: Class 6 contains 13275 members Mstep: Class 7 contains 17173 members Mstep: Class 8 contains 202684 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3057 members Mstep: Class 11 contains 17259 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7654 members Mstep: Class 14 contains 14825 members Mstep: Class 15 contains 3991 members Mstep: Class 16 contains 58786 members Mstep: Class 17 contains 1586 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 4562 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31458 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55714220.000000 Penalty: 83868.500000 Iteration 178Q: 27 clusters Score -5.571422e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22638 members Mstep: Class 2 contains 4616 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4203 members Mstep: Class 6 contains 13277 members Mstep: Class 7 contains 17174 members Mstep: Class 8 contains 202683 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3057 members Mstep: Class 11 contains 17260 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7654 members Mstep: Class 14 contains 14824 members Mstep: Class 15 contains 3991 members Mstep: Class 16 contains 58792 members Mstep: Class 17 contains 1586 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 4559 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31458 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55714236.000000 Penalty: 83868.500000 Iteration 179Q: 27 clusters Score -5.571424e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22634 members Mstep: Class 2 contains 4616 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4203 members Mstep: Class 6 contains 13279 members Mstep: Class 7 contains 17175 members Mstep: Class 8 contains 202679 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3057 members Mstep: Class 11 contains 17263 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7654 members Mstep: Class 14 contains 14823 members Mstep: Class 15 contains 3991 members Mstep: Class 16 contains 58796 members Mstep: Class 17 contains 1586 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 4556 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31460 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55714252.000000 Penalty: 83868.500000 Iteration 180F: 27 clusters Score -5.571425e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22632 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4204 members Mstep: Class 6 contains 13284 members Mstep: Class 7 contains 17175 members Mstep: Class 8 contains 202668 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3057 members Mstep: Class 11 contains 17266 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7654 members Mstep: Class 14 contains 14821 members Mstep: Class 15 contains 3991 members Mstep: Class 16 contains 58799 members Mstep: Class 17 contains 1586 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 4555 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31463 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55714264.000000 Penalty: 83868.500000 Iteration 181Q: 27 clusters Score -5.571426e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22621 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4204 members Mstep: Class 6 contains 13290 members Mstep: Class 7 contains 17176 members Mstep: Class 8 contains 202663 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3057 members Mstep: Class 11 contains 17267 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7654 members Mstep: Class 14 contains 14820 members Mstep: Class 15 contains 3991 members Mstep: Class 16 contains 58802 members Mstep: Class 17 contains 1586 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 4559 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31465 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55714292.000000 Penalty: 83868.500000 Iteration 182Q: 27 clusters Score -5.571429e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22603 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4204 members Mstep: Class 6 contains 13294 members Mstep: Class 7 contains 17178 members Mstep: Class 8 contains 202671 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3057 members Mstep: Class 11 contains 17269 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7654 members Mstep: Class 14 contains 14820 members Mstep: Class 15 contains 3991 members Mstep: Class 16 contains 58803 members Mstep: Class 17 contains 1586 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 4559 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31466 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55714320.000000 Penalty: 83868.500000 Iteration 183Q: 27 clusters Score -5.571432e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22587 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4204 members Mstep: Class 6 contains 13296 members Mstep: Class 7 contains 17181 members Mstep: Class 8 contains 202684 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3057 members Mstep: Class 11 contains 17271 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7655 members Mstep: Class 14 contains 14820 members Mstep: Class 15 contains 3991 members Mstep: Class 16 contains 58805 members Mstep: Class 17 contains 1586 members Mstep: Class 18 contains 1013 members Mstep: Class 19 contains 4551 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31468 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55714316.000000 Penalty: 83868.500000 Iteration 184Q: 27 clusters Score -5.571432e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22566 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4204 members Mstep: Class 6 contains 13297 members Mstep: Class 7 contains 17182 members Mstep: Class 8 contains 202698 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3057 members Mstep: Class 11 contains 17274 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7657 members Mstep: Class 14 contains 14820 members Mstep: Class 15 contains 3991 members Mstep: Class 16 contains 58806 members Mstep: Class 17 contains 1586 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4547 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31469 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55714292.000000 Penalty: 83868.500000 Iteration 185Q: 27 clusters Score -5.571429e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22544 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4203 members Mstep: Class 6 contains 13298 members Mstep: Class 7 contains 17185 members Mstep: Class 8 contains 202714 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3058 members Mstep: Class 11 contains 17280 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7658 members Mstep: Class 14 contains 14820 members Mstep: Class 15 contains 3991 members Mstep: Class 16 contains 58805 members Mstep: Class 17 contains 1586 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4539 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31473 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55714268.000000 Penalty: 83868.500000 Iteration 186Q: 27 clusters Score -5.571427e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22515 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4206 members Mstep: Class 6 contains 13299 members Mstep: Class 7 contains 17185 members Mstep: Class 8 contains 202728 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3060 members Mstep: Class 11 contains 17287 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7658 members Mstep: Class 14 contains 14820 members Mstep: Class 15 contains 3991 members Mstep: Class 16 contains 58808 members Mstep: Class 17 contains 1586 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4536 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31475 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55714268.000000 Penalty: 83868.500000 Iteration 187Q: 27 clusters Score -5.571427e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22496 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4208 members Mstep: Class 6 contains 13299 members Mstep: Class 7 contains 17187 members Mstep: Class 8 contains 202728 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3064 members Mstep: Class 11 contains 17291 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7658 members Mstep: Class 14 contains 14820 members Mstep: Class 15 contains 3992 members Mstep: Class 16 contains 58812 members Mstep: Class 17 contains 1586 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4535 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31478 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55714260.000000 Penalty: 83868.500000 Iteration 188Q: 27 clusters Score -5.571426e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22477 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4207 members Mstep: Class 6 contains 13300 members Mstep: Class 7 contains 17192 members Mstep: Class 8 contains 202718 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3067 members Mstep: Class 11 contains 17295 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7658 members Mstep: Class 14 contains 14820 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58816 members Mstep: Class 17 contains 1586 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4542 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31483 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23349 members Entering Unmasked Estep ConsiderDeletion Score: -55714284.000000 Penalty: 83868.500000 Iteration 189Q: 27 clusters Score -5.571428e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22454 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4209 members Mstep: Class 6 contains 13303 members Mstep: Class 7 contains 17199 members Mstep: Class 8 contains 202708 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3068 members Mstep: Class 11 contains 17300 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7658 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58823 members Mstep: Class 17 contains 1585 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4548 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2531 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31487 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23348 members Entering Unmasked Estep ConsiderDeletion Score: -55714320.000000 Penalty: 83868.500000 Iteration 190Q: 27 clusters Score -5.571432e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22435 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4209 members Mstep: Class 6 contains 13308 members Mstep: Class 7 contains 17208 members Mstep: Class 8 contains 202691 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3072 members Mstep: Class 11 contains 17307 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7658 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58830 members Mstep: Class 17 contains 1585 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4550 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31488 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23350 members Entering Unmasked Estep ConsiderDeletion Score: -55714340.000000 Penalty: 83868.500000 Iteration 191Q: 27 clusters Score -5.571434e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22420 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4209 members Mstep: Class 6 contains 13312 members Mstep: Class 7 contains 17212 members Mstep: Class 8 contains 202683 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3076 members Mstep: Class 11 contains 17314 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7658 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58833 members Mstep: Class 17 contains 1585 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4546 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31493 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23350 members Entering Unmasked Estep ConsiderDeletion Score: -55714396.000000 Penalty: 83868.500000 Iteration 192Q: 27 clusters Score -5.57144e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22416 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4209 members Mstep: Class 6 contains 13315 members Mstep: Class 7 contains 17218 members Mstep: Class 8 contains 202664 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3078 members Mstep: Class 11 contains 17321 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7659 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58840 members Mstep: Class 17 contains 1585 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4539 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31496 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23351 members Entering Unmasked Estep ConsiderDeletion Score: -55714400.000000 Penalty: 83868.500000 Iteration 193Q: 27 clusters Score -5.57144e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22411 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4209 members Mstep: Class 6 contains 13317 members Mstep: Class 7 contains 17226 members Mstep: Class 8 contains 202642 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3080 members Mstep: Class 11 contains 17326 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7660 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58847 members Mstep: Class 17 contains 1585 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4535 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31501 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23352 members Entering Unmasked Estep ConsiderDeletion Score: -55714432.000000 Penalty: 83868.500000 Iteration 194Q: 27 clusters Score -5.571443e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22404 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4209 members Mstep: Class 6 contains 13317 members Mstep: Class 7 contains 17234 members Mstep: Class 8 contains 202627 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3083 members Mstep: Class 11 contains 17325 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7661 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58856 members Mstep: Class 17 contains 1585 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4533 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31505 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23352 members Entering Unmasked Estep ConsiderDeletion Score: -55714452.000000 Penalty: 83868.500000 Iteration 195Q: 27 clusters Score -5.571445e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22393 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4209 members Mstep: Class 6 contains 13317 members Mstep: Class 7 contains 17246 members Mstep: Class 8 contains 202607 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3089 members Mstep: Class 11 contains 17327 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7661 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58867 members Mstep: Class 17 contains 1584 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4530 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31508 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23352 members Entering Unmasked Estep ConsiderDeletion Score: -55714404.000000 Penalty: 83868.500000 Iteration 196Q: 27 clusters Score -5.57144e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22386 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4209 members Mstep: Class 6 contains 13317 members Mstep: Class 7 contains 17257 members Mstep: Class 8 contains 202596 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3092 members Mstep: Class 11 contains 17329 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7661 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58872 members Mstep: Class 17 contains 1584 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4522 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31511 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3672 members Mstep: Class 27 contains 23352 members Entering Unmasked Estep ConsiderDeletion Score: -55714404.000000 Penalty: 83868.500000 Iteration 197Q: 27 clusters Score -5.57144e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22382 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4210 members Mstep: Class 6 contains 13318 members Mstep: Class 7 contains 17269 members Mstep: Class 8 contains 202581 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3099 members Mstep: Class 11 contains 17330 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7661 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58874 members Mstep: Class 17 contains 1584 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4514 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31514 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3672 members Mstep: Class 27 contains 23352 members Entering Unmasked Estep ConsiderDeletion Score: -55714412.000000 Penalty: 83868.500000 Iteration 198Q: 27 clusters Score -5.571441e+07 nChanged 40 Entering ConstructFrom: Score: -55714412.000000 Penalty: 83868.500000 Entering ConstructFrom: Trying to split cluster 1 (22370 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22370 members Entering Unmasked Estep Score: -2784665.000000 Penalty: 2483.838135 Iteration 0F: 2 clusters Score -2784665 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11240 members Mstep: Class 2 contains 11130 members Entering Unmasked Estep Score: -2769013.750000 Penalty: 4967.676270 Iteration 0F: 3 clusters Score -2769014 nChanged 9917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11201 members Mstep: Class 2 contains 11169 members Entering Unmasked Estep Score: -2774466.500000 Penalty: 4967.676270 Iteration 1F: 3 clusters Score -2774466 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11206 members Mstep: Class 2 contains 11164 members Entering Unmasked Estep Score: -2774844.000000 Penalty: 4967.676270 Iteration 2Q: 3 clusters Score -2774844 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11169 members Mstep: Class 2 contains 11201 members Entering Unmasked Estep Score: -2775124.750000 Penalty: 4967.676270 Iteration 3Q: 3 clusters Score -2775125 nChanged 802 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11143 members Mstep: Class 2 contains 11227 members Entering Unmasked Estep Score: -2775357.750000 Penalty: 4967.676270 Iteration 4Q: 3 clusters Score -2775358 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11116 members Mstep: Class 2 contains 11254 members Entering Unmasked Estep Score: -2775554.000000 Penalty: 4967.676270 Iteration 5Q: 3 clusters Score -2775554 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11088 members Mstep: Class 2 contains 11282 members Entering Unmasked Estep Score: -2775746.750000 Penalty: 4967.676270 Iteration 6Q: 3 clusters Score -2775747 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11041 members Mstep: Class 2 contains 11329 members Entering Unmasked Estep Score: -2775928.500000 Penalty: 4967.676270 Iteration 7Q: 3 clusters Score -2775928 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11025 members Mstep: Class 2 contains 11345 members Entering Unmasked Estep Score: -2776062.000000 Penalty: 4967.676270 Iteration 8Q: 3 clusters Score -2776062 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10996 members Mstep: Class 2 contains 11374 members Entering Unmasked Estep Score: -2776211.000000 Penalty: 4967.676270 Iteration 9Q: 3 clusters Score -2776211 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10988 members Mstep: Class 2 contains 11382 members Entering Unmasked Estep Score: -2776355.750000 Penalty: 4967.676270 Iteration 10Q: 3 clusters Score -2776356 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11010 members Mstep: Class 2 contains 11360 members Entering Unmasked Estep Score: -2776507.250000 Penalty: 4967.676270 Iteration 11Q: 3 clusters Score -2776507 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11034 members Mstep: Class 2 contains 11336 members Entering Unmasked Estep Score: -2776654.500000 Penalty: 4967.676270 Iteration 12Q: 3 clusters Score -2776654 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11040 members Mstep: Class 2 contains 11330 members Entering Unmasked Estep Score: -2776820.000000 Penalty: 4967.676270 Iteration 13Q: 3 clusters Score -2776820 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11043 members Mstep: Class 2 contains 11327 members Entering Unmasked Estep Score: -2777006.000000 Penalty: 4967.676270 Iteration 14Q: 3 clusters Score -2777006 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11054 members Mstep: Class 2 contains 11316 members Entering Unmasked Estep Score: -2777202.500000 Penalty: 4967.676270 Iteration 15Q: 3 clusters Score -2777202 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11050 members Mstep: Class 2 contains 11320 members Entering Unmasked Estep Score: -2777376.000000 Penalty: 4967.676270 Iteration 16Q: 3 clusters Score -2777376 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11070 members Mstep: Class 2 contains 11300 members Entering Unmasked Estep Score: -2777529.750000 Penalty: 4967.676270 Iteration 17Q: 3 clusters Score -2777530 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11089 members Mstep: Class 2 contains 11281 members Entering Unmasked Estep Score: -2777722.500000 Penalty: 4967.676270 Iteration 18Q: 3 clusters Score -2777722 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11107 members Mstep: Class 2 contains 11263 members Entering Unmasked Estep Score: -2777869.250000 Penalty: 4967.676270 Iteration 19Q: 3 clusters Score -2777869 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11144 members Mstep: Class 2 contains 11226 members Entering Unmasked Estep Score: -2778008.250000 Penalty: 4967.676270 Iteration 20F: 3 clusters Score -2778008 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11184 members Mstep: Class 2 contains 11186 members Entering Unmasked Estep Score: -2778148.500000 Penalty: 4967.676270 Iteration 21Q: 3 clusters Score -2778148 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11257 members Mstep: Class 2 contains 11113 members Entering Unmasked Estep Score: -2778288.250000 Penalty: 4967.676270 Iteration 22Q: 3 clusters Score -2778288 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11358 members Mstep: Class 2 contains 11012 members Entering Unmasked Estep Score: -2778411.750000 Penalty: 4967.676270 Iteration 23Q: 3 clusters Score -2778412 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11494 members Mstep: Class 2 contains 10876 members Entering Unmasked Estep Score: -2778528.750000 Penalty: 4967.676270 Iteration 24Q: 3 clusters Score -2778529 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11650 members Mstep: Class 2 contains 10720 members Entering Unmasked Estep Score: -2778649.500000 Penalty: 4967.676270 Iteration 25Q: 3 clusters Score -2778650 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11849 members Mstep: Class 2 contains 10521 members Entering Unmasked Estep Score: -2778775.500000 Penalty: 4967.676270 Iteration 26Q: 3 clusters Score -2778776 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12099 members Mstep: Class 2 contains 10271 members Entering Unmasked Estep Score: -2778890.250000 Penalty: 4967.676270 Iteration 27Q: 3 clusters Score -2778890 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12374 members Mstep: Class 2 contains 9996 members Entering Unmasked Estep Score: -2779031.000000 Penalty: 4967.676270 Iteration 28Q: 3 clusters Score -2779031 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12701 members Mstep: Class 2 contains 9669 members Entering Unmasked Estep Score: -2779200.500000 Penalty: 4967.676270 Iteration 29Q: 3 clusters Score -2779200 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13058 members Mstep: Class 2 contains 9312 members Entering Unmasked Estep Score: -2779368.250000 Penalty: 4967.676270 Iteration 30Q: 3 clusters Score -2779368 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13419 members Mstep: Class 2 contains 8951 members Entering Unmasked Estep Score: -2779527.250000 Penalty: 4967.676270 Iteration 31Q: 3 clusters Score -2779527 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13798 members Mstep: Class 2 contains 8572 members Entering Unmasked Estep Score: -2779701.000000 Penalty: 4967.676270 Iteration 32Q: 3 clusters Score -2779701 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14215 members Mstep: Class 2 contains 8155 members Entering Unmasked Estep Score: -2779866.750000 Penalty: 4967.676270 Iteration 33Q: 3 clusters Score -2779867 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14613 members Mstep: Class 2 contains 7757 members Entering Unmasked Estep Score: -2780041.000000 Penalty: 4967.676270 Iteration 34Q: 3 clusters Score -2780041 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14983 members Mstep: Class 2 contains 7387 members Entering Unmasked Estep Score: -2780171.000000 Penalty: 4967.676270 Iteration 35Q: 3 clusters Score -2780171 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15334 members Mstep: Class 2 contains 7036 members Entering Unmasked Estep Score: -2780319.250000 Penalty: 4967.676270 Iteration 36Q: 3 clusters Score -2780319 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15675 members Mstep: Class 2 contains 6695 members Entering Unmasked Estep Score: -2780458.000000 Penalty: 4967.676270 Iteration 37Q: 3 clusters Score -2780458 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15990 members Mstep: Class 2 contains 6380 members Entering Unmasked Estep Score: -2780568.750000 Penalty: 4967.676270 Iteration 38Q: 3 clusters Score -2780569 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16288 members Mstep: Class 2 contains 6082 members Entering Unmasked Estep Score: -2780688.500000 Penalty: 4967.676270 Iteration 39Q: 3 clusters Score -2780688 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16585 members Mstep: Class 2 contains 5785 members Entering Unmasked Estep Score: -2780806.500000 Penalty: 4967.676270 Iteration 40F: 3 clusters Score -2780806 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16851 members Mstep: Class 2 contains 5519 members Entering Unmasked Estep Score: -2780879.000000 Penalty: 4967.676270 Iteration 41Q: 3 clusters Score -2780879 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17106 members Mstep: Class 2 contains 5264 members Entering Unmasked Estep Score: -2780971.500000 Penalty: 4967.676270 Iteration 42Q: 3 clusters Score -2780972 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17345 members Mstep: Class 2 contains 5025 members Entering Unmasked Estep Score: -2781046.750000 Penalty: 4967.676270 Iteration 43Q: 3 clusters Score -2781047 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17582 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -2781132.250000 Penalty: 4967.676270 Iteration 44Q: 3 clusters Score -2781132 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17803 members Mstep: Class 2 contains 4567 members Entering Unmasked Estep Score: -2781219.500000 Penalty: 4967.676270 Iteration 45Q: 3 clusters Score -2781220 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18052 members Mstep: Class 2 contains 4318 members Entering Unmasked Estep Score: -2781307.750000 Penalty: 4967.676270 Iteration 46Q: 3 clusters Score -2781308 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18277 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -2781404.750000 Penalty: 4967.676270 Iteration 47Q: 3 clusters Score -2781405 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18513 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -2781495.000000 Penalty: 4967.676270 Iteration 48Q: 3 clusters Score -2781495 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18741 members Mstep: Class 2 contains 3629 members Entering Unmasked Estep Score: -2781583.250000 Penalty: 4967.676270 Iteration 49Q: 3 clusters Score -2781583 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18956 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -2781680.500000 Penalty: 4967.676270 Iteration 50Q: 3 clusters Score -2781680 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19179 members Mstep: Class 2 contains 3191 members Entering Unmasked Estep Score: -2781798.500000 Penalty: 4967.676270 Iteration 51Q: 3 clusters Score -2781798 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19392 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -2781925.750000 Penalty: 4967.676270 Iteration 52Q: 3 clusters Score -2781926 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19592 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -2782033.000000 Penalty: 4967.676270 Iteration 53Q: 3 clusters Score -2782033 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19767 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -2782134.000000 Penalty: 4967.676270 Iteration 54Q: 3 clusters Score -2782134 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19936 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -2782246.250000 Penalty: 4967.676270 Iteration 55Q: 3 clusters Score -2782246 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20072 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -2782321.750000 Penalty: 4967.676270 Iteration 56Q: 3 clusters Score -2782322 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20206 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -2782391.000000 Penalty: 4967.676270 Iteration 57Q: 3 clusters Score -2782391 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20317 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -2782449.250000 Penalty: 4967.676270 Iteration 58Q: 3 clusters Score -2782449 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20410 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -2782506.000000 Penalty: 4967.676270 Iteration 59Q: 3 clusters Score -2782506 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20477 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -2782534.000000 Penalty: 4967.676270 Iteration 60F: 3 clusters Score -2782534 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20532 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -2782550.250000 Penalty: 4967.676270 Iteration 61Q: 3 clusters Score -2782550 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20586 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -2782562.500000 Penalty: 4967.676270 Iteration 62Q: 3 clusters Score -2782562 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20630 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -2782577.000000 Penalty: 4967.676270 Iteration 63Q: 3 clusters Score -2782577 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20670 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -2782590.250000 Penalty: 4967.676270 Iteration 64Q: 3 clusters Score -2782590 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20696 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -2782600.750000 Penalty: 4967.676270 Iteration 65Q: 3 clusters Score -2782601 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20724 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -2782608.500000 Penalty: 4967.676270 Iteration 66Q: 3 clusters Score -2782608 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20745 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -2782613.500000 Penalty: 4967.676270 Iteration 67Q: 3 clusters Score -2782614 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20765 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -2782623.500000 Penalty: 4967.676270 Iteration 68Q: 3 clusters Score -2782624 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20777 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -2782629.750000 Penalty: 4967.676270 Iteration 69Q: 3 clusters Score -2782630 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20783 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -2782634.000000 Penalty: 4967.676270 Iteration 70Q: 3 clusters Score -2782634 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20788 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -2782632.000000 Penalty: 4967.676270 Iteration 71Q: 3 clusters Score -2782632 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20793 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -2782629.500000 Penalty: 4967.676270 Iteration 72Q: 3 clusters Score -2782630 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20799 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -2782632.750000 Penalty: 4967.676270 Iteration 73Q: 3 clusters Score -2782633 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20800 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -2782633.750000 Penalty: 4967.676270 Iteration 74Q: 3 clusters Score -2782634 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20804 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -2782638.750000 Penalty: 4967.676270 Iteration 75Q: 3 clusters Score -2782639 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20806 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -2782638.000000 Penalty: 4967.676270 Iteration 76Q: 3 clusters Score -2782638 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20810 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -2782640.750000 Penalty: 4967.676270 Iteration 77Q: 3 clusters Score -2782641 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20815 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -2782640.750000 Penalty: 4967.676270 Iteration 78Q: 3 clusters Score -2782641 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20823 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -2782643.750000 Penalty: 4967.676270 Iteration 79Q: 3 clusters Score -2782644 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20832 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -2782645.500000 Penalty: 4967.676270 Iteration 80F: 3 clusters Score -2782646 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20839 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -2782644.250000 Penalty: 4967.676270 Iteration 81Q: 3 clusters Score -2782644 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20847 members Mstep: Class 2 contains 1523 members Entering Unmasked Estep Score: -2782641.000000 Penalty: 4967.676270 Iteration 82Q: 3 clusters Score -2782641 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20855 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -2782645.000000 Penalty: 4967.676270 Iteration 83Q: 3 clusters Score -2782645 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20866 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -2782655.000000 Penalty: 4967.676270 Iteration 84Q: 3 clusters Score -2782655 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20883 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -2782657.000000 Penalty: 4967.676270 Iteration 85Q: 3 clusters Score -2782657 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20896 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -2782657.000000 Penalty: 4967.676270 Iteration 86Q: 3 clusters Score -2782657 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20901 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -2782659.250000 Penalty: 4967.676270 Iteration 87Q: 3 clusters Score -2782659 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20905 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -2782659.000000 Penalty: 4967.676270 Iteration 88Q: 3 clusters Score -2782659 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20909 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -2782661.000000 Penalty: 4967.676270 Iteration 89Q: 3 clusters Score -2782661 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20916 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -2782663.750000 Penalty: 4967.676270 Iteration 90Q: 3 clusters Score -2782664 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20924 members Mstep: Class 2 contains 1446 members Entering Unmasked Estep Score: -2782668.750000 Penalty: 4967.676270 Iteration 91Q: 3 clusters Score -2782669 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20932 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -2782676.500000 Penalty: 4967.676270 Iteration 92Q: 3 clusters Score -2782676 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20939 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -2782677.500000 Penalty: 4967.676270 Iteration 93Q: 3 clusters Score -2782678 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20945 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -2782675.500000 Penalty: 4967.676270 Iteration 94Q: 3 clusters Score -2782676 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20951 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -2782679.250000 Penalty: 4967.676270 Iteration 95Q: 3 clusters Score -2782679 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20956 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -2782677.250000 Penalty: 4967.676270 Iteration 96Q: 3 clusters Score -2782677 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20963 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -2782684.750000 Penalty: 4967.676270 Iteration 97Q: 3 clusters Score -2782685 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20964 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -2782686.000000 Penalty: 4967.676270 Iteration 98Q: 3 clusters Score -2782686 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20972 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -2782695.500000 Penalty: 4967.676270 Iteration 99Q: 3 clusters Score -2782696 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20980 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -2782697.250000 Penalty: 4967.676270 Iteration 100F: 3 clusters Score -2782697 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20983 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -2782702.750000 Penalty: 4967.676270 Iteration 101Q: 3 clusters Score -2782703 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20992 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -2782707.750000 Penalty: 4967.676270 Iteration 102Q: 3 clusters Score -2782708 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21001 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -2782713.250000 Penalty: 4967.676270 Iteration 103Q: 3 clusters Score -2782713 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21006 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -2782715.500000 Penalty: 4967.676270 Iteration 104Q: 3 clusters Score -2782716 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21013 members Mstep: Class 2 contains 1357 members Entering Unmasked Estep Score: -2782715.750000 Penalty: 4967.676270 Iteration 105Q: 3 clusters Score -2782716 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21016 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -2782716.750000 Penalty: 4967.676270 Iteration 106Q: 3 clusters Score -2782717 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21017 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -2782715.250000 Penalty: 4967.676270 Iteration 107Q: 3 clusters Score -2782715 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21018 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -2782708.500000 Penalty: 4967.676270 Iteration 108Q: 3 clusters Score -2782708 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21019 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -2782709.750000 Penalty: 4967.676270 Iteration 109Q: 3 clusters Score -2782710 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21019 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -2782709.750000 Penalty: 4967.676270 Iteration 110F: 3 clusters Score -2782710 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4617 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Entering Unmasked Estep Score: -596919.437500 Penalty: 2092.500000 Iteration 0F: 2 clusters Score -596919.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 2291 members Entering Unmasked Estep Score: -592604.000000 Penalty: 4185.000000 Iteration 0F: 3 clusters Score -592604 nChanged 1783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -593696.437500 Penalty: 4185.000000 Iteration 1F: 3 clusters Score -593696.4 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2451 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -593907.437500 Penalty: 4185.000000 Iteration 2F: 3 clusters Score -593907.4 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 2136 members Entering Unmasked Estep Score: -594049.562500 Penalty: 4185.000000 Iteration 3Q: 3 clusters Score -594049.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -594145.500000 Penalty: 4185.000000 Iteration 4Q: 3 clusters Score -594145.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 2021 members Entering Unmasked Estep Score: -594225.062500 Penalty: 4185.000000 Iteration 5Q: 3 clusters Score -594225.1 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 1958 members Entering Unmasked Estep Score: -594290.625000 Penalty: 4185.000000 Iteration 6Q: 3 clusters Score -594290.6 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -594346.187500 Penalty: 4185.000000 Iteration 7Q: 3 clusters Score -594346.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -594394.125000 Penalty: 4185.000000 Iteration 8Q: 3 clusters Score -594394.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -594427.062500 Penalty: 4185.000000 Iteration 9Q: 3 clusters Score -594427.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -594464.750000 Penalty: 4185.000000 Iteration 10Q: 3 clusters Score -594464.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -594505.000000 Penalty: 4185.000000 Iteration 11Q: 3 clusters Score -594505 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2974 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -594545.125000 Penalty: 4185.000000 Iteration 12Q: 3 clusters Score -594545.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 1593 members Entering Unmasked Estep Score: -594579.062500 Penalty: 4185.000000 Iteration 13Q: 3 clusters Score -594579.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -594617.000000 Penalty: 4185.000000 Iteration 14Q: 3 clusters Score -594617 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -594649.875000 Penalty: 4185.000000 Iteration 15Q: 3 clusters Score -594649.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3201 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -594693.812500 Penalty: 4185.000000 Iteration 16Q: 3 clusters Score -594693.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -594743.125000 Penalty: 4185.000000 Iteration 17Q: 3 clusters Score -594743.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -594782.250000 Penalty: 4185.000000 Iteration 18Q: 3 clusters Score -594782.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -594833.375000 Penalty: 4185.000000 Iteration 19Q: 3 clusters Score -594833.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3413 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -594881.250000 Penalty: 4185.000000 Iteration 20F: 3 clusters Score -594881.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -594912.250000 Penalty: 4185.000000 Iteration 21Q: 3 clusters Score -594912.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -594936.750000 Penalty: 4185.000000 Iteration 22Q: 3 clusters Score -594936.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -594961.125000 Penalty: 4185.000000 Iteration 23Q: 3 clusters Score -594961.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -594983.937500 Penalty: 4185.000000 Iteration 24Q: 3 clusters Score -594983.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3562 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -595001.125000 Penalty: 4185.000000 Iteration 25Q: 3 clusters Score -595001.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3589 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -595017.875000 Penalty: 4185.000000 Iteration 26Q: 3 clusters Score -595017.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3605 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -595028.750000 Penalty: 4185.000000 Iteration 27Q: 3 clusters Score -595028.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3616 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -595035.812500 Penalty: 4185.000000 Iteration 28Q: 3 clusters Score -595035.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3624 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -595043.250000 Penalty: 4185.000000 Iteration 29Q: 3 clusters Score -595043.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -595052.625000 Penalty: 4185.000000 Iteration 30Q: 3 clusters Score -595052.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3656 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -595064.312500 Penalty: 4185.000000 Iteration 31Q: 3 clusters Score -595064.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -595077.812500 Penalty: 4185.000000 Iteration 32Q: 3 clusters Score -595077.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3693 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -595091.437500 Penalty: 4185.000000 Iteration 33Q: 3 clusters Score -595091.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -595102.250000 Penalty: 4185.000000 Iteration 34Q: 3 clusters Score -595102.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3715 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -595106.875000 Penalty: 4185.000000 Iteration 35Q: 3 clusters Score -595106.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -595113.562500 Penalty: 4185.000000 Iteration 36Q: 3 clusters Score -595113.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3735 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -595122.875000 Penalty: 4185.000000 Iteration 37Q: 3 clusters Score -595122.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3747 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -595129.062500 Penalty: 4185.000000 Iteration 38Q: 3 clusters Score -595129.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3754 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -595130.187500 Penalty: 4185.000000 Iteration 39Q: 3 clusters Score -595130.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3758 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -595132.062500 Penalty: 4185.000000 Iteration 40F: 3 clusters Score -595132.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3760 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -595134.187500 Penalty: 4185.000000 Iteration 41Q: 3 clusters Score -595134.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3763 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -595133.625000 Penalty: 4185.000000 Iteration 42Q: 3 clusters Score -595133.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -595135.937500 Penalty: 4185.000000 Iteration 43Q: 3 clusters Score -595135.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -595137.125000 Penalty: 4185.000000 Iteration 44Q: 3 clusters Score -595137.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3772 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -595138.687500 Penalty: 4185.000000 Iteration 45Q: 3 clusters Score -595138.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -595142.000000 Penalty: 4185.000000 Iteration 46Q: 3 clusters Score -595142 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -595140.812500 Penalty: 4185.000000 Iteration 47Q: 3 clusters Score -595140.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -595140.812500 Penalty: 4185.000000 Iteration 48F: 3 clusters Score -595140.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4154 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Entering Unmasked Estep Score: -525452.187500 Penalty: 2066.293213 Iteration 0F: 2 clusters Score -525452.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -521530.156250 Penalty: 4132.586426 Iteration 0F: 3 clusters Score -521530.2 nChanged 1491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2192 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -522458.468750 Penalty: 4132.586426 Iteration 1F: 3 clusters Score -522458.5 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 1933 members Entering Unmasked Estep Score: -522646.843750 Penalty: 4132.586426 Iteration 2F: 3 clusters Score -522646.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -522755.187500 Penalty: 4132.586426 Iteration 3Q: 3 clusters Score -522755.2 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -522816.406250 Penalty: 4132.586426 Iteration 4Q: 3 clusters Score -522816.4 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 1902 members Entering Unmasked Estep Score: -522853.093750 Penalty: 4132.586426 Iteration 5Q: 3 clusters Score -522853.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -522883.687500 Penalty: 4132.586426 Iteration 6Q: 3 clusters Score -522883.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -522900.687500 Penalty: 4132.586426 Iteration 7Q: 3 clusters Score -522900.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -522913.406250 Penalty: 4132.586426 Iteration 8Q: 3 clusters Score -522913.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -522922.750000 Penalty: 4132.586426 Iteration 9Q: 3 clusters Score -522922.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -522934.531250 Penalty: 4132.586426 Iteration 10Q: 3 clusters Score -522934.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -522948.531250 Penalty: 4132.586426 Iteration 11Q: 3 clusters Score -522948.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 1914 members Entering Unmasked Estep Score: -522960.875000 Penalty: 4132.586426 Iteration 12Q: 3 clusters Score -522960.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -522968.687500 Penalty: 4132.586426 Iteration 13Q: 3 clusters Score -522968.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -522977.250000 Penalty: 4132.586426 Iteration 14Q: 3 clusters Score -522977.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -522984.312500 Penalty: 4132.586426 Iteration 15Q: 3 clusters Score -522984.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 1898 members Entering Unmasked Estep Score: -522990.500000 Penalty: 4132.586426 Iteration 16Q: 3 clusters Score -522990.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -522994.812500 Penalty: 4132.586426 Iteration 17Q: 3 clusters Score -522994.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -523002.250000 Penalty: 4132.586426 Iteration 18Q: 3 clusters Score -523002.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -523010.187500 Penalty: 4132.586426 Iteration 19Q: 3 clusters Score -523010.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -523016.625000 Penalty: 4132.586426 Iteration 20F: 3 clusters Score -523016.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -523020.437500 Penalty: 4132.586426 Iteration 21Q: 3 clusters Score -523020.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -523027.031250 Penalty: 4132.586426 Iteration 22Q: 3 clusters Score -523027 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 1880 members Entering Unmasked Estep Score: -523034.250000 Penalty: 4132.586426 Iteration 23Q: 3 clusters Score -523034.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 1873 members Entering Unmasked Estep Score: -523041.093750 Penalty: 4132.586426 Iteration 24Q: 3 clusters Score -523041.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -523044.968750 Penalty: 4132.586426 Iteration 25Q: 3 clusters Score -523045 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -523051.718750 Penalty: 4132.586426 Iteration 26Q: 3 clusters Score -523051.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -523057.250000 Penalty: 4132.586426 Iteration 27Q: 3 clusters Score -523057.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -523061.250000 Penalty: 4132.586426 Iteration 28Q: 3 clusters Score -523061.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -523064.875000 Penalty: 4132.586426 Iteration 29Q: 3 clusters Score -523064.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -523069.093750 Penalty: 4132.586426 Iteration 30Q: 3 clusters Score -523069.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -523071.000000 Penalty: 4132.586426 Iteration 31Q: 3 clusters Score -523071 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -523074.812500 Penalty: 4132.586426 Iteration 32Q: 3 clusters Score -523074.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 1848 members Entering Unmasked Estep Score: -523079.406250 Penalty: 4132.586426 Iteration 33Q: 3 clusters Score -523079.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -523082.562500 Penalty: 4132.586426 Iteration 34Q: 3 clusters Score -523082.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -523086.406250 Penalty: 4132.586426 Iteration 35Q: 3 clusters Score -523086.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -523088.968750 Penalty: 4132.586426 Iteration 36Q: 3 clusters Score -523089 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -523093.187500 Penalty: 4132.586426 Iteration 37Q: 3 clusters Score -523093.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -523095.375000 Penalty: 4132.586426 Iteration 38Q: 3 clusters Score -523095.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -523097.968750 Penalty: 4132.586426 Iteration 39Q: 3 clusters Score -523098 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -523102.531250 Penalty: 4132.586426 Iteration 40F: 3 clusters Score -523102.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -523106.968750 Penalty: 4132.586426 Iteration 41Q: 3 clusters Score -523107 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -523109.593750 Penalty: 4132.586426 Iteration 42Q: 3 clusters Score -523109.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -523112.062500 Penalty: 4132.586426 Iteration 43Q: 3 clusters Score -523112.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -523116.156250 Penalty: 4132.586426 Iteration 44Q: 3 clusters Score -523116.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -523119.437500 Penalty: 4132.586426 Iteration 45Q: 3 clusters Score -523119.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -523124.031250 Penalty: 4132.586426 Iteration 46Q: 3 clusters Score -523124 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -523124.843750 Penalty: 4132.586426 Iteration 47Q: 3 clusters Score -523124.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -523125.500000 Penalty: 4132.586426 Iteration 48Q: 3 clusters Score -523125.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -523126.250000 Penalty: 4132.586426 Iteration 49Q: 3 clusters Score -523126.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -523127.625000 Penalty: 4132.586426 Iteration 50Q: 3 clusters Score -523127.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -523128.218750 Penalty: 4132.586426 Iteration 51Q: 3 clusters Score -523128.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -523127.281250 Penalty: 4132.586426 Iteration 52Q: 3 clusters Score -523127.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -523127.500000 Penalty: 4132.586426 Iteration 53Q: 3 clusters Score -523127.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2234 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -523127.500000 Penalty: 4132.586426 Iteration 54F: 3 clusters Score -523127.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4213 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4213 members Entering Unmasked Estep Score: -538412.875000 Penalty: 2069.790771 Iteration 0F: 2 clusters Score -538412.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -534408.500000 Penalty: 4139.581543 Iteration 0F: 3 clusters Score -534408.5 nChanged 1524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -535313.250000 Penalty: 4139.581543 Iteration 1F: 3 clusters Score -535313.2 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -535519.437500 Penalty: 4139.581543 Iteration 2F: 3 clusters Score -535519.4 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -535624.500000 Penalty: 4139.581543 Iteration 3Q: 3 clusters Score -535624.5 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -535687.000000 Penalty: 4139.581543 Iteration 4Q: 3 clusters Score -535687 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -535734.500000 Penalty: 4139.581543 Iteration 5Q: 3 clusters Score -535734.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 2088 members Entering Unmasked Estep Score: -535763.875000 Penalty: 4139.581543 Iteration 6Q: 3 clusters Score -535763.9 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -535789.312500 Penalty: 4139.581543 Iteration 7Q: 3 clusters Score -535789.3 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -535808.750000 Penalty: 4139.581543 Iteration 8Q: 3 clusters Score -535808.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -535822.750000 Penalty: 4139.581543 Iteration 9Q: 3 clusters Score -535822.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -535834.750000 Penalty: 4139.581543 Iteration 10Q: 3 clusters Score -535834.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -535844.750000 Penalty: 4139.581543 Iteration 11Q: 3 clusters Score -535844.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2133 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -535857.062500 Penalty: 4139.581543 Iteration 12Q: 3 clusters Score -535857.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -535867.437500 Penalty: 4139.581543 Iteration 13Q: 3 clusters Score -535867.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2136 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -535873.562500 Penalty: 4139.581543 Iteration 14Q: 3 clusters Score -535873.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -535881.375000 Penalty: 4139.581543 Iteration 15Q: 3 clusters Score -535881.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -535889.000000 Penalty: 4139.581543 Iteration 16Q: 3 clusters Score -535889 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -535896.187500 Penalty: 4139.581543 Iteration 17Q: 3 clusters Score -535896.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -535900.187500 Penalty: 4139.581543 Iteration 18Q: 3 clusters Score -535900.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -535906.562500 Penalty: 4139.581543 Iteration 19Q: 3 clusters Score -535906.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 2054 members Entering Unmasked Estep Score: -535912.125000 Penalty: 4139.581543 Iteration 20F: 3 clusters Score -535912.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -535916.812500 Penalty: 4139.581543 Iteration 21Q: 3 clusters Score -535916.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -535919.750000 Penalty: 4139.581543 Iteration 22Q: 3 clusters Score -535919.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -535923.062500 Penalty: 4139.581543 Iteration 23Q: 3 clusters Score -535923.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -535925.937500 Penalty: 4139.581543 Iteration 24Q: 3 clusters Score -535925.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -535928.437500 Penalty: 4139.581543 Iteration 25Q: 3 clusters Score -535928.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -535931.687500 Penalty: 4139.581543 Iteration 26Q: 3 clusters Score -535931.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -535932.562500 Penalty: 4139.581543 Iteration 27Q: 3 clusters Score -535932.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -535933.312500 Penalty: 4139.581543 Iteration 28Q: 3 clusters Score -535933.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -535932.562500 Penalty: 4139.581543 Iteration 29Q: 3 clusters Score -535932.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -535934.625000 Penalty: 4139.581543 Iteration 30Q: 3 clusters Score -535934.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -535935.250000 Penalty: 4139.581543 Iteration 31Q: 3 clusters Score -535935.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -535935.250000 Penalty: 4139.581543 Iteration 32F: 3 clusters Score -535935.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (13317 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13317 members Entering Unmasked Estep Score: -1714172.750000 Penalty: 2355.205566 Iteration 0F: 2 clusters Score -1714173 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6799 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -1704409.250000 Penalty: 4710.411133 Iteration 0F: 3 clusters Score -1704409 nChanged 5680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7317 members Mstep: Class 2 contains 6000 members Entering Unmasked Estep Score: -1707764.125000 Penalty: 4710.411133 Iteration 1F: 3 clusters Score -1707764 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7645 members Mstep: Class 2 contains 5672 members Entering Unmasked Estep Score: -1708235.875000 Penalty: 4710.411133 Iteration 2F: 3 clusters Score -1708236 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8074 members Mstep: Class 2 contains 5243 members Entering Unmasked Estep Score: -1708648.750000 Penalty: 4710.411133 Iteration 3F: 3 clusters Score -1708649 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8642 members Mstep: Class 2 contains 4675 members Entering Unmasked Estep Score: -1709132.500000 Penalty: 4710.411133 Iteration 4F: 3 clusters Score -1709132 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9232 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -1709639.500000 Penalty: 4710.411133 Iteration 5F: 3 clusters Score -1709640 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9869 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -1710198.500000 Penalty: 4710.411133 Iteration 6F: 3 clusters Score -1710198 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10451 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -1710735.875000 Penalty: 4710.411133 Iteration 7F: 3 clusters Score -1710736 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10950 members Mstep: Class 2 contains 2367 members Entering Unmasked Estep Score: -1711258.625000 Penalty: 4710.411133 Iteration 8Q: 3 clusters Score -1711259 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11343 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -1711704.625000 Penalty: 4710.411133 Iteration 9Q: 3 clusters Score -1711705 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11598 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -1712002.750000 Penalty: 4710.411133 Iteration 10Q: 3 clusters Score -1712003 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11759 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -1712178.125000 Penalty: 4710.411133 Iteration 11Q: 3 clusters Score -1712178 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11856 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -1712281.125000 Penalty: 4710.411133 Iteration 12Q: 3 clusters Score -1712281 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11922 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -1712338.500000 Penalty: 4710.411133 Iteration 13Q: 3 clusters Score -1712338 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11968 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -1712369.000000 Penalty: 4710.411133 Iteration 14Q: 3 clusters Score -1712369 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12001 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -1712392.000000 Penalty: 4710.411133 Iteration 15Q: 3 clusters Score -1712392 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12024 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -1712402.375000 Penalty: 4710.411133 Iteration 16Q: 3 clusters Score -1712402 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12037 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -1712404.750000 Penalty: 4710.411133 Iteration 17Q: 3 clusters Score -1712405 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12056 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -1712412.625000 Penalty: 4710.411133 Iteration 18Q: 3 clusters Score -1712413 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12066 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -1712416.375000 Penalty: 4710.411133 Iteration 19Q: 3 clusters Score -1712416 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12077 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -1712424.625000 Penalty: 4710.411133 Iteration 20F: 3 clusters Score -1712425 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12089 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -1712429.500000 Penalty: 4710.411133 Iteration 21Q: 3 clusters Score -1712430 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12096 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -1712433.625000 Penalty: 4710.411133 Iteration 22Q: 3 clusters Score -1712434 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12099 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -1712434.375000 Penalty: 4710.411133 Iteration 23Q: 3 clusters Score -1712434 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12100 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -1712435.750000 Penalty: 4710.411133 Iteration 24Q: 3 clusters Score -1712436 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12100 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -1712435.750000 Penalty: 4710.411133 Iteration 25F: 3 clusters Score -1712436 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (17276 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17276 members Entering Unmasked Estep Score: -2232210.250000 Penalty: 2419.754150 Iteration 0F: 2 clusters Score -2232210 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8652 members Mstep: Class 2 contains 8624 members Entering Unmasked Estep Score: -2219916.750000 Penalty: 4839.508301 Iteration 0F: 3 clusters Score -2219917 nChanged 7521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8719 members Mstep: Class 2 contains 8557 members Entering Unmasked Estep Score: -2223911.000000 Penalty: 4839.508301 Iteration 1F: 3 clusters Score -2223911 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8763 members Mstep: Class 2 contains 8513 members Entering Unmasked Estep Score: -2224249.750000 Penalty: 4839.508301 Iteration 2F: 3 clusters Score -2224250 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8812 members Mstep: Class 2 contains 8464 members Entering Unmasked Estep Score: -2224498.500000 Penalty: 4839.508301 Iteration 3Q: 3 clusters Score -2224498 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8860 members Mstep: Class 2 contains 8416 members Entering Unmasked Estep Score: -2224713.500000 Penalty: 4839.508301 Iteration 4Q: 3 clusters Score -2224714 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8897 members Mstep: Class 2 contains 8379 members Entering Unmasked Estep Score: -2224892.500000 Penalty: 4839.508301 Iteration 5Q: 3 clusters Score -2224892 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8911 members Mstep: Class 2 contains 8365 members Entering Unmasked Estep Score: -2225078.500000 Penalty: 4839.508301 Iteration 6Q: 3 clusters Score -2225078 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8951 members Mstep: Class 2 contains 8325 members Entering Unmasked Estep Score: -2225275.750000 Penalty: 4839.508301 Iteration 7Q: 3 clusters Score -2225276 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8948 members Mstep: Class 2 contains 8328 members Entering Unmasked Estep Score: -2225539.250000 Penalty: 4839.508301 Iteration 8Q: 3 clusters Score -2225539 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8855 members Mstep: Class 2 contains 8421 members Entering Unmasked Estep Score: -2225874.750000 Penalty: 4839.508301 Iteration 9Q: 3 clusters Score -2225875 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8680 members Mstep: Class 2 contains 8596 members Entering Unmasked Estep Score: -2226372.500000 Penalty: 4839.508301 Iteration 10Q: 3 clusters Score -2226372 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8437 members Mstep: Class 2 contains 8839 members Entering Unmasked Estep Score: -2227057.500000 Penalty: 4839.508301 Iteration 11F: 3 clusters Score -2227058 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8133 members Mstep: Class 2 contains 9143 members Entering Unmasked Estep Score: -2227813.500000 Penalty: 4839.508301 Iteration 12F: 3 clusters Score -2227814 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7833 members Mstep: Class 2 contains 9443 members Entering Unmasked Estep Score: -2228577.000000 Penalty: 4839.508301 Iteration 13F: 3 clusters Score -2228577 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7465 members Mstep: Class 2 contains 9811 members Entering Unmasked Estep Score: -2229370.000000 Penalty: 4839.508301 Iteration 14F: 3 clusters Score -2229370 nChanged 749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7160 members Mstep: Class 2 contains 10116 members Entering Unmasked Estep Score: -2229951.250000 Penalty: 4839.508301 Iteration 15Q: 3 clusters Score -2229951 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6879 members Mstep: Class 2 contains 10397 members Entering Unmasked Estep Score: -2230335.000000 Penalty: 4839.508301 Iteration 16Q: 3 clusters Score -2230335 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 10618 members Entering Unmasked Estep Score: -2230555.000000 Penalty: 4839.508301 Iteration 17Q: 3 clusters Score -2230555 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6456 members Mstep: Class 2 contains 10820 members Entering Unmasked Estep Score: -2230739.500000 Penalty: 4839.508301 Iteration 18Q: 3 clusters Score -2230740 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6246 members Mstep: Class 2 contains 11030 members Entering Unmasked Estep Score: -2230920.250000 Penalty: 4839.508301 Iteration 19Q: 3 clusters Score -2230920 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6046 members Mstep: Class 2 contains 11230 members Entering Unmasked Estep Score: -2231089.250000 Penalty: 4839.508301 Iteration 20F: 3 clusters Score -2231089 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5872 members Mstep: Class 2 contains 11404 members Entering Unmasked Estep Score: -2231167.000000 Penalty: 4839.508301 Iteration 21Q: 3 clusters Score -2231167 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5721 members Mstep: Class 2 contains 11555 members Entering Unmasked Estep Score: -2231230.500000 Penalty: 4839.508301 Iteration 22Q: 3 clusters Score -2231230 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 11675 members Entering Unmasked Estep Score: -2231266.500000 Penalty: 4839.508301 Iteration 23Q: 3 clusters Score -2231266 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5505 members Mstep: Class 2 contains 11771 members Entering Unmasked Estep Score: -2231291.500000 Penalty: 4839.508301 Iteration 24Q: 3 clusters Score -2231292 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 11861 members Entering Unmasked Estep Score: -2231305.000000 Penalty: 4839.508301 Iteration 25Q: 3 clusters Score -2231305 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5361 members Mstep: Class 2 contains 11915 members Entering Unmasked Estep Score: -2231314.250000 Penalty: 4839.508301 Iteration 26Q: 3 clusters Score -2231314 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 11953 members Entering Unmasked Estep Score: -2231320.500000 Penalty: 4839.508301 Iteration 27Q: 3 clusters Score -2231320 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5294 members Mstep: Class 2 contains 11982 members Entering Unmasked Estep Score: -2231324.500000 Penalty: 4839.508301 Iteration 28Q: 3 clusters Score -2231324 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5274 members Mstep: Class 2 contains 12002 members Entering Unmasked Estep Score: -2231329.750000 Penalty: 4839.508301 Iteration 29Q: 3 clusters Score -2231330 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 12017 members Entering Unmasked Estep Score: -2231327.750000 Penalty: 4839.508301 Iteration 30Q: 3 clusters Score -2231328 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 12025 members Entering Unmasked Estep Score: -2231327.500000 Penalty: 4839.508301 Iteration 31Q: 3 clusters Score -2231328 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5247 members Mstep: Class 2 contains 12029 members Entering Unmasked Estep Score: -2231327.000000 Penalty: 4839.508301 Iteration 32Q: 3 clusters Score -2231327 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Mstep: Class 2 contains 12032 members Entering Unmasked Estep Score: -2231325.250000 Penalty: 4839.508301 Iteration 33Q: 3 clusters Score -2231325 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 12033 members Entering Unmasked Estep Score: -2231322.250000 Penalty: 4839.508301 Iteration 34Q: 3 clusters Score -2231322 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 12033 members Entering Unmasked Estep Score: -2231322.250000 Penalty: 4839.508301 Iteration 35F: 3 clusters Score -2231322 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (202573 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202573 members Entering Unmasked Estep Score: -25553746.000000 Penalty: 3030.276367 Iteration 0F: 2 clusters Score -2.555375e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101374 members Mstep: Class 2 contains 101199 members Entering Unmasked Estep Score: -25420164.000000 Penalty: 6060.552734 Iteration 0F: 3 clusters Score -2.542016e+07 nChanged 97601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101597 members Mstep: Class 2 contains 100976 members Entering Unmasked Estep Score: -25477614.000000 Penalty: 6060.552734 Iteration 1F: 3 clusters Score -2.547761e+07 nChanged 5607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101510 members Mstep: Class 2 contains 101063 members Entering Unmasked Estep Score: -25478772.000000 Penalty: 6060.552734 Iteration 2Q: 3 clusters Score -2.547877e+07 nChanged 5804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101412 members Mstep: Class 2 contains 101161 members Entering Unmasked Estep Score: -25479884.000000 Penalty: 6060.552734 Iteration 3Q: 3 clusters Score -2.547988e+07 nChanged 6106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101394 members Mstep: Class 2 contains 101179 members Entering Unmasked Estep Score: -25481600.000000 Penalty: 6060.552734 Iteration 4Q: 3 clusters Score -2.54816e+07 nChanged 6338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101392 members Mstep: Class 2 contains 101181 members Entering Unmasked Estep Score: -25483164.000000 Penalty: 6060.552734 Iteration 5Q: 3 clusters Score -2.548316e+07 nChanged 6839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101415 members Mstep: Class 2 contains 101158 members Entering Unmasked Estep Score: -25485296.000000 Penalty: 6060.552734 Iteration 6Q: 3 clusters Score -2.54853e+07 nChanged 6964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101561 members Mstep: Class 2 contains 101012 members Entering Unmasked Estep Score: -25487086.000000 Penalty: 6060.552734 Iteration 7Q: 3 clusters Score -2.548709e+07 nChanged 7303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101704 members Mstep: Class 2 contains 100869 members Entering Unmasked Estep Score: -25489144.000000 Penalty: 6060.552734 Iteration 8Q: 3 clusters Score -2.548914e+07 nChanged 7623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101771 members Mstep: Class 2 contains 100802 members Entering Unmasked Estep Score: -25491806.000000 Penalty: 6060.552734 Iteration 9Q: 3 clusters Score -2.549181e+07 nChanged 7984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101763 members Mstep: Class 2 contains 100810 members Entering Unmasked Estep Score: -25495046.000000 Penalty: 6060.552734 Iteration 10Q: 3 clusters Score -2.549505e+07 nChanged 8684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101647 members Mstep: Class 2 contains 100926 members Entering Unmasked Estep Score: -25499262.000000 Penalty: 6060.552734 Iteration 11Q: 3 clusters Score -2.549926e+07 nChanged 9674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101319 members Mstep: Class 2 contains 101254 members Entering Unmasked Estep Score: -25504776.000000 Penalty: 6060.552734 Iteration 12Q: 3 clusters Score -2.550478e+07 nChanged 10602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100631 members Mstep: Class 2 contains 101942 members Entering Unmasked Estep Score: -25511292.000000 Penalty: 6060.552734 Iteration 13F: 3 clusters Score -2.551129e+07 nChanged 9971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99960 members Mstep: Class 2 contains 102613 members Entering Unmasked Estep Score: -25516286.000000 Penalty: 6060.552734 Iteration 14Q: 3 clusters Score -2.551629e+07 nChanged 7416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99246 members Mstep: Class 2 contains 103327 members Entering Unmasked Estep Score: -25518584.000000 Penalty: 6060.552734 Iteration 15Q: 3 clusters Score -2.551858e+07 nChanged 4495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98629 members Mstep: Class 2 contains 103944 members Entering Unmasked Estep Score: -25519546.000000 Penalty: 6060.552734 Iteration 16Q: 3 clusters Score -2.551955e+07 nChanged 2411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98062 members Mstep: Class 2 contains 104511 members Entering Unmasked Estep Score: -25519808.000000 Penalty: 6060.552734 Iteration 17Q: 3 clusters Score -2.551981e+07 nChanged 1464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97510 members Mstep: Class 2 contains 105063 members Entering Unmasked Estep Score: -25519960.000000 Penalty: 6060.552734 Iteration 18Q: 3 clusters Score -2.551996e+07 nChanged 1067 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96999 members Mstep: Class 2 contains 105574 members Entering Unmasked Estep Score: -25520070.000000 Penalty: 6060.552734 Iteration 19Q: 3 clusters Score -2.552007e+07 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96515 members Mstep: Class 2 contains 106058 members Entering Unmasked Estep Score: -25520144.000000 Penalty: 6060.552734 Iteration 20F: 3 clusters Score -2.552014e+07 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95963 members Mstep: Class 2 contains 106610 members Entering Unmasked Estep Score: -25520148.000000 Penalty: 6060.552734 Iteration 21Q: 3 clusters Score -2.552015e+07 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95424 members Mstep: Class 2 contains 107149 members Entering Unmasked Estep Score: -25520238.000000 Penalty: 6060.552734 Iteration 22Q: 3 clusters Score -2.552024e+07 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94824 members Mstep: Class 2 contains 107749 members Entering Unmasked Estep Score: -25520424.000000 Penalty: 6060.552734 Iteration 23Q: 3 clusters Score -2.552042e+07 nChanged 939 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94145 members Mstep: Class 2 contains 108428 members Entering Unmasked Estep Score: -25520492.000000 Penalty: 6060.552734 Iteration 24Q: 3 clusters Score -2.552049e+07 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93371 members Mstep: Class 2 contains 109202 members Entering Unmasked Estep Score: -25520542.000000 Penalty: 6060.552734 Iteration 25Q: 3 clusters Score -2.552054e+07 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92559 members Mstep: Class 2 contains 110014 members Entering Unmasked Estep Score: -25520600.000000 Penalty: 6060.552734 Iteration 26Q: 3 clusters Score -2.55206e+07 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91699 members Mstep: Class 2 contains 110874 members Entering Unmasked Estep Score: -25520630.000000 Penalty: 6060.552734 Iteration 27Q: 3 clusters Score -2.552063e+07 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90796 members Mstep: Class 2 contains 111777 members Entering Unmasked Estep Score: -25520758.000000 Penalty: 6060.552734 Iteration 28Q: 3 clusters Score -2.552076e+07 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89812 members Mstep: Class 2 contains 112761 members Entering Unmasked Estep Score: -25520800.000000 Penalty: 6060.552734 Iteration 29Q: 3 clusters Score -2.55208e+07 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88739 members Mstep: Class 2 contains 113834 members Entering Unmasked Estep Score: -25520848.000000 Penalty: 6060.552734 Iteration 30Q: 3 clusters Score -2.552085e+07 nChanged 1255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87538 members Mstep: Class 2 contains 115035 members Entering Unmasked Estep Score: -25520978.000000 Penalty: 6060.552734 Iteration 31Q: 3 clusters Score -2.552098e+07 nChanged 1333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86251 members Mstep: Class 2 contains 116322 members Entering Unmasked Estep Score: -25521112.000000 Penalty: 6060.552734 Iteration 32Q: 3 clusters Score -2.552111e+07 nChanged 1421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84864 members Mstep: Class 2 contains 117709 members Entering Unmasked Estep Score: -25521188.000000 Penalty: 6060.552734 Iteration 33Q: 3 clusters Score -2.552119e+07 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83225 members Mstep: Class 2 contains 119348 members Entering Unmasked Estep Score: -25521524.000000 Penalty: 6060.552734 Iteration 34Q: 3 clusters Score -2.552152e+07 nChanged 1787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81454 members Mstep: Class 2 contains 121119 members Entering Unmasked Estep Score: -25521758.000000 Penalty: 6060.552734 Iteration 35Q: 3 clusters Score -2.552176e+07 nChanged 1998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79466 members Mstep: Class 2 contains 123107 members Entering Unmasked Estep Score: -25522180.000000 Penalty: 6060.552734 Iteration 36Q: 3 clusters Score -2.552218e+07 nChanged 2198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77276 members Mstep: Class 2 contains 125297 members Entering Unmasked Estep Score: -25522616.000000 Penalty: 6060.552734 Iteration 37Q: 3 clusters Score -2.552262e+07 nChanged 2376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74910 members Mstep: Class 2 contains 127663 members Entering Unmasked Estep Score: -25522974.000000 Penalty: 6060.552734 Iteration 38Q: 3 clusters Score -2.552297e+07 nChanged 2587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72329 members Mstep: Class 2 contains 130244 members Entering Unmasked Estep Score: -25523516.000000 Penalty: 6060.552734 Iteration 39Q: 3 clusters Score -2.552352e+07 nChanged 2852 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69489 members Mstep: Class 2 contains 133084 members Entering Unmasked Estep Score: -25524088.000000 Penalty: 6060.552734 Iteration 40F: 3 clusters Score -2.552409e+07 nChanged 3007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66488 members Mstep: Class 2 contains 136085 members Entering Unmasked Estep Score: -25524824.000000 Penalty: 6060.552734 Iteration 41Q: 3 clusters Score -2.552482e+07 nChanged 3244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63244 members Mstep: Class 2 contains 139329 members Entering Unmasked Estep Score: -25525874.000000 Penalty: 6060.552734 Iteration 42Q: 3 clusters Score -2.552587e+07 nChanged 3505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59745 members Mstep: Class 2 contains 142828 members Entering Unmasked Estep Score: -25527018.000000 Penalty: 6060.552734 Iteration 43Q: 3 clusters Score -2.552702e+07 nChanged 3737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56010 members Mstep: Class 2 contains 146563 members Entering Unmasked Estep Score: -25528152.000000 Penalty: 6060.552734 Iteration 44Q: 3 clusters Score -2.552815e+07 nChanged 4023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51991 members Mstep: Class 2 contains 150582 members Entering Unmasked Estep Score: -25529632.000000 Penalty: 6060.552734 Iteration 45Q: 3 clusters Score -2.552963e+07 nChanged 4086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47905 members Mstep: Class 2 contains 154668 members Entering Unmasked Estep Score: -25530910.000000 Penalty: 6060.552734 Iteration 46Q: 3 clusters Score -2.553091e+07 nChanged 4236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43669 members Mstep: Class 2 contains 158904 members Entering Unmasked Estep Score: -25532526.000000 Penalty: 6060.552734 Iteration 47Q: 3 clusters Score -2.553253e+07 nChanged 4550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39123 members Mstep: Class 2 contains 163450 members Entering Unmasked Estep Score: -25534496.000000 Penalty: 6060.552734 Iteration 48Q: 3 clusters Score -2.55345e+07 nChanged 4577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34546 members Mstep: Class 2 contains 168027 members Entering Unmasked Estep Score: -25536544.000000 Penalty: 6060.552734 Iteration 49Q: 3 clusters Score -2.553654e+07 nChanged 4436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30112 members Mstep: Class 2 contains 172461 members Entering Unmasked Estep Score: -25538734.000000 Penalty: 6060.552734 Iteration 50Q: 3 clusters Score -2.553873e+07 nChanged 4257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25863 members Mstep: Class 2 contains 176710 members Entering Unmasked Estep Score: -25541006.000000 Penalty: 6060.552734 Iteration 51Q: 3 clusters Score -2.554101e+07 nChanged 4028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21849 members Mstep: Class 2 contains 180724 members Entering Unmasked Estep Score: -25543484.000000 Penalty: 6060.552734 Iteration 52Q: 3 clusters Score -2.554348e+07 nChanged 3541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18330 members Mstep: Class 2 contains 184243 members Entering Unmasked Estep Score: -25545632.000000 Penalty: 6060.552734 Iteration 53Q: 3 clusters Score -2.554563e+07 nChanged 3066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15290 members Mstep: Class 2 contains 187283 members Entering Unmasked Estep Score: -25547406.000000 Penalty: 6060.552734 Iteration 54Q: 3 clusters Score -2.554741e+07 nChanged 2602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12720 members Mstep: Class 2 contains 189853 members Entering Unmasked Estep Score: -25548970.000000 Penalty: 6060.552734 Iteration 55Q: 3 clusters Score -2.554897e+07 nChanged 2052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10720 members Mstep: Class 2 contains 191853 members Entering Unmasked Estep Score: -25550178.000000 Penalty: 6060.552734 Iteration 56Q: 3 clusters Score -2.555018e+07 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9236 members Mstep: Class 2 contains 193337 members Entering Unmasked Estep Score: -25550894.000000 Penalty: 6060.552734 Iteration 57Q: 3 clusters Score -2.555089e+07 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8168 members Mstep: Class 2 contains 194405 members Entering Unmasked Estep Score: -25551286.000000 Penalty: 6060.552734 Iteration 58Q: 3 clusters Score -2.555129e+07 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7360 members Mstep: Class 2 contains 195213 members Entering Unmasked Estep Score: -25551658.000000 Penalty: 6060.552734 Iteration 59Q: 3 clusters Score -2.555166e+07 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6759 members Mstep: Class 2 contains 195814 members Entering Unmasked Estep Score: -25552104.000000 Penalty: 6060.552734 Iteration 60F: 3 clusters Score -2.55521e+07 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6177 members Mstep: Class 2 contains 196396 members Entering Unmasked Estep Score: -25552314.000000 Penalty: 6060.552734 Iteration 61Q: 3 clusters Score -2.555231e+07 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5714 members Mstep: Class 2 contains 196859 members Entering Unmasked Estep Score: -25552514.000000 Penalty: 6060.552734 Iteration 62Q: 3 clusters Score -2.555251e+07 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5332 members Mstep: Class 2 contains 197241 members Entering Unmasked Estep Score: -25552646.000000 Penalty: 6060.552734 Iteration 63Q: 3 clusters Score -2.555265e+07 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 197543 members Entering Unmasked Estep Score: -25552700.000000 Penalty: 6060.552734 Iteration 64Q: 3 clusters Score -2.55527e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 197758 members Entering Unmasked Estep Score: -25552724.000000 Penalty: 6060.552734 Iteration 65Q: 3 clusters Score -2.555272e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 197928 members Entering Unmasked Estep Score: -25552748.000000 Penalty: 6060.552734 Iteration 66Q: 3 clusters Score -2.555275e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 198057 members Entering Unmasked Estep Score: -25552764.000000 Penalty: 6060.552734 Iteration 67Q: 3 clusters Score -2.555276e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4419 members Mstep: Class 2 contains 198154 members Entering Unmasked Estep Score: -25552768.000000 Penalty: 6060.552734 Iteration 68Q: 3 clusters Score -2.555277e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4342 members Mstep: Class 2 contains 198231 members Entering Unmasked Estep Score: -25552790.000000 Penalty: 6060.552734 Iteration 69Q: 3 clusters Score -2.555279e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4288 members Mstep: Class 2 contains 198285 members Entering Unmasked Estep Score: -25552788.000000 Penalty: 6060.552734 Iteration 70Q: 3 clusters Score -2.555279e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4236 members Mstep: Class 2 contains 198337 members Entering Unmasked Estep Score: -25552774.000000 Penalty: 6060.552734 Iteration 71Q: 3 clusters Score -2.555277e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 198397 members Entering Unmasked Estep Score: -25552832.000000 Penalty: 6060.552734 Iteration 72Q: 3 clusters Score -2.555283e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4118 members Mstep: Class 2 contains 198455 members Entering Unmasked Estep Score: -25552812.000000 Penalty: 6060.552734 Iteration 73Q: 3 clusters Score -2.555281e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 198512 members Entering Unmasked Estep Score: -25552822.000000 Penalty: 6060.552734 Iteration 74Q: 3 clusters Score -2.555282e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4013 members Mstep: Class 2 contains 198560 members Entering Unmasked Estep Score: 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198714 members Entering Unmasked Estep Score: -25552832.000000 Penalty: 6060.552734 Iteration 79Q: 3 clusters Score -2.555283e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 198749 members Entering Unmasked Estep Score: -25552824.000000 Penalty: 6060.552734 Iteration 80F: 3 clusters Score -2.555282e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 198781 members Entering Unmasked Estep Score: -25552830.000000 Penalty: 6060.552734 Iteration 81Q: 3 clusters Score -2.555283e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 198798 members Entering Unmasked Estep Score: -25552806.000000 Penalty: 6060.552734 Iteration 82Q: 3 clusters Score -2.555281e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 198818 members Entering Unmasked Estep Score: -25552808.000000 Penalty: 6060.552734 Iteration 83Q: 3 clusters Score -2.555281e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3745 members Mstep: Class 2 contains 198828 members Entering Unmasked Estep Score: -25552812.000000 Penalty: 6060.552734 Iteration 84Q: 3 clusters Score -2.555281e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 198840 members Entering Unmasked Estep Score: -25552812.000000 Penalty: 6060.552734 Iteration 85Q: 3 clusters Score -2.555281e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 198845 members Entering Unmasked Estep Score: -25552792.000000 Penalty: 6060.552734 Iteration 86Q: 3 clusters Score -2.555279e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3723 members Mstep: Class 2 contains 198850 members Entering Unmasked Estep Score: -25552806.000000 Penalty: 6060.552734 Iteration 87Q: 3 clusters Score -2.555281e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3718 members Mstep: Class 2 contains 198855 members Entering Unmasked Estep Score: -25552816.000000 Penalty: 6060.552734 Iteration 88Q: 3 clusters Score -2.555282e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3714 members Mstep: Class 2 contains 198859 members Entering Unmasked Estep Score: -25552818.000000 Penalty: 6060.552734 Iteration 89Q: 3 clusters Score -2.555282e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3711 members Mstep: Class 2 contains 198862 members Entering Unmasked Estep Score: -25552818.000000 Penalty: 6060.552734 Iteration 90Q: 3 clusters Score -2.555282e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 198865 members Entering Unmasked Estep Score: -25552808.000000 Penalty: 6060.552734 Iteration 91Q: 3 clusters Score -2.555281e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3703 members Mstep: Class 2 contains 198870 members Entering Unmasked Estep Score: -25552816.000000 Penalty: 6060.552734 Iteration 92Q: 3 clusters Score -2.555282e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 198874 members Entering Unmasked Estep Score: -25552810.000000 Penalty: 6060.552734 Iteration 93Q: 3 clusters Score -2.555281e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 198878 members Entering Unmasked Estep Score: -25552814.000000 Penalty: 6060.552734 Iteration 94Q: 3 clusters Score -2.555281e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 198883 members Entering Unmasked Estep Score: -25552804.000000 Penalty: 6060.552734 Iteration 95Q: 3 clusters Score -2.55528e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3685 members Mstep: Class 2 contains 198888 members Entering Unmasked Estep Score: -25552812.000000 Penalty: 6060.552734 Iteration 96Q: 3 clusters Score -2.555281e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 198893 members Entering Unmasked Estep Score: -25552792.000000 Penalty: 6060.552734 Iteration 97Q: 3 clusters Score -2.555279e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 198898 members Entering Unmasked Estep Score: -25552800.000000 Penalty: 6060.552734 Iteration 98Q: 3 clusters Score -2.55528e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 198903 members Entering Unmasked Estep Score: -25552802.000000 Penalty: 6060.552734 Iteration 99Q: 3 clusters Score -2.55528e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 198907 members Entering Unmasked Estep Score: -25552784.000000 Penalty: 6060.552734 Iteration 100F: 3 clusters Score -2.555278e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 198913 members Entering Unmasked Estep Score: -25552788.000000 Penalty: 6060.552734 Iteration 101Q: 3 clusters Score -2.555279e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3654 members Mstep: Class 2 contains 198919 members Entering Unmasked Estep Score: -25552794.000000 Penalty: 6060.552734 Iteration 102Q: 3 clusters Score -2.555279e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 198923 members Entering Unmasked Estep Score: -25552782.000000 Penalty: 6060.552734 Iteration 103Q: 3 clusters Score -2.555278e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 198928 members Entering Unmasked Estep Score: -25552800.000000 Penalty: 6060.552734 Iteration 104Q: 3 clusters Score -2.55528e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3638 members Mstep: Class 2 contains 198935 members Entering Unmasked Estep Score: -25552798.000000 Penalty: 6060.552734 Iteration 105Q: 3 clusters Score -2.55528e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 198938 members Entering Unmasked Estep Score: -25552798.000000 Penalty: 6060.552734 Iteration 106Q: 3 clusters Score -2.55528e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3630 members Mstep: Class 2 contains 198943 members Entering Unmasked Estep Score: -25552792.000000 Penalty: 6060.552734 Iteration 107Q: 3 clusters Score -2.555279e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 198947 members Entering Unmasked Estep Score: -25552802.000000 Penalty: 6060.552734 Iteration 108Q: 3 clusters Score -2.55528e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3626 members Mstep: Class 2 contains 198947 members Entering Unmasked Estep Score: -25552802.000000 Penalty: 6060.552734 Iteration 109F: 3 clusters Score -2.55528e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (815 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Entering Unmasked Estep Score: -94913.367188 Penalty: 1662.390625 Iteration 0F: 2 clusters Score -94913.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -93117.632812 Penalty: 3324.781250 Iteration 0F: 3 clusters Score -93117.63 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -93442.492188 Penalty: 3324.781250 Iteration 1F: 3 clusters Score -93442.49 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -93607.890625 Penalty: 3324.781250 Iteration 2F: 3 clusters Score -93607.89 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -93735.773438 Penalty: 3324.781250 Iteration 3F: 3 clusters Score -93735.77 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -93851.671875 Penalty: 3324.781250 Iteration 4Q: 3 clusters Score -93851.67 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -93912.765625 Penalty: 3324.781250 Iteration 5Q: 3 clusters Score -93912.77 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -93983.007812 Penalty: 3324.781250 Iteration 6Q: 3 clusters Score -93983.01 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -94079.453125 Penalty: 3324.781250 Iteration 7Q: 3 clusters Score -94079.45 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -94194.500000 Penalty: 3324.781250 Iteration 8Q: 3 clusters Score -94194.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -94275.078125 Penalty: 3324.781250 Iteration 9Q: 3 clusters Score -94275.08 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -94395.070312 Penalty: 3324.781250 Iteration 10Q: 3 clusters Score -94395.07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -94434.242188 Penalty: 3324.781250 Iteration 11Q: 3 clusters Score -94434.24 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -94457.921875 Penalty: 3324.781250 Iteration 12Q: 3 clusters Score -94457.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -94463.140625 Penalty: 3324.781250 Iteration 13Q: 3 clusters Score -94463.14 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -94465.390625 Penalty: 3324.781250 Iteration 14Q: 3 clusters Score -94465.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -94465.390625 Penalty: 3324.781250 Iteration 15F: 3 clusters Score -94465.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3103 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3103 members Entering Unmasked Estep Score: -397493.906250 Penalty: 1993.950928 Iteration 0F: 2 clusters Score -397493.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -394149.093750 Penalty: 3987.901855 Iteration 0F: 3 clusters Score -394149.1 nChanged 1092 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -394809.156250 Penalty: 3987.901855 Iteration 1F: 3 clusters Score -394809.2 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -394960.968750 Penalty: 3987.901855 Iteration 2F: 3 clusters Score -394961 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -395048.375000 Penalty: 3987.901855 Iteration 3Q: 3 clusters Score -395048.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -395104.187500 Penalty: 3987.901855 Iteration 4Q: 3 clusters Score -395104.2 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -395148.406250 Penalty: 3987.901855 Iteration 5Q: 3 clusters Score -395148.4 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -395191.687500 Penalty: 3987.901855 Iteration 6Q: 3 clusters Score -395191.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1598 members Mstep: Class 2 contains 1505 members Entering Unmasked Estep Score: -395228.093750 Penalty: 3987.901855 Iteration 7Q: 3 clusters Score -395228.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -395264.218750 Penalty: 3987.901855 Iteration 8Q: 3 clusters Score -395264.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -395299.625000 Penalty: 3987.901855 Iteration 9Q: 3 clusters Score -395299.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -395338.062500 Penalty: 3987.901855 Iteration 10Q: 3 clusters Score -395338.1 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -395395.687500 Penalty: 3987.901855 Iteration 11Q: 3 clusters Score -395395.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -395474.625000 Penalty: 3987.901855 Iteration 12Q: 3 clusters Score -395474.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -395574.062500 Penalty: 3987.901855 Iteration 13Q: 3 clusters Score -395574.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -395720.625000 Penalty: 3987.901855 Iteration 14Q: 3 clusters Score -395720.6 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -395914.812500 Penalty: 3987.901855 Iteration 15Q: 3 clusters Score -395914.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -396145.625000 Penalty: 3987.901855 Iteration 16F: 3 clusters Score -396145.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -396302.000000 Penalty: 3987.901855 Iteration 17Q: 3 clusters Score -396302 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -396380.656250 Penalty: 3987.901855 Iteration 18Q: 3 clusters Score -396380.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -396420.750000 Penalty: 3987.901855 Iteration 19Q: 3 clusters Score -396420.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -396446.843750 Penalty: 3987.901855 Iteration 20F: 3 clusters Score -396446.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -396465.343750 Penalty: 3987.901855 Iteration 21Q: 3 clusters Score -396465.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -396479.718750 Penalty: 3987.901855 Iteration 22Q: 3 clusters Score -396479.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -396491.218750 Penalty: 3987.901855 Iteration 23Q: 3 clusters Score -396491.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -396501.968750 Penalty: 3987.901855 Iteration 24Q: 3 clusters Score -396502 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -396513.187500 Penalty: 3987.901855 Iteration 25Q: 3 clusters Score -396513.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1863 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -396519.968750 Penalty: 3987.901855 Iteration 26Q: 3 clusters Score -396520 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -396525.937500 Penalty: 3987.901855 Iteration 27Q: 3 clusters Score -396525.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -396529.968750 Penalty: 3987.901855 Iteration 28Q: 3 clusters Score -396530 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -396531.218750 Penalty: 3987.901855 Iteration 29Q: 3 clusters Score -396531.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -396531.531250 Penalty: 3987.901855 Iteration 30Q: 3 clusters Score -396531.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -396532.218750 Penalty: 3987.901855 Iteration 31Q: 3 clusters Score -396532.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1860 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -396532.218750 Penalty: 3987.901855 Iteration 32F: 3 clusters Score -396532.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (17331 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17331 members Entering Unmasked Estep Score: -2239884.500000 Penalty: 2420.542480 Iteration 0F: 2 clusters Score -2239884 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8604 members Mstep: Class 2 contains 8727 members Entering Unmasked Estep Score: -2227526.250000 Penalty: 4841.084961 Iteration 0F: 3 clusters Score -2227526 nChanged 7585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8607 members Mstep: Class 2 contains 8724 members Entering Unmasked Estep Score: -2231989.500000 Penalty: 4841.084961 Iteration 1F: 3 clusters Score -2231990 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8735 members Mstep: Class 2 contains 8596 members Entering Unmasked Estep Score: -2232608.500000 Penalty: 4841.084961 Iteration 2F: 3 clusters Score -2232608 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8971 members Mstep: Class 2 contains 8360 members Entering Unmasked Estep Score: -2233134.250000 Penalty: 4841.084961 Iteration 3F: 3 clusters Score -2233134 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9320 members Mstep: Class 2 contains 8011 members Entering Unmasked Estep Score: -2233602.500000 Penalty: 4841.084961 Iteration 4F: 3 clusters Score -2233602 nChanged 874 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9778 members Mstep: Class 2 contains 7553 members Entering Unmasked Estep Score: -2234030.750000 Penalty: 4841.084961 Iteration 5F: 3 clusters Score -2234031 nChanged 849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10301 members Mstep: Class 2 contains 7030 members Entering Unmasked Estep Score: -2234450.750000 Penalty: 4841.084961 Iteration 6Q: 3 clusters Score -2234451 nChanged 836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10921 members Mstep: Class 2 contains 6410 members Entering Unmasked Estep Score: -2234925.250000 Penalty: 4841.084961 Iteration 7Q: 3 clusters Score -2234925 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11651 members Mstep: Class 2 contains 5680 members Entering Unmasked Estep Score: -2235465.750000 Penalty: 4841.084961 Iteration 8Q: 3 clusters Score -2235466 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12439 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -2236081.250000 Penalty: 4841.084961 Iteration 9F: 3 clusters Score -2236081 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13159 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -2236679.250000 Penalty: 4841.084961 Iteration 10Q: 3 clusters Score -2236679 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13794 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -2237207.500000 Penalty: 4841.084961 Iteration 11Q: 3 clusters Score -2237208 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14328 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -2237674.500000 Penalty: 4841.084961 Iteration 12Q: 3 clusters Score -2237674 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14717 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -2237959.250000 Penalty: 4841.084961 Iteration 13Q: 3 clusters Score -2237959 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15020 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -2238151.000000 Penalty: 4841.084961 Iteration 14Q: 3 clusters Score -2238151 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15233 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -2238262.000000 Penalty: 4841.084961 Iteration 15Q: 3 clusters Score -2238262 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15392 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -2238338.500000 Penalty: 4841.084961 Iteration 16Q: 3 clusters Score -2238338 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15521 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -2238395.000000 Penalty: 4841.084961 Iteration 17Q: 3 clusters Score -2238395 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15635 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -2238451.250000 Penalty: 4841.084961 Iteration 18Q: 3 clusters Score -2238451 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15735 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -2238506.250000 Penalty: 4841.084961 Iteration 19Q: 3 clusters Score -2238506 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15821 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -2238545.250000 Penalty: 4841.084961 Iteration 20F: 3 clusters Score -2238545 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15892 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -2238577.500000 Penalty: 4841.084961 Iteration 21Q: 3 clusters Score -2238578 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15947 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -2238609.250000 Penalty: 4841.084961 Iteration 22Q: 3 clusters Score -2238609 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16001 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -2238633.500000 Penalty: 4841.084961 Iteration 23Q: 3 clusters Score -2238634 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16044 members Mstep: Class 2 contains 1287 members Entering Unmasked Estep Score: -2238654.250000 Penalty: 4841.084961 Iteration 24Q: 3 clusters Score -2238654 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16086 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -2238674.750000 Penalty: 4841.084961 Iteration 25Q: 3 clusters Score -2238675 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16125 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -2238700.000000 Penalty: 4841.084961 Iteration 26Q: 3 clusters Score -2238700 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16159 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -2238728.000000 Penalty: 4841.084961 Iteration 27Q: 3 clusters Score -2238728 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16187 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -2238744.000000 Penalty: 4841.084961 Iteration 28Q: 3 clusters Score -2238744 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16217 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -2238761.500000 Penalty: 4841.084961 Iteration 29Q: 3 clusters Score -2238762 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16239 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -2238775.000000 Penalty: 4841.084961 Iteration 30Q: 3 clusters Score -2238775 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16256 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -2238785.000000 Penalty: 4841.084961 Iteration 31Q: 3 clusters Score -2238785 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16273 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -2238794.000000 Penalty: 4841.084961 Iteration 32Q: 3 clusters Score -2238794 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16280 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -2238805.750000 Penalty: 4841.084961 Iteration 33Q: 3 clusters Score -2238806 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16287 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -2238818.250000 Penalty: 4841.084961 Iteration 34Q: 3 clusters Score -2238818 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16303 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -2238824.250000 Penalty: 4841.084961 Iteration 35Q: 3 clusters Score -2238824 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16320 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -2238843.250000 Penalty: 4841.084961 Iteration 36Q: 3 clusters Score -2238843 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16339 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -2238857.000000 Penalty: 4841.084961 Iteration 37Q: 3 clusters Score -2238857 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16354 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -2238872.250000 Penalty: 4841.084961 Iteration 38Q: 3 clusters Score -2238872 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16365 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -2238884.000000 Penalty: 4841.084961 Iteration 39Q: 3 clusters Score -2238884 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16375 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -2238889.250000 Penalty: 4841.084961 Iteration 40F: 3 clusters Score -2238889 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16376 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -2238889.500000 Penalty: 4841.084961 Iteration 41Q: 3 clusters Score -2238890 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16379 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -2238890.750000 Penalty: 4841.084961 Iteration 42Q: 3 clusters Score -2238891 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16382 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -2238894.000000 Penalty: 4841.084961 Iteration 43Q: 3 clusters Score -2238894 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16382 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -2238893.000000 Penalty: 4841.084961 Iteration 44Q: 3 clusters Score -2238893 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16380 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -2238893.750000 Penalty: 4841.084961 Iteration 45Q: 3 clusters Score -2238894 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16380 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -2238891.500000 Penalty: 4841.084961 Iteration 46Q: 3 clusters Score -2238892 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16380 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -2238891.500000 Penalty: 4841.084961 Iteration 47F: 3 clusters Score -2238892 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Entering Unmasked Estep Score: -26079.042969 Penalty: 1369.322388 Iteration 0F: 2 clusters Score -26079.04 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 128 members Entering Unmasked Estep Score: -24979.894531 Penalty: 2738.644775 Iteration 0F: 3 clusters Score -24979.89 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -25071.445312 Penalty: 2738.644775 Iteration 1F: 3 clusters Score -25071.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 136 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -25114.029297 Penalty: 2738.644775 Iteration 2Q: 3 clusters Score -25114.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -25141.121094 Penalty: 2738.644775 Iteration 3Q: 3 clusters Score -25141.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 106 members Entering Unmasked Estep Score: -25154.689453 Penalty: 2738.644775 Iteration 4Q: 3 clusters Score -25154.69 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -25167.921875 Penalty: 2738.644775 Iteration 5Q: 3 clusters Score -25167.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -25167.921875 Penalty: 2738.644775 Iteration 6F: 3 clusters Score -25167.92 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7661 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7661 members Entering Unmasked Estep Score: -991239.625000 Penalty: 2218.086670 Iteration 0F: 2 clusters Score -991239.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3810 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -984981.062500 Penalty: 4436.173340 Iteration 0F: 3 clusters Score -984981.1 nChanged 3122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3802 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -986695.812500 Penalty: 4436.173340 Iteration 1F: 3 clusters Score -986695.8 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -986946.000000 Penalty: 4436.173340 Iteration 2F: 3 clusters Score -986946 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -987109.062500 Penalty: 4436.173340 Iteration 3Q: 3 clusters Score -987109.1 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -987220.000000 Penalty: 4436.173340 Iteration 4Q: 3 clusters Score -987220 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 3825 members Entering Unmasked Estep Score: -987312.437500 Penalty: 4436.173340 Iteration 5Q: 3 clusters Score -987312.4 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3835 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -987381.125000 Penalty: 4436.173340 Iteration 6Q: 3 clusters Score -987381.1 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -987428.000000 Penalty: 4436.173340 Iteration 7Q: 3 clusters Score -987428 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 3834 members Entering Unmasked Estep Score: -987453.562500 Penalty: 4436.173340 Iteration 8Q: 3 clusters Score -987453.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3824 members Mstep: Class 2 contains 3837 members Entering Unmasked Estep Score: -987471.875000 Penalty: 4436.173340 Iteration 9Q: 3 clusters Score -987471.9 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3818 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -987488.750000 Penalty: 4436.173340 Iteration 10Q: 3 clusters Score -987488.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 3855 members Entering Unmasked Estep Score: -987509.562500 Penalty: 4436.173340 Iteration 11Q: 3 clusters Score -987509.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -987525.937500 Penalty: 4436.173340 Iteration 12Q: 3 clusters Score -987525.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 3833 members Entering Unmasked Estep Score: -987536.250000 Penalty: 4436.173340 Iteration 13Q: 3 clusters Score -987536.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 3823 members Entering Unmasked Estep Score: -987546.187500 Penalty: 4436.173340 Iteration 14Q: 3 clusters Score -987546.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -987558.687500 Penalty: 4436.173340 Iteration 15Q: 3 clusters Score -987558.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -987564.187500 Penalty: 4436.173340 Iteration 16Q: 3 clusters Score -987564.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -987576.187500 Penalty: 4436.173340 Iteration 17Q: 3 clusters Score -987576.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -987590.250000 Penalty: 4436.173340 Iteration 18Q: 3 clusters Score -987590.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 3793 members Entering Unmasked Estep Score: -987603.562500 Penalty: 4436.173340 Iteration 19Q: 3 clusters Score -987603.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -987620.437500 Penalty: 4436.173340 Iteration 20F: 3 clusters Score -987620.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -987630.000000 Penalty: 4436.173340 Iteration 21Q: 3 clusters Score -987630 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3881 members Mstep: Class 2 contains 3780 members Entering Unmasked Estep Score: -987638.437500 Penalty: 4436.173340 Iteration 22Q: 3 clusters Score -987638.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 3779 members Entering Unmasked Estep Score: -987642.500000 Penalty: 4436.173340 Iteration 23Q: 3 clusters Score -987642.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -987645.250000 Penalty: 4436.173340 Iteration 24Q: 3 clusters Score -987645.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3877 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -987647.312500 Penalty: 4436.173340 Iteration 25Q: 3 clusters Score -987647.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 3785 members Entering Unmasked Estep Score: -987653.812500 Penalty: 4436.173340 Iteration 26Q: 3 clusters Score -987653.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3874 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -987661.875000 Penalty: 4436.173340 Iteration 27Q: 3 clusters Score -987661.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -987669.750000 Penalty: 4436.173340 Iteration 28Q: 3 clusters Score -987669.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 3791 members Entering Unmasked Estep Score: -987679.312500 Penalty: 4436.173340 Iteration 29Q: 3 clusters Score -987679.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3865 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -987682.500000 Penalty: 4436.173340 Iteration 30Q: 3 clusters Score -987682.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3862 members Mstep: Class 2 contains 3799 members Entering Unmasked Estep Score: -987694.125000 Penalty: 4436.173340 Iteration 31Q: 3 clusters Score -987694.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 3798 members Entering Unmasked Estep Score: -987698.500000 Penalty: 4436.173340 Iteration 32Q: 3 clusters Score -987698.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3861 members Mstep: Class 2 contains 3800 members Entering Unmasked Estep Score: -987706.312500 Penalty: 4436.173340 Iteration 33Q: 3 clusters Score -987706.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -987712.687500 Penalty: 4436.173340 Iteration 34Q: 3 clusters Score -987712.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -987723.812500 Penalty: 4436.173340 Iteration 35Q: 3 clusters Score -987723.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -987736.062500 Penalty: 4436.173340 Iteration 36Q: 3 clusters Score -987736.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3855 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -987743.937500 Penalty: 4436.173340 Iteration 37Q: 3 clusters Score -987743.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3853 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -987750.562500 Penalty: 4436.173340 Iteration 38Q: 3 clusters Score -987750.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 3792 members Entering Unmasked Estep Score: -987762.125000 Penalty: 4436.173340 Iteration 39Q: 3 clusters Score -987762.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 3770 members Entering Unmasked Estep Score: -987774.625000 Penalty: 4436.173340 Iteration 40F: 3 clusters Score -987774.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 3749 members Entering Unmasked Estep Score: -987786.312500 Penalty: 4436.173340 Iteration 41Q: 3 clusters Score -987786.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -987801.875000 Penalty: 4436.173340 Iteration 42Q: 3 clusters Score -987801.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3930 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -987812.625000 Penalty: 4436.173340 Iteration 43Q: 3 clusters Score -987812.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3944 members Mstep: Class 2 contains 3717 members Entering Unmasked Estep Score: -987822.250000 Penalty: 4436.173340 Iteration 44Q: 3 clusters Score -987822.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3961 members Mstep: Class 2 contains 3700 members Entering Unmasked Estep Score: -987836.937500 Penalty: 4436.173340 Iteration 45Q: 3 clusters Score -987836.9 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3981 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -987850.937500 Penalty: 4436.173340 Iteration 46Q: 3 clusters Score -987850.9 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 3663 members Entering Unmasked Estep Score: -987870.125000 Penalty: 4436.173340 Iteration 47Q: 3 clusters Score -987870.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 3647 members Entering Unmasked Estep Score: -987891.437500 Penalty: 4436.173340 Iteration 48Q: 3 clusters Score -987891.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 3627 members Entering Unmasked Estep Score: -987908.312500 Penalty: 4436.173340 Iteration 49Q: 3 clusters Score -987908.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4054 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -987934.500000 Penalty: 4436.173340 Iteration 50Q: 3 clusters Score -987934.5 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -987969.875000 Penalty: 4436.173340 Iteration 51Q: 3 clusters Score -987969.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 3531 members Entering Unmasked Estep Score: -988015.375000 Penalty: 4436.173340 Iteration 52Q: 3 clusters Score -988015.4 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 3492 members Entering Unmasked Estep Score: -988065.187500 Penalty: 4436.173340 Iteration 53Q: 3 clusters Score -988065.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4218 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -988118.937500 Penalty: 4436.173340 Iteration 54Q: 3 clusters Score -988118.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -988175.562500 Penalty: 4436.173340 Iteration 55Q: 3 clusters Score -988175.6 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4340 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -988234.125000 Penalty: 4436.173340 Iteration 56Q: 3 clusters Score -988234.1 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -988295.937500 Penalty: 4436.173340 Iteration 57Q: 3 clusters Score -988295.9 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -988371.187500 Penalty: 4436.173340 Iteration 58Q: 3 clusters Score -988371.2 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 3126 members Entering Unmasked Estep Score: -988446.250000 Penalty: 4436.173340 Iteration 59Q: 3 clusters Score -988446.2 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 3037 members Entering Unmasked Estep Score: -988523.562500 Penalty: 4436.173340 Iteration 60F: 3 clusters Score -988523.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4718 members Mstep: Class 2 contains 2943 members Entering Unmasked Estep Score: -988597.500000 Penalty: 4436.173340 Iteration 61Q: 3 clusters Score -988597.5 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4809 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -988682.625000 Penalty: 4436.173340 Iteration 62Q: 3 clusters Score -988682.6 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4899 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -988741.312500 Penalty: 4436.173340 Iteration 63Q: 3 clusters Score -988741.3 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 2704 members Entering Unmasked Estep Score: -988782.125000 Penalty: 4436.173340 Iteration 64Q: 3 clusters Score -988782.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5018 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -988816.625000 Penalty: 4436.173340 Iteration 65Q: 3 clusters Score -988816.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5070 members Mstep: Class 2 contains 2591 members Entering Unmasked Estep Score: -988845.750000 Penalty: 4436.173340 Iteration 66Q: 3 clusters Score -988845.8 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -988879.562500 Penalty: 4436.173340 Iteration 67Q: 3 clusters Score -988879.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -988899.875000 Penalty: 4436.173340 Iteration 68Q: 3 clusters Score -988899.9 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5216 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -988911.812500 Penalty: 4436.173340 Iteration 69Q: 3 clusters Score -988911.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5240 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -988921.875000 Penalty: 4436.173340 Iteration 70Q: 3 clusters Score -988921.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -988928.437500 Penalty: 4436.173340 Iteration 71Q: 3 clusters Score -988928.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5267 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -988934.562500 Penalty: 4436.173340 Iteration 72Q: 3 clusters Score -988934.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -988940.125000 Penalty: 4436.173340 Iteration 73Q: 3 clusters Score -988940.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -988943.187500 Penalty: 4436.173340 Iteration 74Q: 3 clusters Score -988943.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5307 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -988951.687500 Penalty: 4436.173340 Iteration 75Q: 3 clusters Score -988951.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 2340 members Entering Unmasked Estep Score: -988952.125000 Penalty: 4436.173340 Iteration 76Q: 3 clusters Score -988952.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5338 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -988960.562500 Penalty: 4436.173340 Iteration 77Q: 3 clusters Score -988960.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5355 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -988963.375000 Penalty: 4436.173340 Iteration 78Q: 3 clusters Score -988963.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -988966.812500 Penalty: 4436.173340 Iteration 79Q: 3 clusters Score -988966.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -988973.250000 Penalty: 4436.173340 Iteration 80F: 3 clusters Score -988973.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5390 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -988975.562500 Penalty: 4436.173340 Iteration 81Q: 3 clusters Score -988975.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5398 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -988981.187500 Penalty: 4436.173340 Iteration 82Q: 3 clusters Score -988981.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -988982.250000 Penalty: 4436.173340 Iteration 83Q: 3 clusters Score -988982.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5410 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -988980.875000 Penalty: 4436.173340 Iteration 84Q: 3 clusters Score -988980.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5415 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -988985.125000 Penalty: 4436.173340 Iteration 85Q: 3 clusters Score -988985.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5421 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -988985.312500 Penalty: 4436.173340 Iteration 86Q: 3 clusters Score -988985.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5428 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -988988.500000 Penalty: 4436.173340 Iteration 87Q: 3 clusters Score -988988.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5430 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -988988.625000 Penalty: 4436.173340 Iteration 88Q: 3 clusters Score -988988.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -988988.812500 Penalty: 4436.173340 Iteration 89Q: 3 clusters Score -988988.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5433 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -988990.250000 Penalty: 4436.173340 Iteration 90Q: 3 clusters Score -988990.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5434 members Mstep: Class 2 contains 2227 members Entering Unmasked Estep Score: -988990.562500 Penalty: 4436.173340 Iteration 91Q: 3 clusters Score -988990.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5439 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -988992.000000 Penalty: 4436.173340 Iteration 92Q: 3 clusters Score -988992 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -988991.812500 Penalty: 4436.173340 Iteration 93Q: 3 clusters Score -988991.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Mstep: Class 2 contains 2220 members Entering Unmasked Estep Score: -988991.062500 Penalty: 4436.173340 Iteration 94Q: 3 clusters Score -988991.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -988992.375000 Penalty: 4436.173340 Iteration 95Q: 3 clusters Score -988992.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5446 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -988993.937500 Penalty: 4436.173340 Iteration 96Q: 3 clusters Score -988993.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5449 members Mstep: Class 2 contains 2212 members Entering Unmasked Estep Score: -988994.937500 Penalty: 4436.173340 Iteration 97Q: 3 clusters Score -988994.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -988995.375000 Penalty: 4436.173340 Iteration 98Q: 3 clusters Score -988995.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5457 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -988996.812500 Penalty: 4436.173340 Iteration 99Q: 3 clusters Score -988996.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5461 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -988995.937500 Penalty: 4436.173340 Iteration 100F: 3 clusters Score -988995.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5462 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -988995.062500 Penalty: 4436.173340 Iteration 101Q: 3 clusters Score -988995.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5463 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -988996.625000 Penalty: 4436.173340 Iteration 102Q: 3 clusters Score -988996.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -988998.687500 Penalty: 4436.173340 Iteration 103Q: 3 clusters Score -988998.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5469 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -989000.812500 Penalty: 4436.173340 Iteration 104Q: 3 clusters Score -989000.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -989002.375000 Penalty: 4436.173340 Iteration 105Q: 3 clusters Score -989002.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5475 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -989002.187500 Penalty: 4436.173340 Iteration 106Q: 3 clusters Score -989002.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5475 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -989002.187500 Penalty: 4436.173340 Iteration 107F: 3 clusters Score -989002.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (14819 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14819 members Entering Unmasked Estep Score: -1903769.000000 Penalty: 2381.708984 Iteration 0F: 2 clusters Score -1903769 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7463 members Mstep: Class 2 contains 7356 members Entering Unmasked Estep Score: -1893164.625000 Penalty: 4763.417969 Iteration 0F: 3 clusters Score -1893165 nChanged 6290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7513 members Mstep: Class 2 contains 7306 members Entering Unmasked Estep Score: -1896629.375000 Penalty: 4763.417969 Iteration 1F: 3 clusters Score -1896629 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7408 members Mstep: Class 2 contains 7411 members Entering Unmasked Estep Score: -1897135.625000 Penalty: 4763.417969 Iteration 2F: 3 clusters Score -1897136 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7251 members Mstep: Class 2 contains 7568 members Entering Unmasked Estep Score: -1897560.500000 Penalty: 4763.417969 Iteration 3F: 3 clusters Score -1897560 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7037 members Mstep: Class 2 contains 7782 members Entering Unmasked Estep Score: -1897922.125000 Penalty: 4763.417969 Iteration 4F: 3 clusters Score -1897922 nChanged 688 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6773 members Mstep: Class 2 contains 8046 members Entering Unmasked Estep Score: -1898212.000000 Penalty: 4763.417969 Iteration 5Q: 3 clusters Score -1898212 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6433 members Mstep: Class 2 contains 8386 members Entering Unmasked Estep Score: -1898458.000000 Penalty: 4763.417969 Iteration 6Q: 3 clusters Score -1898458 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6032 members Mstep: Class 2 contains 8787 members Entering Unmasked Estep Score: -1898705.500000 Penalty: 4763.417969 Iteration 7Q: 3 clusters Score -1898706 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5583 members Mstep: Class 2 contains 9236 members Entering Unmasked Estep Score: -1898948.000000 Penalty: 4763.417969 Iteration 8Q: 3 clusters Score -1898948 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5117 members Mstep: Class 2 contains 9702 members Entering Unmasked Estep Score: -1899186.500000 Penalty: 4763.417969 Iteration 9Q: 3 clusters Score -1899186 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 10199 members Entering Unmasked Estep Score: -1899484.625000 Penalty: 4763.417969 Iteration 10Q: 3 clusters Score -1899485 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4035 members Mstep: Class 2 contains 10784 members Entering Unmasked Estep Score: -1899852.125000 Penalty: 4763.417969 Iteration 11Q: 3 clusters Score -1899852 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 11412 members Entering Unmasked Estep Score: -1900266.250000 Penalty: 4763.417969 Iteration 12Q: 3 clusters Score -1900266 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 12019 members Entering Unmasked Estep Score: -1900675.000000 Penalty: 4763.417969 Iteration 13Q: 3 clusters Score -1900675 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 12557 members Entering Unmasked Estep Score: -1901053.625000 Penalty: 4763.417969 Iteration 14Q: 3 clusters Score -1901054 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 13018 members Entering Unmasked Estep Score: -1901396.000000 Penalty: 4763.417969 Iteration 15Q: 3 clusters Score -1901396 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 13392 members Entering Unmasked Estep Score: -1901662.375000 Penalty: 4763.417969 Iteration 16Q: 3 clusters Score -1901662 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 13649 members Entering Unmasked Estep Score: -1901836.000000 Penalty: 4763.417969 Iteration 17Q: 3 clusters Score -1901836 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 13823 members Entering Unmasked Estep Score: -1901956.875000 Penalty: 4763.417969 Iteration 18Q: 3 clusters Score -1901957 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 13940 members Entering Unmasked Estep Score: -1902036.250000 Penalty: 4763.417969 Iteration 19Q: 3 clusters Score -1902036 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 14023 members Entering Unmasked Estep Score: -1902097.250000 Penalty: 4763.417969 Iteration 20F: 3 clusters Score -1902097 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 14083 members Entering Unmasked Estep Score: -1902140.125000 Penalty: 4763.417969 Iteration 21Q: 3 clusters Score -1902140 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 14116 members Entering Unmasked Estep Score: -1902160.375000 Penalty: 4763.417969 Iteration 22Q: 3 clusters Score -1902160 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 14145 members Entering Unmasked Estep Score: -1902175.875000 Penalty: 4763.417969 Iteration 23Q: 3 clusters Score -1902176 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 14165 members Entering Unmasked Estep Score: -1902191.500000 Penalty: 4763.417969 Iteration 24Q: 3 clusters Score -1902192 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 14183 members Entering Unmasked Estep Score: -1902206.375000 Penalty: 4763.417969 Iteration 25Q: 3 clusters Score -1902206 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 14194 members Entering Unmasked Estep Score: -1902214.125000 Penalty: 4763.417969 Iteration 26Q: 3 clusters Score -1902214 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 14203 members Entering Unmasked Estep Score: -1902219.375000 Penalty: 4763.417969 Iteration 27Q: 3 clusters Score -1902219 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 14212 members Entering Unmasked Estep Score: -1902227.875000 Penalty: 4763.417969 Iteration 28Q: 3 clusters Score -1902228 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 14223 members Entering Unmasked Estep Score: -1902232.750000 Penalty: 4763.417969 Iteration 29Q: 3 clusters Score -1902233 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 14231 members Entering Unmasked Estep Score: -1902244.125000 Penalty: 4763.417969 Iteration 30Q: 3 clusters Score -1902244 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 14237 members Entering Unmasked Estep Score: -1902246.250000 Penalty: 4763.417969 Iteration 31Q: 3 clusters Score -1902246 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 14241 members Entering Unmasked Estep Score: -1902251.375000 Penalty: 4763.417969 Iteration 32Q: 3 clusters Score -1902251 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 14244 members Entering Unmasked Estep Score: -1902249.125000 Penalty: 4763.417969 Iteration 33Q: 3 clusters Score -1902249 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 14245 members Entering Unmasked Estep Score: -1902250.375000 Penalty: 4763.417969 Iteration 34Q: 3 clusters Score -1902250 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 14248 members Entering Unmasked Estep Score: -1902254.000000 Penalty: 4763.417969 Iteration 35Q: 3 clusters Score -1902254 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 14252 members Entering Unmasked Estep Score: -1902257.500000 Penalty: 4763.417969 Iteration 36Q: 3 clusters Score -1902258 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 14254 members Entering Unmasked Estep Score: -1902259.500000 Penalty: 4763.417969 Iteration 37Q: 3 clusters Score -1902260 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 14257 members Entering Unmasked Estep Score: -1902259.500000 Penalty: 4763.417969 Iteration 38Q: 3 clusters Score -1902260 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 14258 members Entering Unmasked Estep Score: -1902260.375000 Penalty: 4763.417969 Iteration 39Q: 3 clusters Score -1902260 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 14258 members Entering Unmasked Estep Score: -1902260.375000 Penalty: 4763.417969 Iteration 40F: 3 clusters Score -1902260 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3994 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Entering Unmasked Estep Score: -507450.875000 Penalty: 2056.552002 Iteration 0F: 2 clusters Score -507450.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1991 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -503619.218750 Penalty: 4113.104004 Iteration 0F: 3 clusters Score -503619.2 nChanged 1431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -504449.562500 Penalty: 4113.104004 Iteration 1F: 3 clusters Score -504449.6 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1988 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -504661.843750 Penalty: 4113.104004 Iteration 2F: 3 clusters Score -504661.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -504786.812500 Penalty: 4113.104004 Iteration 3F: 3 clusters Score -504786.8 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1969 members Mstep: Class 2 contains 2025 members Entering Unmasked Estep Score: -504869.531250 Penalty: 4113.104004 Iteration 4Q: 3 clusters Score -504869.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -504917.625000 Penalty: 4113.104004 Iteration 5Q: 3 clusters Score -504917.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -504943.281250 Penalty: 4113.104004 Iteration 6Q: 3 clusters Score -504943.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -504963.375000 Penalty: 4113.104004 Iteration 7Q: 3 clusters Score -504963.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1896 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -504977.406250 Penalty: 4113.104004 Iteration 8Q: 3 clusters Score -504977.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1876 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -504987.406250 Penalty: 4113.104004 Iteration 9Q: 3 clusters Score -504987.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -504995.562500 Penalty: 4113.104004 Iteration 10Q: 3 clusters Score -504995.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -505003.687500 Penalty: 4113.104004 Iteration 11Q: 3 clusters Score -505003.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -505013.968750 Penalty: 4113.104004 Iteration 12Q: 3 clusters Score -505014 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -505021.281250 Penalty: 4113.104004 Iteration 13Q: 3 clusters Score -505021.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -505026.718750 Penalty: 4113.104004 Iteration 14Q: 3 clusters Score -505026.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -505032.968750 Penalty: 4113.104004 Iteration 15Q: 3 clusters Score -505033 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -505040.718750 Penalty: 4113.104004 Iteration 16Q: 3 clusters Score -505040.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -505046.031250 Penalty: 4113.104004 Iteration 17Q: 3 clusters Score -505046 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 2235 members Entering Unmasked Estep Score: -505053.250000 Penalty: 4113.104004 Iteration 18Q: 3 clusters Score -505053.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 2250 members Entering Unmasked Estep Score: -505059.843750 Penalty: 4113.104004 Iteration 19Q: 3 clusters Score -505059.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -505062.625000 Penalty: 4113.104004 Iteration 20F: 3 clusters Score -505062.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1729 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -505064.218750 Penalty: 4113.104004 Iteration 21Q: 3 clusters Score -505064.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1721 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -505066.468750 Penalty: 4113.104004 Iteration 22Q: 3 clusters Score -505066.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -505067.687500 Penalty: 4113.104004 Iteration 23Q: 3 clusters Score -505067.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -505068.781250 Penalty: 4113.104004 Iteration 24Q: 3 clusters Score -505068.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1706 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -505069.500000 Penalty: 4113.104004 Iteration 25Q: 3 clusters Score -505069.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -505070.562500 Penalty: 4113.104004 Iteration 26Q: 3 clusters Score -505070.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 2299 members Entering Unmasked Estep Score: -505071.906250 Penalty: 4113.104004 Iteration 27Q: 3 clusters Score -505071.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -505073.062500 Penalty: 4113.104004 Iteration 28Q: 3 clusters Score -505073.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -505076.281250 Penalty: 4113.104004 Iteration 29Q: 3 clusters Score -505076.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -505077.718750 Penalty: 4113.104004 Iteration 30Q: 3 clusters Score -505077.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -505083.031250 Penalty: 4113.104004 Iteration 31Q: 3 clusters Score -505083 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -505086.750000 Penalty: 4113.104004 Iteration 32Q: 3 clusters Score -505086.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -505095.812500 Penalty: 4113.104004 Iteration 33Q: 3 clusters Score -505095.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -505106.843750 Penalty: 4113.104004 Iteration 34Q: 3 clusters Score -505106.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 2372 members Entering Unmasked Estep Score: -505118.687500 Penalty: 4113.104004 Iteration 35Q: 3 clusters Score -505118.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -505130.375000 Penalty: 4113.104004 Iteration 36Q: 3 clusters Score -505130.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 2410 members Entering Unmasked Estep Score: -505139.937500 Penalty: 4113.104004 Iteration 37Q: 3 clusters Score -505139.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -505144.812500 Penalty: 4113.104004 Iteration 38Q: 3 clusters Score -505144.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -505149.125000 Penalty: 4113.104004 Iteration 39Q: 3 clusters Score -505149.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -505154.656250 Penalty: 4113.104004 Iteration 40F: 3 clusters Score -505154.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -505159.812500 Penalty: 4113.104004 Iteration 41Q: 3 clusters Score -505159.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 2464 members Entering Unmasked Estep Score: -505163.750000 Penalty: 4113.104004 Iteration 42Q: 3 clusters Score -505163.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -505168.000000 Penalty: 4113.104004 Iteration 43Q: 3 clusters Score -505168 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -505171.281250 Penalty: 4113.104004 Iteration 44Q: 3 clusters Score -505171.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 2500 members Entering Unmasked Estep Score: -505176.843750 Penalty: 4113.104004 Iteration 45Q: 3 clusters Score -505176.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -505184.406250 Penalty: 4113.104004 Iteration 46Q: 3 clusters Score -505184.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 2524 members Entering Unmasked Estep Score: -505188.093750 Penalty: 4113.104004 Iteration 47Q: 3 clusters Score -505188.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -505192.125000 Penalty: 4113.104004 Iteration 48Q: 3 clusters Score -505192.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -505195.312500 Penalty: 4113.104004 Iteration 49Q: 3 clusters Score -505195.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -505202.000000 Penalty: 4113.104004 Iteration 50Q: 3 clusters Score -505202 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -505206.625000 Penalty: 4113.104004 Iteration 51Q: 3 clusters Score -505206.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -505213.593750 Penalty: 4113.104004 Iteration 52Q: 3 clusters Score -505213.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -505220.250000 Penalty: 4113.104004 Iteration 53Q: 3 clusters Score -505220.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -505226.656250 Penalty: 4113.104004 Iteration 54Q: 3 clusters Score -505226.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -505233.375000 Penalty: 4113.104004 Iteration 55Q: 3 clusters Score -505233.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 2631 members Entering Unmasked Estep Score: -505238.156250 Penalty: 4113.104004 Iteration 56Q: 3 clusters Score -505238.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -505242.593750 Penalty: 4113.104004 Iteration 57Q: 3 clusters Score -505242.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -505245.437500 Penalty: 4113.104004 Iteration 58Q: 3 clusters Score -505245.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -505248.500000 Penalty: 4113.104004 Iteration 59Q: 3 clusters Score -505248.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -505253.812500 Penalty: 4113.104004 Iteration 60F: 3 clusters Score -505253.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 2662 members Entering Unmasked Estep Score: -505256.062500 Penalty: 4113.104004 Iteration 61Q: 3 clusters Score -505256.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -505259.843750 Penalty: 4113.104004 Iteration 62Q: 3 clusters Score -505259.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -505261.750000 Penalty: 4113.104004 Iteration 63Q: 3 clusters Score -505261.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -505264.968750 Penalty: 4113.104004 Iteration 64Q: 3 clusters Score -505265 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -505270.500000 Penalty: 4113.104004 Iteration 65Q: 3 clusters Score -505270.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -505275.031250 Penalty: 4113.104004 Iteration 66Q: 3 clusters Score -505275 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -505278.968750 Penalty: 4113.104004 Iteration 67Q: 3 clusters Score -505279 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -505284.531250 Penalty: 4113.104004 Iteration 68Q: 3 clusters Score -505284.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 2740 members Entering Unmasked Estep Score: -505290.687500 Penalty: 4113.104004 Iteration 69Q: 3 clusters Score -505290.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 2749 members Entering Unmasked Estep Score: -505296.562500 Penalty: 4113.104004 Iteration 70Q: 3 clusters Score -505296.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -505302.812500 Penalty: 4113.104004 Iteration 71Q: 3 clusters Score -505302.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 2776 members Entering Unmasked Estep Score: -505311.281250 Penalty: 4113.104004 Iteration 72Q: 3 clusters Score -505311.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -505320.312500 Penalty: 4113.104004 Iteration 73Q: 3 clusters Score -505320.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -505336.250000 Penalty: 4113.104004 Iteration 74Q: 3 clusters Score -505336.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -505346.781250 Penalty: 4113.104004 Iteration 75Q: 3 clusters Score -505346.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -505358.812500 Penalty: 4113.104004 Iteration 76Q: 3 clusters Score -505358.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -505373.906250 Penalty: 4113.104004 Iteration 77Q: 3 clusters Score -505373.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 2889 members Entering Unmasked Estep Score: -505390.437500 Penalty: 4113.104004 Iteration 78Q: 3 clusters Score -505390.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -505415.656250 Penalty: 4113.104004 Iteration 79Q: 3 clusters Score -505415.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -505439.312500 Penalty: 4113.104004 Iteration 80F: 3 clusters Score -505439.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -505457.031250 Penalty: 4113.104004 Iteration 81Q: 3 clusters Score -505457 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -505483.781250 Penalty: 4113.104004 Iteration 82Q: 3 clusters Score -505483.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 3049 members Entering Unmasked Estep Score: -505514.218750 Penalty: 4113.104004 Iteration 83Q: 3 clusters Score -505514.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -505542.843750 Penalty: 4113.104004 Iteration 84Q: 3 clusters Score -505542.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 3113 members Entering Unmasked Estep Score: -505565.843750 Penalty: 4113.104004 Iteration 85Q: 3 clusters Score -505565.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 3141 members Entering Unmasked Estep Score: -505592.843750 Penalty: 4113.104004 Iteration 86Q: 3 clusters Score -505592.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -505634.093750 Penalty: 4113.104004 Iteration 87Q: 3 clusters Score -505634.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -505690.500000 Penalty: 4113.104004 Iteration 88Q: 3 clusters Score -505690.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -505765.375000 Penalty: 4113.104004 Iteration 89Q: 3 clusters Score -505765.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -505867.812500 Penalty: 4113.104004 Iteration 90Q: 3 clusters Score -505867.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -505931.781250 Penalty: 4113.104004 Iteration 91Q: 3 clusters Score -505931.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 3274 members Entering Unmasked Estep Score: -505979.968750 Penalty: 4113.104004 Iteration 92Q: 3 clusters Score -505980 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -506017.687500 Penalty: 4113.104004 Iteration 93Q: 3 clusters Score -506017.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -506042.906250 Penalty: 4113.104004 Iteration 94Q: 3 clusters Score -506042.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -506063.593750 Penalty: 4113.104004 Iteration 95Q: 3 clusters Score -506063.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -506079.531250 Penalty: 4113.104004 Iteration 96Q: 3 clusters Score -506079.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -506086.375000 Penalty: 4113.104004 Iteration 97Q: 3 clusters Score -506086.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 3186 members Entering Unmasked Estep Score: -506092.187500 Penalty: 4113.104004 Iteration 98Q: 3 clusters Score -506092.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -506096.062500 Penalty: 4113.104004 Iteration 99Q: 3 clusters Score -506096.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 3163 members Entering Unmasked Estep Score: -506101.062500 Penalty: 4113.104004 Iteration 100F: 3 clusters Score -506101.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -506103.093750 Penalty: 4113.104004 Iteration 101Q: 3 clusters Score -506103.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -506104.968750 Penalty: 4113.104004 Iteration 102Q: 3 clusters Score -506105 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 3152 members Entering Unmasked Estep Score: -506108.187500 Penalty: 4113.104004 Iteration 103Q: 3 clusters Score -506108.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -506109.343750 Penalty: 4113.104004 Iteration 104Q: 3 clusters Score -506109.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 3143 members Entering Unmasked Estep Score: -506111.250000 Penalty: 4113.104004 Iteration 105Q: 3 clusters Score -506111.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -506114.375000 Penalty: 4113.104004 Iteration 106Q: 3 clusters Score -506114.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -506116.437500 Penalty: 4113.104004 Iteration 107Q: 3 clusters Score -506116.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 861 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -506117.937500 Penalty: 4113.104004 Iteration 108Q: 3 clusters Score -506117.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 3128 members Entering Unmasked Estep Score: -506120.031250 Penalty: 4113.104004 Iteration 109Q: 3 clusters Score -506120 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -506121.187500 Penalty: 4113.104004 Iteration 110Q: 3 clusters Score -506121.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -506122.875000 Penalty: 4113.104004 Iteration 111Q: 3 clusters Score -506122.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -506124.750000 Penalty: 4113.104004 Iteration 112Q: 3 clusters Score -506124.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -506124.750000 Penalty: 4113.104004 Iteration 113F: 3 clusters Score -506124.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (58878 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58878 members Entering Unmasked Estep Score: -7584202.000000 Penalty: 2723.839355 Iteration 0F: 2 clusters Score -7584202 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29394 members Mstep: Class 2 contains 29484 members Entering Unmasked Estep Score: -7544652.000000 Penalty: 5447.678711 Iteration 0F: 3 clusters Score -7544652 nChanged 27349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28645 members Mstep: Class 2 contains 30233 members Entering Unmasked Estep Score: -7559872.000000 Penalty: 5447.678711 Iteration 1F: 3 clusters Score -7559872 nChanged 2193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28162 members Mstep: Class 2 contains 30716 members Entering Unmasked Estep Score: -7560406.500000 Penalty: 5447.678711 Iteration 2Q: 3 clusters Score -7560406 nChanged 2013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27489 members Mstep: Class 2 contains 31389 members Entering Unmasked Estep Score: -7560886.500000 Penalty: 5447.678711 Iteration 3Q: 3 clusters Score -7560886 nChanged 1947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26548 members Mstep: Class 2 contains 32330 members Entering Unmasked Estep Score: -7561361.000000 Penalty: 5447.678711 Iteration 4Q: 3 clusters Score -7561361 nChanged 2019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25217 members Mstep: Class 2 contains 33661 members Entering Unmasked Estep Score: -7561930.500000 Penalty: 5447.678711 Iteration 5Q: 3 clusters Score -7561930 nChanged 2207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23366 members Mstep: Class 2 contains 35512 members Entering Unmasked Estep Score: -7562749.500000 Penalty: 5447.678711 Iteration 6Q: 3 clusters Score -7562750 nChanged 2851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20773 members Mstep: Class 2 contains 38105 members Entering Unmasked Estep Score: -7564216.500000 Penalty: 5447.678711 Iteration 7Q: 3 clusters Score -7564216 nChanged 3571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17406 members Mstep: Class 2 contains 41472 members Entering Unmasked Estep Score: -7566572.000000 Penalty: 5447.678711 Iteration 8F: 3 clusters Score -7566572 nChanged 4278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13286 members Mstep: Class 2 contains 45592 members Entering Unmasked Estep Score: -7569963.000000 Penalty: 5447.678711 Iteration 9F: 3 clusters Score -7569963 nChanged 4381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9113 members Mstep: Class 2 contains 49765 members Entering Unmasked Estep Score: -7573963.000000 Penalty: 5447.678711 Iteration 10F: 3 clusters Score -7573963 nChanged 3642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 53277 members Entering Unmasked Estep Score: -7577413.000000 Penalty: 5447.678711 Iteration 11F: 3 clusters Score -7577413 nChanged 2388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3287 members Mstep: Class 2 contains 55591 members Entering Unmasked Estep Score: -7579691.000000 Penalty: 5447.678711 Iteration 12Q: 3 clusters Score -7579691 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 56785 members Entering Unmasked Estep Score: -7580796.500000 Penalty: 5447.678711 Iteration 13Q: 3 clusters Score -7580796 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 57407 members Entering Unmasked Estep Score: -7581332.500000 Penalty: 5447.678711 Iteration 14Q: 3 clusters Score -7581332 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 57736 members Entering Unmasked Estep Score: -7581620.500000 Penalty: 5447.678711 Iteration 15Q: 3 clusters Score -7581620 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 57920 members Entering Unmasked Estep Score: -7581805.500000 Penalty: 5447.678711 Iteration 16Q: 3 clusters Score -7581806 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 58031 members Entering Unmasked Estep Score: -7581887.500000 Penalty: 5447.678711 Iteration 17Q: 3 clusters Score -7581888 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 58085 members Entering Unmasked Estep Score: -7581932.500000 Penalty: 5447.678711 Iteration 18Q: 3 clusters Score -7581932 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 58126 members Entering Unmasked Estep Score: -7581965.000000 Penalty: 5447.678711 Iteration 19Q: 3 clusters Score -7581965 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 58152 members Entering Unmasked Estep Score: -7581998.000000 Penalty: 5447.678711 Iteration 20F: 3 clusters Score -7581998 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 58169 members Entering Unmasked Estep Score: -7582008.000000 Penalty: 5447.678711 Iteration 21Q: 3 clusters Score -7582008 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 58188 members Entering Unmasked Estep Score: -7582024.500000 Penalty: 5447.678711 Iteration 22Q: 3 clusters Score -7582024 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 58195 members Entering Unmasked Estep Score: -7582028.000000 Penalty: 5447.678711 Iteration 23Q: 3 clusters Score -7582028 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 672 members Mstep: Class 2 contains 58206 members Entering Unmasked Estep Score: -7582034.000000 Penalty: 5447.678711 Iteration 24Q: 3 clusters Score -7582034 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 58216 members Entering Unmasked Estep Score: -7582044.500000 Penalty: 5447.678711 Iteration 25Q: 3 clusters Score -7582044 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 58225 members Entering Unmasked Estep Score: -7582043.000000 Penalty: 5447.678711 Iteration 26Q: 3 clusters Score -7582043 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 58230 members Entering Unmasked Estep Score: -7582044.000000 Penalty: 5447.678711 Iteration 27Q: 3 clusters Score -7582044 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 58231 members Entering Unmasked Estep Score: -7582055.500000 Penalty: 5447.678711 Iteration 28Q: 3 clusters Score -7582056 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 58235 members Entering Unmasked Estep Score: -7582059.500000 Penalty: 5447.678711 Iteration 29Q: 3 clusters Score -7582060 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 58237 members Entering Unmasked Estep Score: -7582061.000000 Penalty: 5447.678711 Iteration 30Q: 3 clusters Score -7582061 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 58238 members Entering Unmasked Estep Score: -7582062.000000 Penalty: 5447.678711 Iteration 31Q: 3 clusters Score -7582062 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 58238 members Entering Unmasked Estep Score: -7582062.000000 Penalty: 5447.678711 Iteration 32F: 3 clusters Score -7582062 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1584 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Entering Unmasked Estep Score: -191842.031250 Penalty: 1827.191772 Iteration 0F: 2 clusters Score -191842 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -189478.546875 Penalty: 3654.383545 Iteration 0F: 3 clusters Score -189478.5 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 751 members Entering Unmasked Estep Score: -189884.093750 Penalty: 3654.383545 Iteration 1F: 3 clusters Score -189884.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -190003.703125 Penalty: 3654.383545 Iteration 2F: 3 clusters Score -190003.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 848 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -190061.375000 Penalty: 3654.383545 Iteration 3Q: 3 clusters Score -190061.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -190096.953125 Penalty: 3654.383545 Iteration 4Q: 3 clusters Score -190097 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 882 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -190119.875000 Penalty: 3654.383545 Iteration 5Q: 3 clusters Score -190119.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -190146.359375 Penalty: 3654.383545 Iteration 6Q: 3 clusters Score -190146.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -190172.734375 Penalty: 3654.383545 Iteration 7Q: 3 clusters Score -190172.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -190187.015625 Penalty: 3654.383545 Iteration 8Q: 3 clusters Score -190187 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 653 members Entering Unmasked Estep Score: -190199.390625 Penalty: 3654.383545 Iteration 9Q: 3 clusters Score -190199.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -190208.671875 Penalty: 3654.383545 Iteration 10Q: 3 clusters Score -190208.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -190215.343750 Penalty: 3654.383545 Iteration 11Q: 3 clusters Score -190215.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -190223.562500 Penalty: 3654.383545 Iteration 12Q: 3 clusters Score -190223.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -190229.796875 Penalty: 3654.383545 Iteration 13Q: 3 clusters Score -190229.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -190235.781250 Penalty: 3654.383545 Iteration 14Q: 3 clusters Score -190235.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 620 members Entering Unmasked Estep Score: -190241.281250 Penalty: 3654.383545 Iteration 15Q: 3 clusters Score -190241.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -190246.203125 Penalty: 3654.383545 Iteration 16Q: 3 clusters Score -190246.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -190248.625000 Penalty: 3654.383545 Iteration 17Q: 3 clusters Score -190248.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -190252.250000 Penalty: 3654.383545 Iteration 18Q: 3 clusters Score -190252.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -190255.031250 Penalty: 3654.383545 Iteration 19Q: 3 clusters Score -190255 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -190255.703125 Penalty: 3654.383545 Iteration 20F: 3 clusters Score -190255.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -190258.296875 Penalty: 3654.383545 Iteration 21Q: 3 clusters Score -190258.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -190259.859375 Penalty: 3654.383545 Iteration 22Q: 3 clusters Score -190259.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 591 members Entering Unmasked Estep Score: -190261.500000 Penalty: 3654.383545 Iteration 23Q: 3 clusters Score -190261.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -190262.265625 Penalty: 3654.383545 Iteration 24Q: 3 clusters Score -190262.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -190262.890625 Penalty: 3654.383545 Iteration 25Q: 3 clusters Score -190262.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -190263.671875 Penalty: 3654.383545 Iteration 26Q: 3 clusters Score -190263.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -190264.703125 Penalty: 3654.383545 Iteration 27Q: 3 clusters Score -190264.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -190265.468750 Penalty: 3654.383545 Iteration 28Q: 3 clusters Score -190265.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -190265.468750 Penalty: 3654.383545 Iteration 29F: 3 clusters Score -190265.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1014 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Entering Unmasked Estep Score: -116767.195312 Penalty: 1716.571167 Iteration 0F: 2 clusters Score -116767.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -114888.585938 Penalty: 3433.142334 Iteration 0F: 3 clusters Score -114888.6 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -115252.054688 Penalty: 3433.142334 Iteration 1F: 3 clusters Score -115252.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -115375.421875 Penalty: 3433.142334 Iteration 2F: 3 clusters Score -115375.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -115470.296875 Penalty: 3433.142334 Iteration 3F: 3 clusters Score -115470.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -115541.820312 Penalty: 3433.142334 Iteration 4Q: 3 clusters Score -115541.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -115589.593750 Penalty: 3433.142334 Iteration 5Q: 3 clusters Score -115589.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -115657.906250 Penalty: 3433.142334 Iteration 6Q: 3 clusters Score -115657.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -115713.523438 Penalty: 3433.142334 Iteration 7Q: 3 clusters Score -115713.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -115757.796875 Penalty: 3433.142334 Iteration 8Q: 3 clusters Score -115757.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -115802.437500 Penalty: 3433.142334 Iteration 9Q: 3 clusters Score -115802.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -115830.195312 Penalty: 3433.142334 Iteration 10Q: 3 clusters Score -115830.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -115849.679688 Penalty: 3433.142334 Iteration 11Q: 3 clusters Score -115849.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -115859.804688 Penalty: 3433.142334 Iteration 12Q: 3 clusters Score -115859.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -115867.718750 Penalty: 3433.142334 Iteration 13Q: 3 clusters Score -115867.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -115875.867188 Penalty: 3433.142334 Iteration 14Q: 3 clusters Score -115875.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -115884.164062 Penalty: 3433.142334 Iteration 15Q: 3 clusters Score -115884.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -115885.609375 Penalty: 3433.142334 Iteration 16Q: 3 clusters Score -115885.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 674 members Entering Unmasked Estep Score: -115886.710938 Penalty: 3433.142334 Iteration 17Q: 3 clusters Score -115886.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -115887.976562 Penalty: 3433.142334 Iteration 18Q: 3 clusters Score -115888 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -115888.781250 Penalty: 3433.142334 Iteration 19Q: 3 clusters Score -115888.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -115890.445312 Penalty: 3433.142334 Iteration 20F: 3 clusters Score -115890.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -115891.953125 Penalty: 3433.142334 Iteration 21Q: 3 clusters Score -115892 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -115891.953125 Penalty: 3433.142334 Iteration 22F: 3 clusters Score -115892 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4514 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4514 members Entering Unmasked Estep Score: -575423.187500 Penalty: 2086.904785 Iteration 0F: 2 clusters Score -575423.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2229 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -571171.000000 Penalty: 4173.809570 Iteration 0F: 3 clusters Score -571171 nChanged 1711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -572145.500000 Penalty: 4173.809570 Iteration 1F: 3 clusters Score -572145.5 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -572325.687500 Penalty: 4173.809570 Iteration 2F: 3 clusters Score -572325.7 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 2477 members Entering Unmasked Estep Score: -572411.937500 Penalty: 4173.809570 Iteration 3Q: 3 clusters Score -572411.9 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -572478.625000 Penalty: 4173.809570 Iteration 4Q: 3 clusters Score -572478.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -572524.687500 Penalty: 4173.809570 Iteration 5Q: 3 clusters Score -572524.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 2611 members Entering Unmasked Estep Score: -572555.500000 Penalty: 4173.809570 Iteration 6Q: 3 clusters Score -572555.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -572582.812500 Penalty: 4173.809570 Iteration 7Q: 3 clusters Score -572582.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -572603.375000 Penalty: 4173.809570 Iteration 8Q: 3 clusters Score -572603.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -572620.812500 Penalty: 4173.809570 Iteration 9Q: 3 clusters Score -572620.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 2744 members Entering Unmasked Estep Score: -572637.437500 Penalty: 4173.809570 Iteration 10Q: 3 clusters Score -572637.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1733 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -572656.500000 Penalty: 4173.809570 Iteration 11Q: 3 clusters Score -572656.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 2821 members Entering Unmasked Estep Score: -572676.687500 Penalty: 4173.809570 Iteration 12Q: 3 clusters Score -572676.7 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1664 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -572688.375000 Penalty: 4173.809570 Iteration 13Q: 3 clusters Score -572688.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -572699.875000 Penalty: 4173.809570 Iteration 14Q: 3 clusters Score -572699.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1612 members Mstep: Class 2 contains 2902 members Entering Unmasked Estep Score: -572712.625000 Penalty: 4173.809570 Iteration 15Q: 3 clusters Score -572712.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -572723.750000 Penalty: 4173.809570 Iteration 16Q: 3 clusters Score -572723.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -572746.000000 Penalty: 4173.809570 Iteration 17Q: 3 clusters Score -572746 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -572765.937500 Penalty: 4173.809570 Iteration 18Q: 3 clusters Score -572765.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 3051 members Entering Unmasked Estep Score: -572796.125000 Penalty: 4173.809570 Iteration 19Q: 3 clusters Score -572796.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 3101 members Entering Unmasked Estep Score: -572828.812500 Penalty: 4173.809570 Iteration 20F: 3 clusters Score -572828.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -572852.687500 Penalty: 4173.809570 Iteration 21Q: 3 clusters Score -572852.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -572873.187500 Penalty: 4173.809570 Iteration 22Q: 3 clusters Score -572873.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -572897.187500 Penalty: 4173.809570 Iteration 23Q: 3 clusters Score -572897.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 3272 members Entering Unmasked Estep Score: -572922.250000 Penalty: 4173.809570 Iteration 24Q: 3 clusters Score -572922.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -572950.937500 Penalty: 4173.809570 Iteration 25Q: 3 clusters Score -572950.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 3359 members Entering Unmasked Estep Score: -572980.750000 Penalty: 4173.809570 Iteration 26Q: 3 clusters Score -572980.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -573002.375000 Penalty: 4173.809570 Iteration 27Q: 3 clusters Score -573002.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 3435 members Entering Unmasked Estep Score: -573025.187500 Penalty: 4173.809570 Iteration 28Q: 3 clusters Score -573025.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 3487 members Entering Unmasked Estep Score: -573057.250000 Penalty: 4173.809570 Iteration 29Q: 3 clusters Score -573057.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 3528 members Entering Unmasked Estep Score: -573086.687500 Penalty: 4173.809570 Iteration 30Q: 3 clusters Score -573086.7 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 3575 members Entering Unmasked Estep Score: -573118.125000 Penalty: 4173.809570 Iteration 31Q: 3 clusters Score -573118.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -573147.500000 Penalty: 4173.809570 Iteration 32Q: 3 clusters Score -573147.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -573177.562500 Penalty: 4173.809570 Iteration 33Q: 3 clusters Score -573177.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 3705 members Entering Unmasked Estep Score: -573208.000000 Penalty: 4173.809570 Iteration 34Q: 3 clusters Score -573208 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -573235.187500 Penalty: 4173.809570 Iteration 35Q: 3 clusters Score -573235.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 3768 members Entering Unmasked Estep Score: -573255.875000 Penalty: 4173.809570 Iteration 36Q: 3 clusters Score -573255.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 3796 members Entering Unmasked Estep Score: -573278.375000 Penalty: 4173.809570 Iteration 37Q: 3 clusters Score -573278.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 3832 members Entering Unmasked Estep Score: -573306.625000 Penalty: 4173.809570 Iteration 38Q: 3 clusters Score -573306.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -573338.250000 Penalty: 4173.809570 Iteration 39Q: 3 clusters Score -573338.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -573367.562500 Penalty: 4173.809570 Iteration 40F: 3 clusters Score -573367.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 3926 members Entering Unmasked Estep Score: -573388.500000 Penalty: 4173.809570 Iteration 41Q: 3 clusters Score -573388.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -573401.750000 Penalty: 4173.809570 Iteration 42Q: 3 clusters Score -573401.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -573419.750000 Penalty: 4173.809570 Iteration 43Q: 3 clusters Score -573419.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -573434.000000 Penalty: 4173.809570 Iteration 44Q: 3 clusters Score -573434 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -573447.625000 Penalty: 4173.809570 Iteration 45Q: 3 clusters Score -573447.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -573455.312500 Penalty: 4173.809570 Iteration 46Q: 3 clusters Score -573455.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -573461.687500 Penalty: 4173.809570 Iteration 47Q: 3 clusters Score -573461.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -573471.250000 Penalty: 4173.809570 Iteration 48Q: 3 clusters Score -573471.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 4024 members Entering Unmasked Estep Score: -573484.000000 Penalty: 4173.809570 Iteration 49Q: 3 clusters Score -573484 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -573487.500000 Penalty: 4173.809570 Iteration 50Q: 3 clusters Score -573487.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 4035 members Entering Unmasked Estep Score: -573493.312500 Penalty: 4173.809570 Iteration 51Q: 3 clusters Score -573493.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -573498.937500 Penalty: 4173.809570 Iteration 52Q: 3 clusters Score -573498.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -573504.875000 Penalty: 4173.809570 Iteration 53Q: 3 clusters Score -573504.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -573512.875000 Penalty: 4173.809570 Iteration 54Q: 3 clusters Score -573512.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -573519.812500 Penalty: 4173.809570 Iteration 55Q: 3 clusters Score -573519.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -573527.437500 Penalty: 4173.809570 Iteration 56Q: 3 clusters Score -573527.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 4073 members Entering Unmasked Estep Score: -573533.562500 Penalty: 4173.809570 Iteration 57Q: 3 clusters Score -573533.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -573537.500000 Penalty: 4173.809570 Iteration 58Q: 3 clusters Score -573537.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -573540.375000 Penalty: 4173.809570 Iteration 59Q: 3 clusters Score -573540.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -573541.937500 Penalty: 4173.809570 Iteration 60F: 3 clusters Score -573541.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -573541.937500 Penalty: 4173.809570 Iteration 61Q: 3 clusters Score -573541.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 4082 members Entering Unmasked Estep Score: -573541.937500 Penalty: 4173.809570 Iteration 62F: 3 clusters Score -573541.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Entering Unmasked Estep Score: -32398.220703 Penalty: 1414.538086 Iteration 0F: 2 clusters Score -32398.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -31341.919922 Penalty: 2829.076172 Iteration 0F: 3 clusters Score -31341.92 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -31622.890625 Penalty: 2829.076172 Iteration 1F: 3 clusters Score -31622.89 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -31889.785156 Penalty: 2829.076172 Iteration 2F: 3 clusters Score -31889.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -31999.072266 Penalty: 2829.076172 Iteration 3Q: 3 clusters Score -31999.07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -32087.568359 Penalty: 2829.076172 Iteration 4Q: 3 clusters Score -32087.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -32120.185547 Penalty: 2829.076172 Iteration 5Q: 3 clusters Score -32120.19 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -32155.773438 Penalty: 2829.076172 Iteration 6Q: 3 clusters Score -32155.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -32169.001953 Penalty: 2829.076172 Iteration 7Q: 3 clusters Score -32169 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -32169.001953 Penalty: 2829.076172 Iteration 8F: 3 clusters Score -32169 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Entering Unmasked Estep Score: -316729.125000 Penalty: 1943.321777 Iteration 0F: 2 clusters Score -316729.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -313792.000000 Penalty: 3886.643555 Iteration 0F: 3 clusters Score -313792 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -314340.031250 Penalty: 3886.643555 Iteration 1F: 3 clusters Score -314340 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -314463.750000 Penalty: 3886.643555 Iteration 2F: 3 clusters Score -314463.8 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -314521.750000 Penalty: 3886.643555 Iteration 3Q: 3 clusters Score -314521.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -314552.250000 Penalty: 3886.643555 Iteration 4Q: 3 clusters Score -314552.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -314569.375000 Penalty: 3886.643555 Iteration 5Q: 3 clusters Score -314569.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -314590.375000 Penalty: 3886.643555 Iteration 6Q: 3 clusters Score -314590.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -314604.437500 Penalty: 3886.643555 Iteration 7Q: 3 clusters Score -314604.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -314618.531250 Penalty: 3886.643555 Iteration 8Q: 3 clusters Score -314618.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -314629.218750 Penalty: 3886.643555 Iteration 9Q: 3 clusters Score -314629.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -314636.406250 Penalty: 3886.643555 Iteration 10Q: 3 clusters Score -314636.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -314642.625000 Penalty: 3886.643555 Iteration 11Q: 3 clusters Score -314642.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -314651.625000 Penalty: 3886.643555 Iteration 12Q: 3 clusters Score -314651.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -314659.125000 Penalty: 3886.643555 Iteration 13Q: 3 clusters Score -314659.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -314664.406250 Penalty: 3886.643555 Iteration 14Q: 3 clusters Score -314664.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1423 members Entering Unmasked Estep Score: -314669.875000 Penalty: 3886.643555 Iteration 15Q: 3 clusters Score -314669.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -314674.031250 Penalty: 3886.643555 Iteration 16Q: 3 clusters Score -314674 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -314677.875000 Penalty: 3886.643555 Iteration 17Q: 3 clusters Score -314677.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -314684.812500 Penalty: 3886.643555 Iteration 18Q: 3 clusters Score -314684.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -314689.156250 Penalty: 3886.643555 Iteration 19Q: 3 clusters Score -314689.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -314693.531250 Penalty: 3886.643555 Iteration 20F: 3 clusters Score -314693.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -314695.281250 Penalty: 3886.643555 Iteration 21Q: 3 clusters Score -314695.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -314698.656250 Penalty: 3886.643555 Iteration 22Q: 3 clusters Score -314698.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -314702.312500 Penalty: 3886.643555 Iteration 23Q: 3 clusters Score -314702.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -314706.093750 Penalty: 3886.643555 Iteration 24Q: 3 clusters Score -314706.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -314707.843750 Penalty: 3886.643555 Iteration 25Q: 3 clusters Score -314707.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -314709.593750 Penalty: 3886.643555 Iteration 26Q: 3 clusters Score -314709.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -314709.281250 Penalty: 3886.643555 Iteration 27Q: 3 clusters Score -314709.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -314711.031250 Penalty: 3886.643555 Iteration 28Q: 3 clusters Score -314711 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -314711.875000 Penalty: 3886.643555 Iteration 29Q: 3 clusters Score -314711.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -314712.125000 Penalty: 3886.643555 Iteration 30Q: 3 clusters Score -314712.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -314712.156250 Penalty: 3886.643555 Iteration 31Q: 3 clusters Score -314712.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -314712.156250 Penalty: 3886.643555 Iteration 32F: 3 clusters Score -314712.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (713 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Entering Unmasked Estep Score: -77168.562500 Penalty: 1629.231323 Iteration 0F: 2 clusters Score -77168.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -75506.281250 Penalty: 3258.462646 Iteration 0F: 3 clusters Score -75506.28 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -75924.398438 Penalty: 3258.462646 Iteration 1F: 3 clusters Score -75924.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -76178.906250 Penalty: 3258.462646 Iteration 2F: 3 clusters Score -76178.91 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -76418.351562 Penalty: 3258.462646 Iteration 3F: 3 clusters Score -76418.35 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -76595.710938 Penalty: 3258.462646 Iteration 4F: 3 clusters Score -76595.71 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -76832.687500 Penalty: 3258.462646 Iteration 5Q: 3 clusters Score -76832.69 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -77070.937500 Penalty: 3258.462646 Iteration 6Q: 3 clusters Score -77070.94 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -77453.242188 Penalty: 3258.462646 Iteration 7Q: 3 clusters Score -77453.24 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -77619.187500 Penalty: 3258.462646 Iteration 8Q: 3 clusters Score -77619.19 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -77723.726562 Penalty: 3258.462646 Iteration 9Q: 3 clusters Score -77723.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -77789.312500 Penalty: 3258.462646 Iteration 10Q: 3 clusters Score -77789.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -77850.304688 Penalty: 3258.462646 Iteration 11Q: 3 clusters Score -77850.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -77860.242188 Penalty: 3258.462646 Iteration 12Q: 3 clusters Score -77860.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -77863.914062 Penalty: 3258.462646 Iteration 13Q: 3 clusters Score -77863.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -77866.125000 Penalty: 3258.462646 Iteration 14Q: 3 clusters Score -77866.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -77869.570312 Penalty: 3258.462646 Iteration 15Q: 3 clusters Score -77869.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -77872.015625 Penalty: 3258.462646 Iteration 16Q: 3 clusters Score -77872.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -77872.015625 Penalty: 3258.462646 Iteration 17F: 3 clusters Score -77872.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22370 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4213 members Mstep: Class 5 contains 427 members Mstep: Class 6 contains 13317 members Mstep: Class 7 contains 17276 members Mstep: Class 8 contains 202573 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3103 members Mstep: Class 11 contains 17331 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7661 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58878 members Mstep: Class 17 contains 1584 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4514 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 286 members Mstep: Class 23 contains 31516 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3672 members Mstep: Class 27 contains 23352 members Entering Unmasked Estep Score: -55713488.000000 Penalty: 87094.210938 Splitting cluster 22 changes total score from -55714412.000000 to -55713488.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (31516 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31516 members Entering Unmasked Estep Score: -4093547.000000 Penalty: 2568.846191 Iteration 0F: 2 clusters Score -4093547 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15813 members Mstep: Class 2 contains 15703 members Entering Unmasked Estep Score: -4072133.750000 Penalty: 5137.692383 Iteration 0F: 3 clusters Score -4072134 nChanged 14176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16561 members Mstep: Class 2 contains 14955 members Entering Unmasked Estep Score: -4079918.750000 Penalty: 5137.692383 Iteration 1F: 3 clusters Score -4079919 nChanged 1356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16907 members Mstep: Class 2 contains 14609 members Entering Unmasked Estep Score: -4080278.250000 Penalty: 5137.692383 Iteration 2Q: 3 clusters Score -4080278 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17374 members Mstep: Class 2 contains 14142 members Entering Unmasked Estep Score: -4080613.750000 Penalty: 5137.692383 Iteration 3Q: 3 clusters Score -4080614 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18009 members Mstep: Class 2 contains 13507 members Entering Unmasked Estep Score: -4080935.500000 Penalty: 5137.692383 Iteration 4Q: 3 clusters Score -4080936 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18873 members Mstep: Class 2 contains 12643 members Entering Unmasked Estep Score: -4081328.500000 Penalty: 5137.692383 Iteration 5Q: 3 clusters Score -4081328 nChanged 1263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20008 members Mstep: Class 2 contains 11508 members Entering Unmasked Estep Score: -4081853.000000 Penalty: 5137.692383 Iteration 6Q: 3 clusters Score -4081853 nChanged 1552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21508 members Mstep: Class 2 contains 10008 members Entering Unmasked Estep Score: -4082672.250000 Penalty: 5137.692383 Iteration 7Q: 3 clusters Score -4082672 nChanged 1924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23416 members Mstep: Class 2 contains 8100 members Entering Unmasked Estep Score: -4083947.750000 Penalty: 5137.692383 Iteration 8F: 3 clusters Score -4083948 nChanged 2236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25642 members Mstep: Class 2 contains 5874 members Entering Unmasked Estep Score: -4085755.000000 Penalty: 5137.692383 Iteration 9F: 3 clusters Score -4085755 nChanged 2308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27946 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -4087938.750000 Penalty: 5137.692383 Iteration 10F: 3 clusters Score -4087939 nChanged 1741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29685 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -4089623.500000 Penalty: 5137.692383 Iteration 11F: 3 clusters Score -4089624 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30603 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -4090505.750000 Penalty: 5137.692383 Iteration 12Q: 3 clusters Score -4090506 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31008 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -4090928.250000 Penalty: 5137.692383 Iteration 13Q: 3 clusters Score -4090928 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31163 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -4091102.250000 Penalty: 5137.692383 Iteration 14Q: 3 clusters Score -4091102 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31226 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -4091199.250000 Penalty: 5137.692383 Iteration 15Q: 3 clusters Score -4091199 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31245 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -4091246.750000 Penalty: 5137.692383 Iteration 16Q: 3 clusters Score -4091247 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31256 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -4091270.500000 Penalty: 5137.692383 Iteration 17Q: 3 clusters Score -4091270 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31263 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -4091285.500000 Penalty: 5137.692383 Iteration 18Q: 3 clusters Score -4091286 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31266 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -4091294.750000 Penalty: 5137.692383 Iteration 19Q: 3 clusters Score -4091295 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31271 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -4091301.000000 Penalty: 5137.692383 Iteration 20F: 3 clusters Score -4091301 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31274 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -4091306.000000 Penalty: 5137.692383 Iteration 21Q: 3 clusters Score -4091306 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31277 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -4091306.750000 Penalty: 5137.692383 Iteration 22Q: 3 clusters Score -4091307 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31279 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -4091313.750000 Penalty: 5137.692383 Iteration 23Q: 3 clusters Score -4091314 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31282 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -4091322.250000 Penalty: 5137.692383 Iteration 24Q: 3 clusters Score -4091322 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31284 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -4091327.000000 Penalty: 5137.692383 Iteration 25Q: 3 clusters Score -4091327 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31287 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -4091331.500000 Penalty: 5137.692383 Iteration 26Q: 3 clusters Score -4091332 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31287 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -4091331.500000 Penalty: 5137.692383 Iteration 27F: 3 clusters Score -4091332 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Entering Unmasked Estep Score: -58223.890625 Penalty: 1556.140991 Iteration 0F: 2 clusters Score -58223.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -56632.160156 Penalty: 3112.281982 Iteration 0F: 3 clusters Score -56632.16 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -56831.171875 Penalty: 3112.281982 Iteration 1F: 3 clusters Score -56831.17 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -56958.410156 Penalty: 3112.281982 Iteration 2F: 3 clusters Score -56958.41 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -57036.839844 Penalty: 3112.281982 Iteration 3Q: 3 clusters Score -57036.84 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -57133.300781 Penalty: 3112.281982 Iteration 4Q: 3 clusters Score -57133.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -57224.820312 Penalty: 3112.281982 Iteration 5Q: 3 clusters Score -57224.82 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -57354.050781 Penalty: 3112.281982 Iteration 6Q: 3 clusters Score -57354.05 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -57605.828125 Penalty: 3112.281982 Iteration 7F: 3 clusters Score -57605.83 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -58071.304688 Penalty: 3112.281982 Iteration 8F: 3 clusters Score -58071.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -58242.210938 Penalty: 3112.281982 Iteration 9Q: 3 clusters Score -58242.21 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -58450.015625 Penalty: 3112.281982 Iteration 10Q: 3 clusters Score -58450.02 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -58852.394531 Penalty: 3112.281982 Iteration 11Q: 3 clusters Score -58852.39 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -59313.648438 Penalty: 3112.281982 Iteration 12Q: 3 clusters Score -59313.65 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -59818.250000 Penalty: 3112.281982 Iteration 13Q: 3 clusters Score -59818.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -59818.250000 Penalty: 3112.281982 Iteration 14F: 3 clusters Score -59818.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22370 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4213 members Mstep: Class 5 contains 272 members Mstep: Class 6 contains 13317 members Mstep: Class 7 contains 17276 members Mstep: Class 8 contains 202573 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3103 members Mstep: Class 11 contains 17331 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7661 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58878 members Mstep: Class 17 contains 1584 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4514 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31516 members Mstep: Class 24 contains 259 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3672 members Mstep: Class 27 contains 23352 members Entering Unmasked Estep Score: -55714320.000000 Penalty: 87094.210938 Splitting cluster 24 changes total score from -55714412.000000 to -55714320.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 25 (360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Entering Unmasked Estep Score: -40424.523438 Penalty: 1459.753784 Iteration 0F: 2 clusters Score -40424.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -39085.964844 Penalty: 2919.507568 Iteration 0F: 3 clusters Score -39085.96 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -39210.519531 Penalty: 2919.507568 Iteration 1F: 3 clusters Score -39210.52 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -39232.945312 Penalty: 2919.507568 Iteration 2Q: 3 clusters Score -39232.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -39236.738281 Penalty: 2919.507568 Iteration 3Q: 3 clusters Score -39236.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -39236.738281 Penalty: 2919.507568 Iteration 4F: 3 clusters Score -39236.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (3672 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Entering Unmasked Estep Score: -468948.843750 Penalty: 2035.705811 Iteration 0F: 2 clusters Score -468948.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -465266.625000 Penalty: 4071.411621 Iteration 0F: 3 clusters Score -465266.6 nChanged 1290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -466027.562500 Penalty: 4071.411621 Iteration 1F: 3 clusters Score -466027.6 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -466223.218750 Penalty: 4071.411621 Iteration 2F: 3 clusters Score -466223.2 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -466328.250000 Penalty: 4071.411621 Iteration 3F: 3 clusters Score -466328.2 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -466391.531250 Penalty: 4071.411621 Iteration 4Q: 3 clusters Score -466391.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -466448.312500 Penalty: 4071.411621 Iteration 5Q: 3 clusters Score -466448.3 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 2034 members Entering Unmasked Estep Score: -466500.656250 Penalty: 4071.411621 Iteration 6Q: 3 clusters Score -466500.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 2049 members Entering Unmasked Estep Score: -466543.656250 Penalty: 4071.411621 Iteration 7Q: 3 clusters Score -466543.7 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -466595.375000 Penalty: 4071.411621 Iteration 8Q: 3 clusters Score -466595.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -466647.937500 Penalty: 4071.411621 Iteration 9Q: 3 clusters Score -466647.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -466698.031250 Penalty: 4071.411621 Iteration 10Q: 3 clusters Score -466698 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -466751.500000 Penalty: 4071.411621 Iteration 11Q: 3 clusters Score -466751.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -466812.468750 Penalty: 4071.411621 Iteration 12Q: 3 clusters Score -466812.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1461 members Mstep: Class 2 contains 2211 members Entering Unmasked Estep Score: -466872.062500 Penalty: 4071.411621 Iteration 13Q: 3 clusters Score -466872.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -466934.937500 Penalty: 4071.411621 Iteration 14Q: 3 clusters Score -466934.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -467001.312500 Penalty: 4071.411621 Iteration 15Q: 3 clusters Score -467001.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -467064.843750 Penalty: 4071.411621 Iteration 16Q: 3 clusters Score -467064.8 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -467110.593750 Penalty: 4071.411621 Iteration 17Q: 3 clusters Score -467110.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -467163.187500 Penalty: 4071.411621 Iteration 18Q: 3 clusters Score -467163.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 2501 members Entering Unmasked Estep Score: -467230.187500 Penalty: 4071.411621 Iteration 19Q: 3 clusters Score -467230.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -467306.125000 Penalty: 4071.411621 Iteration 20F: 3 clusters Score -467306.1 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -467395.250000 Penalty: 4071.411621 Iteration 21Q: 3 clusters Score -467395.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 2669 members Entering Unmasked Estep Score: -467475.500000 Penalty: 4071.411621 Iteration 22Q: 3 clusters Score -467475.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 2699 members Entering Unmasked Estep Score: -467538.812500 Penalty: 4071.411621 Iteration 23Q: 3 clusters Score -467538.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -467588.656250 Penalty: 4071.411621 Iteration 24Q: 3 clusters Score -467588.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -467666.281250 Penalty: 4071.411621 Iteration 25Q: 3 clusters Score -467666.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -467759.812500 Penalty: 4071.411621 Iteration 26Q: 3 clusters Score -467759.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -467832.250000 Penalty: 4071.411621 Iteration 27Q: 3 clusters Score -467832.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -467890.625000 Penalty: 4071.411621 Iteration 28Q: 3 clusters Score -467890.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 824 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -467952.562500 Penalty: 4071.411621 Iteration 29Q: 3 clusters Score -467952.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 2853 members Entering Unmasked Estep Score: -467986.781250 Penalty: 4071.411621 Iteration 30Q: 3 clusters Score -467986.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -468007.437500 Penalty: 4071.411621 Iteration 31Q: 3 clusters Score -468007.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -468020.093750 Penalty: 4071.411621 Iteration 32Q: 3 clusters Score -468020.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -468029.406250 Penalty: 4071.411621 Iteration 33Q: 3 clusters Score -468029.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 2873 members Entering Unmasked Estep Score: -468038.250000 Penalty: 4071.411621 Iteration 34Q: 3 clusters Score -468038.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -468043.937500 Penalty: 4071.411621 Iteration 35Q: 3 clusters Score -468043.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 2870 members Entering Unmasked Estep Score: -468049.343750 Penalty: 4071.411621 Iteration 36Q: 3 clusters Score -468049.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -468052.500000 Penalty: 4071.411621 Iteration 37Q: 3 clusters Score -468052.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -468054.250000 Penalty: 4071.411621 Iteration 38Q: 3 clusters Score -468054.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 2866 members Entering Unmasked Estep Score: -468055.406250 Penalty: 4071.411621 Iteration 39Q: 3 clusters Score -468055.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 2865 members Entering Unmasked Estep Score: -468056.562500 Penalty: 4071.411621 Iteration 40F: 3 clusters Score -468056.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (23352 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23352 members Entering Unmasked Estep Score: -3002130.750000 Penalty: 2494.492676 Iteration 0F: 2 clusters Score -3002131 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11807 members Mstep: Class 2 contains 11545 members Entering Unmasked Estep Score: -2985882.750000 Penalty: 4988.985352 Iteration 0F: 3 clusters Score -2985883 nChanged 10335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12180 members Mstep: Class 2 contains 11172 members Entering Unmasked Estep Score: -2991368.750000 Penalty: 4988.985352 Iteration 1F: 3 clusters Score -2991369 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12449 members Mstep: Class 2 contains 10903 members Entering Unmasked Estep Score: -2991730.500000 Penalty: 4988.985352 Iteration 2Q: 3 clusters Score -2991730 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12806 members Mstep: Class 2 contains 10546 members Entering Unmasked Estep Score: -2992046.500000 Penalty: 4988.985352 Iteration 3Q: 3 clusters Score -2992046 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13299 members Mstep: Class 2 contains 10053 members Entering Unmasked Estep Score: -2992351.250000 Penalty: 4988.985352 Iteration 4Q: 3 clusters Score -2992351 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13910 members Mstep: Class 2 contains 9442 members Entering Unmasked Estep Score: -2992720.750000 Penalty: 4988.985352 Iteration 5Q: 3 clusters Score -2992721 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14713 members Mstep: Class 2 contains 8639 members Entering Unmasked Estep Score: -2993179.000000 Penalty: 4988.985352 Iteration 6Q: 3 clusters Score -2993179 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15777 members Mstep: Class 2 contains 7575 members Entering Unmasked Estep Score: -2993869.000000 Penalty: 4988.985352 Iteration 7Q: 3 clusters Score -2993869 nChanged 1330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17059 members Mstep: Class 2 contains 6293 members Entering Unmasked Estep Score: -2994796.250000 Penalty: 4988.985352 Iteration 8F: 3 clusters Score -2994796 nChanged 1455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18492 members Mstep: Class 2 contains 4860 members Entering Unmasked Estep Score: -2995870.500000 Penalty: 4988.985352 Iteration 9F: 3 clusters Score -2995870 nChanged 1422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19892 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -2997026.250000 Penalty: 4988.985352 Iteration 10F: 3 clusters Score -2997026 nChanged 1234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21118 members Mstep: Class 2 contains 2234 members Entering Unmasked Estep Score: -2998085.500000 Penalty: 4988.985352 Iteration 11F: 3 clusters Score -2998086 nChanged 884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21994 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -2998852.500000 Penalty: 4988.985352 Iteration 12Q: 3 clusters Score -2998852 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22508 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -2999313.250000 Penalty: 4988.985352 Iteration 13Q: 3 clusters Score -2999313 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22772 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -2999578.000000 Penalty: 4988.985352 Iteration 14Q: 3 clusters Score -2999578 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22903 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -2999728.000000 Penalty: 4988.985352 Iteration 15Q: 3 clusters Score -2999728 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22960 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -2999805.000000 Penalty: 4988.985352 Iteration 16Q: 3 clusters Score -2999805 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22995 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -2999853.000000 Penalty: 4988.985352 Iteration 17Q: 3 clusters Score -2999853 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23019 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -2999877.750000 Penalty: 4988.985352 Iteration 18Q: 3 clusters Score -2999878 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23036 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -2999900.250000 Penalty: 4988.985352 Iteration 19Q: 3 clusters Score -2999900 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23049 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -2999929.750000 Penalty: 4988.985352 Iteration 20F: 3 clusters Score -2999930 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23059 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -2999943.000000 Penalty: 4988.985352 Iteration 21Q: 3 clusters Score -2999943 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23065 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -2999952.250000 Penalty: 4988.985352 Iteration 22Q: 3 clusters Score -2999952 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23073 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -2999957.250000 Penalty: 4988.985352 Iteration 23Q: 3 clusters Score -2999957 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23074 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -2999965.000000 Penalty: 4988.985352 Iteration 24Q: 3 clusters Score -2999965 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23074 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -2999965.000000 Penalty: 4988.985352 Iteration 25F: 3 clusters Score -2999965 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22370 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4213 members Mstep: Class 6 contains 13317 members Mstep: Class 7 contains 17276 members Mstep: Class 8 contains 202573 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3103 members Mstep: Class 11 contains 17331 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7661 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58878 members Mstep: Class 17 contains 1584 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4514 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31516 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3672 members Mstep: Class 27 contains 23352 members Entering Unmasked Estep ConsiderDeletion Score: -55714412.000000 Penalty: 83868.500000 Iteration 199Q: 27 clusters Score -5.571441e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22360 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4216 members Mstep: Class 6 contains 13316 members Mstep: Class 7 contains 17284 members Mstep: Class 8 contains 202570 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3106 members Mstep: Class 11 contains 17331 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7661 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58879 members Mstep: Class 17 contains 1584 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4512 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31517 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3672 members Mstep: Class 27 contains 23352 members Entering Unmasked Estep ConsiderDeletion Score: -55714440.000000 Penalty: 83868.500000 Iteration 200F: 27 clusters Score -5.571444e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22345 members Mstep: Class 2 contains 4617 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4218 members Mstep: Class 6 contains 13314 members Mstep: Class 7 contains 17292 members Mstep: Class 8 contains 202561 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3108 members Mstep: Class 11 contains 17331 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7661 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58884 members Mstep: Class 17 contains 1584 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4519 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31519 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3672 members Mstep: Class 27 contains 23352 members Entering Unmasked Estep ConsiderDeletion Score: -55714424.000000 Penalty: 83868.500000 Iteration 201Q: 27 clusters Score -5.571442e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22330 members Mstep: Class 2 contains 4618 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4218 members Mstep: Class 6 contains 13316 members Mstep: Class 7 contains 17301 members Mstep: Class 8 contains 202552 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17332 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7661 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58887 members Mstep: Class 17 contains 1584 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4521 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31524 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3672 members Mstep: Class 27 contains 23352 members Entering Unmasked Estep ConsiderDeletion Score: -55714400.000000 Penalty: 83868.500000 Iteration 202Q: 27 clusters Score -5.57144e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22320 members Mstep: Class 2 contains 4620 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4218 members Mstep: Class 6 contains 13317 members Mstep: Class 7 contains 17308 members Mstep: Class 8 contains 202545 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17333 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7661 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58888 members Mstep: Class 17 contains 1584 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4521 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31529 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3672 members Mstep: Class 27 contains 23352 members Entering Unmasked Estep ConsiderDeletion Score: -55714420.000000 Penalty: 83868.500000 Iteration 203Q: 27 clusters Score -5.571442e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22306 members Mstep: Class 2 contains 4619 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4218 members Mstep: Class 6 contains 13317 members Mstep: Class 7 contains 17316 members Mstep: Class 8 contains 202542 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17336 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7661 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58888 members Mstep: Class 17 contains 1584 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4523 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31535 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3671 members Mstep: Class 27 contains 23352 members Entering Unmasked Estep ConsiderDeletion Score: -55714384.000000 Penalty: 83868.500000 Iteration 204Q: 27 clusters Score -5.571438e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22285 members Mstep: Class 2 contains 4620 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4218 members Mstep: Class 6 contains 13317 members Mstep: Class 7 contains 17321 members Mstep: Class 8 contains 202549 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17339 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7662 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58886 members Mstep: Class 17 contains 1584 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4524 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31540 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3671 members Mstep: Class 27 contains 23352 members Entering Unmasked Estep ConsiderDeletion Score: -55714392.000000 Penalty: 83868.500000 Iteration 205Q: 27 clusters Score -5.571439e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22274 members Mstep: Class 2 contains 4620 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4218 members Mstep: Class 6 contains 13317 members Mstep: Class 7 contains 17330 members Mstep: Class 8 contains 202544 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17341 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7664 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58885 members Mstep: Class 17 contains 1584 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4524 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31544 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3671 members Mstep: Class 27 contains 23352 members Entering Unmasked Estep ConsiderDeletion Score: -55714372.000000 Penalty: 83868.500000 Iteration 206Q: 27 clusters Score -5.571437e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22263 members Mstep: Class 2 contains 4620 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4218 members Mstep: Class 6 contains 13318 members Mstep: Class 7 contains 17336 members Mstep: Class 8 contains 202541 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17343 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7666 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58883 members Mstep: Class 17 contains 1584 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4522 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31549 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3671 members Mstep: Class 27 contains 23353 members Entering Unmasked Estep ConsiderDeletion Score: -55714408.000000 Penalty: 83868.500000 Iteration 207Q: 27 clusters Score -5.571441e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22253 members Mstep: Class 2 contains 4620 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4219 members Mstep: Class 6 contains 13318 members Mstep: Class 7 contains 17343 members Mstep: Class 8 contains 202534 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17345 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7666 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3995 members Mstep: Class 16 contains 58888 members Mstep: Class 17 contains 1583 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4521 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31553 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3671 members Mstep: Class 27 contains 23353 members Entering Unmasked Estep ConsiderDeletion Score: -55714428.000000 Penalty: 83868.500000 Iteration 208Q: 27 clusters Score -5.571443e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22240 members Mstep: Class 2 contains 4620 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4222 members Mstep: Class 6 contains 13318 members Mstep: Class 7 contains 17348 members Mstep: Class 8 contains 202531 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17345 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7666 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58892 members Mstep: Class 17 contains 1581 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4526 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31555 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3671 members Mstep: Class 27 contains 23353 members Entering Unmasked Estep ConsiderDeletion Score: -55714440.000000 Penalty: 83868.500000 Iteration 209Q: 27 clusters Score -5.571444e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22232 members Mstep: Class 2 contains 4620 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4226 members Mstep: Class 6 contains 13318 members Mstep: Class 7 contains 17354 members Mstep: Class 8 contains 202526 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17346 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7666 members Mstep: Class 14 contains 14819 members Mstep: Class 15 contains 3994 members Mstep: Class 16 contains 58894 members Mstep: Class 17 contains 1579 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4527 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31556 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3671 members Mstep: Class 27 contains 23353 members Entering Unmasked Estep ConsiderDeletion Score: -55714436.000000 Penalty: 83868.500000 Iteration 210Q: 27 clusters Score -5.571444e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22226 members Mstep: Class 2 contains 4620 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4229 members Mstep: Class 6 contains 13318 members Mstep: Class 7 contains 17362 members Mstep: Class 8 contains 202524 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17348 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7666 members Mstep: Class 14 contains 14818 members Mstep: Class 15 contains 3992 members Mstep: Class 16 contains 58893 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4526 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31557 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3671 members Mstep: Class 27 contains 23353 members Entering Unmasked Estep ConsiderDeletion Score: -55714476.000000 Penalty: 83868.500000 Iteration 211Q: 27 clusters Score -5.571448e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22224 members Mstep: Class 2 contains 4620 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4232 members Mstep: Class 6 contains 13318 members Mstep: Class 7 contains 17373 members Mstep: Class 8 contains 202513 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17349 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7668 members Mstep: Class 14 contains 14818 members Mstep: Class 15 contains 3991 members Mstep: Class 16 contains 58894 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4518 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31560 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3671 members Mstep: Class 27 contains 23354 members Entering Unmasked Estep ConsiderDeletion Score: -55714476.000000 Penalty: 83868.500000 Iteration 212Q: 27 clusters Score -5.571448e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22225 members Mstep: Class 2 contains 4620 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4239 members Mstep: Class 6 contains 13319 members Mstep: Class 7 contains 17385 members Mstep: Class 8 contains 202494 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17350 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14818 members Mstep: Class 15 contains 3991 members Mstep: Class 16 contains 58898 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4508 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31561 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3671 members Mstep: Class 27 contains 23354 members Entering Unmasked Estep ConsiderDeletion Score: -55714460.000000 Penalty: 83868.500000 Iteration 213Q: 27 clusters Score -5.571446e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22225 members Mstep: Class 2 contains 4620 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4242 members Mstep: Class 6 contains 13322 members Mstep: Class 7 contains 17395 members Mstep: Class 8 contains 202481 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17350 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14818 members Mstep: Class 15 contains 3991 members Mstep: Class 16 contains 58901 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4501 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31561 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3671 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714492.000000 Penalty: 83868.500000 Iteration 214Q: 27 clusters Score -5.571449e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22224 members Mstep: Class 2 contains 4621 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13326 members Mstep: Class 7 contains 17405 members Mstep: Class 8 contains 202478 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17350 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14817 members Mstep: Class 15 contains 3991 members Mstep: Class 16 contains 58905 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4488 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31561 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714448.000000 Penalty: 83868.500000 Iteration 215Q: 27 clusters Score -5.571445e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22226 members Mstep: Class 2 contains 4621 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13329 members Mstep: Class 7 contains 17413 members Mstep: Class 8 contains 202472 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17350 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14816 members Mstep: Class 15 contains 3991 members Mstep: Class 16 contains 58909 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4477 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31562 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714424.000000 Penalty: 83868.500000 Iteration 216Q: 27 clusters Score -5.571442e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22228 members Mstep: Class 2 contains 4621 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13331 members Mstep: Class 7 contains 17421 members Mstep: Class 8 contains 202466 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17350 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14815 members Mstep: Class 15 contains 3991 members Mstep: Class 16 contains 58912 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4468 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31563 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714444.000000 Penalty: 83868.500000 Iteration 217Q: 27 clusters Score -5.571444e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22228 members Mstep: Class 2 contains 4621 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13333 members Mstep: Class 7 contains 17424 members Mstep: Class 8 contains 202470 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17350 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14814 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58915 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4456 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31565 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714456.000000 Penalty: 83868.500000 Iteration 218Q: 27 clusters Score -5.571446e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22227 members Mstep: Class 2 contains 4621 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13336 members Mstep: Class 7 contains 17424 members Mstep: Class 8 contains 202472 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17350 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14814 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58915 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4446 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31571 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714428.000000 Penalty: 83868.500000 Iteration 219Q: 27 clusters Score -5.571443e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22225 members Mstep: Class 2 contains 4621 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13338 members Mstep: Class 7 contains 17425 members Mstep: Class 8 contains 202475 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17350 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14813 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58918 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1014 members Mstep: Class 19 contains 4436 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31575 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714420.000000 Penalty: 83868.500000 Iteration 220F: 27 clusters Score -5.571442e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22224 members Mstep: Class 2 contains 4621 members Mstep: Class 3 contains 4154 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13341 members Mstep: Class 7 contains 17425 members Mstep: Class 8 contains 202475 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17348 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14813 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58919 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4427 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31582 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714388.000000 Penalty: 83868.500000 Iteration 221Q: 27 clusters Score -5.571439e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22222 members Mstep: Class 2 contains 4621 members Mstep: Class 3 contains 4155 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13345 members Mstep: Class 7 contains 17425 members Mstep: Class 8 contains 202474 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17350 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14813 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58920 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4420 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31584 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714424.000000 Penalty: 83868.500000 Iteration 222Q: 27 clusters Score -5.571442e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22222 members Mstep: Class 2 contains 4621 members Mstep: Class 3 contains 4155 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13348 members Mstep: Class 7 contains 17425 members Mstep: Class 8 contains 202472 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17353 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14814 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58919 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4415 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31585 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714428.000000 Penalty: 83868.500000 Iteration 223Q: 27 clusters Score -5.571443e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22222 members Mstep: Class 2 contains 4621 members Mstep: Class 3 contains 4155 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13351 members Mstep: Class 7 contains 17425 members Mstep: Class 8 contains 202473 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3109 members Mstep: Class 11 contains 17356 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14814 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58920 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4407 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31585 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714420.000000 Penalty: 83868.500000 Iteration 224Q: 27 clusters Score -5.571442e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22224 members Mstep: Class 2 contains 4621 members Mstep: Class 3 contains 4155 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13351 members Mstep: Class 7 contains 17425 members Mstep: Class 8 contains 202475 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3110 members Mstep: Class 11 contains 17358 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14814 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58921 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4398 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31586 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714420.000000 Penalty: 83868.500000 Iteration 225Q: 27 clusters Score -5.571442e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22218 members Mstep: Class 2 contains 4622 members Mstep: Class 3 contains 4155 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13351 members Mstep: Class 7 contains 17425 members Mstep: Class 8 contains 202474 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3112 members Mstep: Class 11 contains 17361 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14814 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58922 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4397 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31587 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714436.000000 Penalty: 83868.500000 Iteration 226Q: 27 clusters Score -5.571444e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22213 members Mstep: Class 2 contains 4622 members Mstep: Class 3 contains 4155 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13351 members Mstep: Class 7 contains 17425 members Mstep: Class 8 contains 202472 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3118 members Mstep: Class 11 contains 17363 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14814 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58921 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4396 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31588 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714404.000000 Penalty: 83868.500000 Iteration 227Q: 27 clusters Score -5.57144e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22211 members Mstep: Class 2 contains 4622 members Mstep: Class 3 contains 4155 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13351 members Mstep: Class 7 contains 17425 members Mstep: Class 8 contains 202467 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3124 members Mstep: Class 11 contains 17364 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14814 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58921 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4395 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31588 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714420.000000 Penalty: 83868.500000 Iteration 228Q: 27 clusters Score -5.571442e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22211 members Mstep: Class 2 contains 4623 members Mstep: Class 3 contains 4155 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13351 members Mstep: Class 7 contains 17427 members Mstep: Class 8 contains 202464 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3129 members Mstep: Class 11 contains 17364 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14815 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58921 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4389 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31588 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714432.000000 Penalty: 83868.500000 Iteration 229Q: 27 clusters Score -5.571443e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22211 members Mstep: Class 2 contains 4624 members Mstep: Class 3 contains 4155 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13351 members Mstep: Class 7 contains 17427 members Mstep: Class 8 contains 202459 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3134 members Mstep: Class 11 contains 17364 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14816 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58921 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4387 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31588 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714436.000000 Penalty: 83868.500000 Iteration 230Q: 27 clusters Score -5.571444e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22211 members Mstep: Class 2 contains 4627 members Mstep: Class 3 contains 4155 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13351 members Mstep: Class 7 contains 17427 members Mstep: Class 8 contains 202453 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3138 members Mstep: Class 11 contains 17364 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14816 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58921 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4386 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31588 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714440.000000 Penalty: 83868.500000 Iteration 231Q: 27 clusters Score -5.571444e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22211 members Mstep: Class 2 contains 4628 members Mstep: Class 3 contains 4155 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13351 members Mstep: Class 7 contains 17428 members Mstep: Class 8 contains 202444 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3146 members Mstep: Class 11 contains 17364 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14816 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58921 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4385 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31588 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714408.000000 Penalty: 83868.500000 Iteration 232Q: 27 clusters Score -5.571441e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22209 members Mstep: Class 2 contains 4628 members Mstep: Class 3 contains 4155 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13351 members Mstep: Class 7 contains 17431 members Mstep: Class 8 contains 202437 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3154 members Mstep: Class 11 contains 17364 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14815 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58922 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4383 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31588 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714380.000000 Penalty: 83868.500000 Iteration 233Q: 27 clusters Score -5.571438e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22208 members Mstep: Class 2 contains 4628 members Mstep: Class 3 contains 4155 members Mstep: Class 4 contains 4244 members Mstep: Class 6 contains 13351 members Mstep: Class 7 contains 17433 members Mstep: Class 8 contains 202425 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3165 members Mstep: Class 11 contains 17364 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14815 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58922 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4382 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31588 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714408.000000 Penalty: 83868.500000 Iteration 234Q: 27 clusters Score -5.571441e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22208 members Mstep: Class 2 contains 4628 members Mstep: Class 3 contains 4155 members Mstep: Class 4 contains 4244 members Mstep: Class 6 contains 13351 members Mstep: Class 7 contains 17437 members Mstep: Class 8 contains 202408 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3181 members Mstep: Class 11 contains 17364 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14815 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58922 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4379 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31588 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714392.000000 Penalty: 83868.500000 Iteration 235Q: 27 clusters Score -5.571439e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22206 members Mstep: Class 2 contains 4628 members Mstep: Class 3 contains 4155 members Mstep: Class 4 contains 4244 members Mstep: Class 6 contains 13351 members Mstep: Class 7 contains 17439 members Mstep: Class 8 contains 202393 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3197 members Mstep: Class 11 contains 17364 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14814 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58922 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4379 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31588 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714444.000000 Penalty: 83868.500000 Iteration 236Q: 27 clusters Score -5.571444e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22206 members Mstep: Class 2 contains 4628 members Mstep: Class 3 contains 4155 members Mstep: Class 4 contains 4244 members Mstep: Class 6 contains 13351 members Mstep: Class 7 contains 17441 members Mstep: Class 8 contains 202376 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3211 members Mstep: Class 11 contains 17365 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14814 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58922 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4379 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31588 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714380.000000 Penalty: 83868.500000 Iteration 237Q: 27 clusters Score -5.571438e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22204 members Mstep: Class 2 contains 4628 members Mstep: Class 3 contains 4155 members Mstep: Class 4 contains 4245 members Mstep: Class 6 contains 13350 members Mstep: Class 7 contains 17444 members Mstep: Class 8 contains 202353 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3232 members Mstep: Class 11 contains 17365 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14814 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58921 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4379 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31589 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3671 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714436.000000 Penalty: 83868.500000 Iteration 238Q: 27 clusters Score -5.571444e+07 nChanged 35 Entering ConstructFrom: Score: -55714436.000000 Penalty: 83868.500000 Entering ConstructFrom: Trying to split cluster 1 (22202 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22202 members Entering Unmasked Estep Score: -2763734.250000 Penalty: 2481.968506 Iteration 0F: 2 clusters Score -2763734 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11219 members Mstep: Class 2 contains 10983 members Entering Unmasked Estep Score: -2748281.500000 Penalty: 4963.937012 Iteration 0F: 3 clusters Score -2748282 nChanged 9816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11853 members Mstep: Class 2 contains 10349 members Entering Unmasked Estep Score: -2753469.000000 Penalty: 4963.937012 Iteration 1F: 3 clusters Score -2753469 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12227 members Mstep: Class 2 contains 9975 members Entering Unmasked Estep Score: -2753920.750000 Penalty: 4963.937012 Iteration 2F: 3 clusters Score -2753921 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12727 members Mstep: Class 2 contains 9475 members Entering Unmasked Estep Score: -2754334.000000 Penalty: 4963.937012 Iteration 3Q: 3 clusters Score -2754334 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13337 members Mstep: Class 2 contains 8865 members Entering Unmasked Estep Score: -2754781.000000 Penalty: 4963.937012 Iteration 4Q: 3 clusters Score -2754781 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14142 members Mstep: Class 2 contains 8060 members Entering Unmasked Estep Score: -2755299.000000 Penalty: 4963.937012 Iteration 5Q: 3 clusters Score -2755299 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15063 members Mstep: Class 2 contains 7139 members Entering Unmasked Estep Score: -2755928.750000 Penalty: 4963.937012 Iteration 6Q: 3 clusters Score -2755929 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16198 members Mstep: Class 2 contains 6004 members Entering Unmasked Estep Score: -2756755.000000 Penalty: 4963.937012 Iteration 7F: 3 clusters Score -2756755 nChanged 1285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17447 members Mstep: Class 2 contains 4755 members Entering Unmasked Estep Score: -2757764.750000 Penalty: 4963.937012 Iteration 8F: 3 clusters Score -2757765 nChanged 1346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18749 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -2758907.000000 Penalty: 4963.937012 Iteration 9F: 3 clusters Score -2758907 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19829 members Mstep: Class 2 contains 2373 members Entering Unmasked Estep Score: -2759858.250000 Penalty: 4963.937012 Iteration 10Q: 3 clusters Score -2759858 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20590 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -2760507.000000 Penalty: 4963.937012 Iteration 11Q: 3 clusters Score -2760507 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21062 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -2760910.000000 Penalty: 4963.937012 Iteration 12Q: 3 clusters Score -2760910 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21341 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -2761154.250000 Penalty: 4963.937012 Iteration 13Q: 3 clusters Score -2761154 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21521 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -2761325.250000 Penalty: 4963.937012 Iteration 14Q: 3 clusters Score -2761325 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21637 members Mstep: Class 2 contains 565 members Entering Unmasked Estep Score: -2761433.500000 Penalty: 4963.937012 Iteration 15Q: 3 clusters Score -2761434 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21709 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -2761514.000000 Penalty: 4963.937012 Iteration 16Q: 3 clusters Score -2761514 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21751 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -2761563.750000 Penalty: 4963.937012 Iteration 17Q: 3 clusters Score -2761564 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21776 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -2761578.750000 Penalty: 4963.937012 Iteration 18Q: 3 clusters Score -2761579 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21791 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -2761607.750000 Penalty: 4963.937012 Iteration 19Q: 3 clusters Score -2761608 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21805 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -2761622.750000 Penalty: 4963.937012 Iteration 20F: 3 clusters Score -2761623 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21815 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -2761632.250000 Penalty: 4963.937012 Iteration 21Q: 3 clusters Score -2761632 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21823 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -2761641.750000 Penalty: 4963.937012 Iteration 22Q: 3 clusters Score -2761642 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21834 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -2761650.500000 Penalty: 4963.937012 Iteration 23Q: 3 clusters Score -2761650 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21838 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -2761659.000000 Penalty: 4963.937012 Iteration 24Q: 3 clusters Score -2761659 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21841 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -2761664.500000 Penalty: 4963.937012 Iteration 25Q: 3 clusters Score -2761664 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21844 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -2761669.250000 Penalty: 4963.937012 Iteration 26Q: 3 clusters Score -2761669 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21850 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -2761674.250000 Penalty: 4963.937012 Iteration 27Q: 3 clusters Score -2761674 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21852 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -2761676.000000 Penalty: 4963.937012 Iteration 28Q: 3 clusters Score -2761676 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21852 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -2761684.750000 Penalty: 4963.937012 Iteration 29Q: 3 clusters Score -2761685 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21854 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -2761690.000000 Penalty: 4963.937012 Iteration 30Q: 3 clusters Score -2761690 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21854 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -2761690.000000 Penalty: 4963.937012 Iteration 31F: 3 clusters Score -2761690 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4628 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4628 members Entering Unmasked Estep Score: -598369.687500 Penalty: 2093.090332 Iteration 0F: 2 clusters Score -598369.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -594067.437500 Penalty: 4186.180664 Iteration 0F: 3 clusters Score -594067.4 nChanged 1736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -595061.687500 Penalty: 4186.180664 Iteration 1F: 3 clusters Score -595061.7 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -595230.375000 Penalty: 4186.180664 Iteration 2F: 3 clusters Score -595230.4 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 2257 members Entering Unmasked Estep Score: -595328.687500 Penalty: 4186.180664 Iteration 3Q: 3 clusters Score -595328.7 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -595383.937500 Penalty: 4186.180664 Iteration 4Q: 3 clusters Score -595383.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -595420.625000 Penalty: 4186.180664 Iteration 5Q: 3 clusters Score -595420.6 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -595447.687500 Penalty: 4186.180664 Iteration 6Q: 3 clusters Score -595447.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -595469.562500 Penalty: 4186.180664 Iteration 7Q: 3 clusters Score -595469.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -595488.687500 Penalty: 4186.180664 Iteration 8Q: 3 clusters Score -595488.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -595502.187500 Penalty: 4186.180664 Iteration 9Q: 3 clusters Score -595502.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -595516.250000 Penalty: 4186.180664 Iteration 10Q: 3 clusters Score -595516.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -595529.562500 Penalty: 4186.180664 Iteration 11Q: 3 clusters Score -595529.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -595538.187500 Penalty: 4186.180664 Iteration 12Q: 3 clusters Score -595538.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -595544.625000 Penalty: 4186.180664 Iteration 13Q: 3 clusters Score -595544.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -595549.750000 Penalty: 4186.180664 Iteration 14Q: 3 clusters Score -595549.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 2300 members Entering Unmasked Estep Score: -595553.750000 Penalty: 4186.180664 Iteration 15Q: 3 clusters Score -595553.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 2309 members Entering Unmasked Estep Score: -595563.125000 Penalty: 4186.180664 Iteration 16Q: 3 clusters Score -595563.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -595570.687500 Penalty: 4186.180664 Iteration 17Q: 3 clusters Score -595570.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -595575.125000 Penalty: 4186.180664 Iteration 18Q: 3 clusters Score -595575.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 2315 members Entering Unmasked Estep Score: -595576.812500 Penalty: 4186.180664 Iteration 19Q: 3 clusters Score -595576.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2317 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -595579.187500 Penalty: 4186.180664 Iteration 20F: 3 clusters Score -595579.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -595588.562500 Penalty: 4186.180664 Iteration 21Q: 3 clusters Score -595588.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 2302 members Entering Unmasked Estep Score: -595598.000000 Penalty: 4186.180664 Iteration 22Q: 3 clusters Score -595598 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -595608.000000 Penalty: 4186.180664 Iteration 23Q: 3 clusters Score -595608 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2331 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -595622.312500 Penalty: 4186.180664 Iteration 24Q: 3 clusters Score -595622.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -595633.562500 Penalty: 4186.180664 Iteration 25Q: 3 clusters Score -595633.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 2294 members Entering Unmasked Estep Score: -595644.937500 Penalty: 4186.180664 Iteration 26Q: 3 clusters Score -595644.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -595657.750000 Penalty: 4186.180664 Iteration 27Q: 3 clusters Score -595657.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -595677.687500 Penalty: 4186.180664 Iteration 28Q: 3 clusters Score -595677.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -595692.562500 Penalty: 4186.180664 Iteration 29Q: 3 clusters Score -595692.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -595712.500000 Penalty: 4186.180664 Iteration 30Q: 3 clusters Score -595712.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2387 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -595730.687500 Penalty: 4186.180664 Iteration 31Q: 3 clusters Score -595730.7 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 2242 members Entering Unmasked Estep Score: -595744.750000 Penalty: 4186.180664 Iteration 32Q: 3 clusters Score -595744.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -595759.312500 Penalty: 4186.180664 Iteration 33Q: 3 clusters Score -595759.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -595768.625000 Penalty: 4186.180664 Iteration 34Q: 3 clusters Score -595768.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -595775.750000 Penalty: 4186.180664 Iteration 35Q: 3 clusters Score -595775.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -595780.500000 Penalty: 4186.180664 Iteration 36Q: 3 clusters Score -595780.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -595786.375000 Penalty: 4186.180664 Iteration 37Q: 3 clusters Score -595786.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -595793.375000 Penalty: 4186.180664 Iteration 38Q: 3 clusters Score -595793.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -595801.125000 Penalty: 4186.180664 Iteration 39Q: 3 clusters Score -595801.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 2243 members Entering Unmasked Estep Score: -595805.687500 Penalty: 4186.180664 Iteration 40F: 3 clusters Score -595805.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -595810.562500 Penalty: 4186.180664 Iteration 41Q: 3 clusters Score -595810.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -595814.437500 Penalty: 4186.180664 Iteration 42Q: 3 clusters Score -595814.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2382 members Mstep: Class 2 contains 2246 members Entering Unmasked Estep Score: -595819.312500 Penalty: 4186.180664 Iteration 43Q: 3 clusters Score -595819.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -595825.562500 Penalty: 4186.180664 Iteration 44Q: 3 clusters Score -595825.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 2252 members Entering Unmasked Estep Score: -595833.375000 Penalty: 4186.180664 Iteration 45Q: 3 clusters Score -595833.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -595838.937500 Penalty: 4186.180664 Iteration 46Q: 3 clusters Score -595838.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 2261 members Entering Unmasked Estep Score: -595846.625000 Penalty: 4186.180664 Iteration 47Q: 3 clusters Score -595846.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -595852.250000 Penalty: 4186.180664 Iteration 48Q: 3 clusters Score -595852.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -595859.687500 Penalty: 4186.180664 Iteration 49Q: 3 clusters Score -595859.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -595873.000000 Penalty: 4186.180664 Iteration 50Q: 3 clusters Score -595873 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2359 members Mstep: Class 2 contains 2269 members Entering Unmasked Estep Score: -595886.500000 Penalty: 4186.180664 Iteration 51Q: 3 clusters Score -595886.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -595898.437500 Penalty: 4186.180664 Iteration 52Q: 3 clusters Score -595898.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 2266 members Entering Unmasked Estep Score: -595914.625000 Penalty: 4186.180664 Iteration 53Q: 3 clusters Score -595914.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -595926.062500 Penalty: 4186.180664 Iteration 54Q: 3 clusters Score -595926.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -595936.000000 Penalty: 4186.180664 Iteration 55Q: 3 clusters Score -595936 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -595948.687500 Penalty: 4186.180664 Iteration 56Q: 3 clusters Score -595948.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -595963.062500 Penalty: 4186.180664 Iteration 57Q: 3 clusters Score -595963.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2369 members Mstep: Class 2 contains 2259 members Entering Unmasked Estep Score: -595970.500000 Penalty: 4186.180664 Iteration 58Q: 3 clusters Score -595970.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -595979.250000 Penalty: 4186.180664 Iteration 59Q: 3 clusters Score -595979.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 2267 members Entering Unmasked Estep Score: -595986.125000 Penalty: 4186.180664 Iteration 60F: 3 clusters Score -595986.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2355 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -595989.000000 Penalty: 4186.180664 Iteration 61Q: 3 clusters Score -595989 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -595994.250000 Penalty: 4186.180664 Iteration 62Q: 3 clusters Score -595994.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -595995.000000 Penalty: 4186.180664 Iteration 63Q: 3 clusters Score -595995 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -595997.687500 Penalty: 4186.180664 Iteration 64Q: 3 clusters Score -595997.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -596000.625000 Penalty: 4186.180664 Iteration 65Q: 3 clusters Score -596000.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -596004.687500 Penalty: 4186.180664 Iteration 66Q: 3 clusters Score -596004.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -596007.687500 Penalty: 4186.180664 Iteration 67Q: 3 clusters Score -596007.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2368 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -596014.437500 Penalty: 4186.180664 Iteration 68Q: 3 clusters Score -596014.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2373 members Mstep: Class 2 contains 2255 members Entering Unmasked Estep Score: -596017.875000 Penalty: 4186.180664 Iteration 69Q: 3 clusters Score -596017.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2377 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -596019.625000 Penalty: 4186.180664 Iteration 70Q: 3 clusters Score -596019.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -596021.937500 Penalty: 4186.180664 Iteration 71Q: 3 clusters Score -596021.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 2253 members Entering Unmasked Estep Score: -596023.250000 Penalty: 4186.180664 Iteration 72Q: 3 clusters Score -596023.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 2248 members Entering Unmasked Estep Score: -596027.562500 Penalty: 4186.180664 Iteration 73Q: 3 clusters Score -596027.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 2237 members Entering Unmasked Estep Score: -596032.312500 Penalty: 4186.180664 Iteration 74Q: 3 clusters Score -596032.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -596037.812500 Penalty: 4186.180664 Iteration 75Q: 3 clusters Score -596037.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2392 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -596043.875000 Penalty: 4186.180664 Iteration 76Q: 3 clusters Score -596043.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -596053.687500 Penalty: 4186.180664 Iteration 77Q: 3 clusters Score -596053.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 2232 members Entering Unmasked Estep Score: -596064.625000 Penalty: 4186.180664 Iteration 78Q: 3 clusters Score -596064.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -596079.625000 Penalty: 4186.180664 Iteration 79Q: 3 clusters Score -596079.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -596090.375000 Penalty: 4186.180664 Iteration 80F: 3 clusters Score -596090.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -596101.812500 Penalty: 4186.180664 Iteration 81Q: 3 clusters Score -596101.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -596110.375000 Penalty: 4186.180664 Iteration 82Q: 3 clusters Score -596110.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -596120.000000 Penalty: 4186.180664 Iteration 83Q: 3 clusters Score -596120 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 2183 members Entering Unmasked Estep Score: -596130.062500 Penalty: 4186.180664 Iteration 84Q: 3 clusters Score -596130.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -596142.750000 Penalty: 4186.180664 Iteration 85Q: 3 clusters Score -596142.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -596156.187500 Penalty: 4186.180664 Iteration 86Q: 3 clusters Score -596156.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2473 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -596165.312500 Penalty: 4186.180664 Iteration 87Q: 3 clusters Score -596165.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -596175.750000 Penalty: 4186.180664 Iteration 88Q: 3 clusters Score -596175.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -596183.875000 Penalty: 4186.180664 Iteration 89Q: 3 clusters Score -596183.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -596190.437500 Penalty: 4186.180664 Iteration 90Q: 3 clusters Score -596190.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -596197.312500 Penalty: 4186.180664 Iteration 91Q: 3 clusters Score -596197.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -596201.062500 Penalty: 4186.180664 Iteration 92Q: 3 clusters Score -596201.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -596203.187500 Penalty: 4186.180664 Iteration 93Q: 3 clusters Score -596203.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2467 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -596204.500000 Penalty: 4186.180664 Iteration 94Q: 3 clusters Score -596204.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -596206.562500 Penalty: 4186.180664 Iteration 95Q: 3 clusters Score -596206.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -596207.875000 Penalty: 4186.180664 Iteration 96Q: 3 clusters Score -596207.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2459 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -596209.375000 Penalty: 4186.180664 Iteration 97Q: 3 clusters Score -596209.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -596212.250000 Penalty: 4186.180664 Iteration 98Q: 3 clusters Score -596212.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2454 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -596215.250000 Penalty: 4186.180664 Iteration 99Q: 3 clusters Score -596215.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -596215.937500 Penalty: 4186.180664 Iteration 100F: 3 clusters Score -596215.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -596217.937500 Penalty: 4186.180664 Iteration 101Q: 3 clusters Score -596217.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2446 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -596219.687500 Penalty: 4186.180664 Iteration 102Q: 3 clusters Score -596219.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2442 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -596223.562500 Penalty: 4186.180664 Iteration 103Q: 3 clusters Score -596223.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2438 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -596227.500000 Penalty: 4186.180664 Iteration 104Q: 3 clusters Score -596227.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -596233.062500 Penalty: 4186.180664 Iteration 105Q: 3 clusters Score -596233.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -596237.500000 Penalty: 4186.180664 Iteration 106Q: 3 clusters Score -596237.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -596242.750000 Penalty: 4186.180664 Iteration 107Q: 3 clusters Score -596242.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -596244.062500 Penalty: 4186.180664 Iteration 108Q: 3 clusters Score -596244.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -596245.625000 Penalty: 4186.180664 Iteration 109Q: 3 clusters Score -596245.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -596247.500000 Penalty: 4186.180664 Iteration 110Q: 3 clusters Score -596247.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -596250.125000 Penalty: 4186.180664 Iteration 111Q: 3 clusters Score -596250.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -596251.187500 Penalty: 4186.180664 Iteration 112Q: 3 clusters Score -596251.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -596250.437500 Penalty: 4186.180664 Iteration 113Q: 3 clusters Score -596250.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -596250.437500 Penalty: 4186.180664 Iteration 114F: 3 clusters Score -596250.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4155 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4155 members Entering Unmasked Estep Score: -525580.750000 Penalty: 2066.352783 Iteration 0F: 2 clusters Score -525580.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 2053 members Entering Unmasked Estep Score: -521589.281250 Penalty: 4132.705566 Iteration 0F: 3 clusters Score -521589.3 nChanged 1494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -522480.093750 Penalty: 4132.705566 Iteration 1F: 3 clusters Score -522480.1 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2154 members Mstep: Class 2 contains 2001 members Entering Unmasked Estep Score: -522707.031250 Penalty: 4132.705566 Iteration 2F: 3 clusters Score -522707 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 2003 members Entering Unmasked Estep Score: -522847.843750 Penalty: 4132.705566 Iteration 3F: 3 clusters Score -522847.8 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -522953.750000 Penalty: 4132.705566 Iteration 4Q: 3 clusters Score -522953.8 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -523023.468750 Penalty: 4132.705566 Iteration 5Q: 3 clusters Score -523023.5 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 1980 members Entering Unmasked Estep Score: -523091.937500 Penalty: 4132.705566 Iteration 6Q: 3 clusters Score -523091.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -523153.656250 Penalty: 4132.705566 Iteration 7Q: 3 clusters Score -523153.7 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -523202.312500 Penalty: 4132.705566 Iteration 8Q: 3 clusters Score -523202.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -523248.468750 Penalty: 4132.705566 Iteration 9Q: 3 clusters Score -523248.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2194 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -523285.250000 Penalty: 4132.705566 Iteration 10Q: 3 clusters Score -523285.2 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -523320.750000 Penalty: 4132.705566 Iteration 11Q: 3 clusters Score -523320.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -523344.937500 Penalty: 4132.705566 Iteration 12Q: 3 clusters Score -523344.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2215 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -523364.406250 Penalty: 4132.705566 Iteration 13Q: 3 clusters Score -523364.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -523379.687500 Penalty: 4132.705566 Iteration 14Q: 3 clusters Score -523379.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -523388.937500 Penalty: 4132.705566 Iteration 15Q: 3 clusters Score -523388.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 1917 members Entering Unmasked Estep Score: -523402.906250 Penalty: 4132.705566 Iteration 16Q: 3 clusters Score -523402.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -523415.093750 Penalty: 4132.705566 Iteration 17Q: 3 clusters Score -523415.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -523423.843750 Penalty: 4132.705566 Iteration 18Q: 3 clusters Score -523423.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -523432.562500 Penalty: 4132.705566 Iteration 19Q: 3 clusters Score -523432.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -523436.875000 Penalty: 4132.705566 Iteration 20F: 3 clusters Score -523436.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -523443.187500 Penalty: 4132.705566 Iteration 21Q: 3 clusters Score -523443.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 1887 members Entering Unmasked Estep Score: -523446.437500 Penalty: 4132.705566 Iteration 22Q: 3 clusters Score -523446.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -523450.718750 Penalty: 4132.705566 Iteration 23Q: 3 clusters Score -523450.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -523454.000000 Penalty: 4132.705566 Iteration 24Q: 3 clusters Score -523454 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -523459.343750 Penalty: 4132.705566 Iteration 25Q: 3 clusters Score -523459.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -523466.593750 Penalty: 4132.705566 Iteration 26Q: 3 clusters Score -523466.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -523473.500000 Penalty: 4132.705566 Iteration 27Q: 3 clusters Score -523473.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 1863 members Entering Unmasked Estep Score: -523483.937500 Penalty: 4132.705566 Iteration 28Q: 3 clusters Score -523483.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -523492.062500 Penalty: 4132.705566 Iteration 29Q: 3 clusters Score -523492.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -523497.906250 Penalty: 4132.705566 Iteration 30Q: 3 clusters Score -523497.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -523502.656250 Penalty: 4132.705566 Iteration 31Q: 3 clusters Score -523502.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 1843 members Entering Unmasked Estep Score: -523504.687500 Penalty: 4132.705566 Iteration 32Q: 3 clusters Score -523504.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -523507.281250 Penalty: 4132.705566 Iteration 33Q: 3 clusters Score -523507.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -523508.656250 Penalty: 4132.705566 Iteration 34Q: 3 clusters Score -523508.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -523511.218750 Penalty: 4132.705566 Iteration 35Q: 3 clusters Score -523511.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2321 members Mstep: Class 2 contains 1834 members Entering Unmasked Estep Score: -523515.375000 Penalty: 4132.705566 Iteration 36Q: 3 clusters Score -523515.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -523518.187500 Penalty: 4132.705566 Iteration 37Q: 3 clusters Score -523518.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -523519.500000 Penalty: 4132.705566 Iteration 38Q: 3 clusters Score -523519.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -523526.500000 Penalty: 4132.705566 Iteration 39Q: 3 clusters Score -523526.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 1825 members Entering Unmasked Estep Score: -523533.281250 Penalty: 4132.705566 Iteration 40F: 3 clusters Score -523533.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -523539.843750 Penalty: 4132.705566 Iteration 41Q: 3 clusters Score -523539.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -523541.750000 Penalty: 4132.705566 Iteration 42Q: 3 clusters Score -523541.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -523545.656250 Penalty: 4132.705566 Iteration 43Q: 3 clusters Score -523545.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 1816 members Entering Unmasked Estep Score: -523551.500000 Penalty: 4132.705566 Iteration 44Q: 3 clusters Score -523551.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -523553.968750 Penalty: 4132.705566 Iteration 45Q: 3 clusters Score -523554 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -523557.875000 Penalty: 4132.705566 Iteration 46Q: 3 clusters Score -523557.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -523561.312500 Penalty: 4132.705566 Iteration 47Q: 3 clusters Score -523561.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -523565.031250 Penalty: 4132.705566 Iteration 48Q: 3 clusters Score -523565 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -523567.156250 Penalty: 4132.705566 Iteration 49Q: 3 clusters Score -523567.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -523569.593750 Penalty: 4132.705566 Iteration 50Q: 3 clusters Score -523569.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -523571.000000 Penalty: 4132.705566 Iteration 51Q: 3 clusters Score -523571 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -523572.625000 Penalty: 4132.705566 Iteration 52Q: 3 clusters Score -523572.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -523574.281250 Penalty: 4132.705566 Iteration 53Q: 3 clusters Score -523574.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -523574.500000 Penalty: 4132.705566 Iteration 54Q: 3 clusters Score -523574.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -523574.500000 Penalty: 4132.705566 Iteration 55F: 3 clusters Score -523574.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Entering Unmasked Estep Score: -542336.312500 Penalty: 2071.608887 Iteration 0F: 2 clusters Score -542336.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -538310.062500 Penalty: 4143.217773 Iteration 0F: 3 clusters Score -538310.1 nChanged 1557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -539185.062500 Penalty: 4143.217773 Iteration 1F: 3 clusters Score -539185.1 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 2110 members Entering Unmasked Estep Score: -539366.750000 Penalty: 4143.217773 Iteration 2F: 3 clusters Score -539366.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -539474.437500 Penalty: 4143.217773 Iteration 3Q: 3 clusters Score -539474.4 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -539551.937500 Penalty: 4143.217773 Iteration 4Q: 3 clusters Score -539551.9 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -539599.187500 Penalty: 4143.217773 Iteration 5Q: 3 clusters Score -539599.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -539631.500000 Penalty: 4143.217773 Iteration 6Q: 3 clusters Score -539631.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 1977 members Entering Unmasked Estep Score: -539661.625000 Penalty: 4143.217773 Iteration 7Q: 3 clusters Score -539661.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 1954 members Entering Unmasked Estep Score: -539691.875000 Penalty: 4143.217773 Iteration 8Q: 3 clusters Score -539691.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -539720.187500 Penalty: 4143.217773 Iteration 9Q: 3 clusters Score -539720.2 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -539742.125000 Penalty: 4143.217773 Iteration 10Q: 3 clusters Score -539742.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -539764.062500 Penalty: 4143.217773 Iteration 11Q: 3 clusters Score -539764.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -539789.437500 Penalty: 4143.217773 Iteration 12Q: 3 clusters Score -539789.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -539813.625000 Penalty: 4143.217773 Iteration 13Q: 3 clusters Score -539813.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2403 members Mstep: Class 2 contains 1841 members Entering Unmasked Estep Score: -539831.187500 Penalty: 4143.217773 Iteration 14Q: 3 clusters Score -539831.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -539850.687500 Penalty: 4143.217773 Iteration 15Q: 3 clusters Score -539850.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 1796 members Entering Unmasked Estep Score: -539870.375000 Penalty: 4143.217773 Iteration 16Q: 3 clusters Score -539870.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2476 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -539889.375000 Penalty: 4143.217773 Iteration 17Q: 3 clusters Score -539889.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -539903.312500 Penalty: 4143.217773 Iteration 18Q: 3 clusters Score -539903.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -539912.250000 Penalty: 4143.217773 Iteration 19Q: 3 clusters Score -539912.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 1717 members Entering Unmasked Estep Score: -539925.062500 Penalty: 4143.217773 Iteration 20F: 3 clusters Score -539925.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 1703 members Entering Unmasked Estep Score: -539934.687500 Penalty: 4143.217773 Iteration 21Q: 3 clusters Score -539934.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2554 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -539942.937500 Penalty: 4143.217773 Iteration 22Q: 3 clusters Score -539942.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2562 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -539951.437500 Penalty: 4143.217773 Iteration 23Q: 3 clusters Score -539951.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -539962.437500 Penalty: 4143.217773 Iteration 24Q: 3 clusters Score -539962.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 1647 members Entering Unmasked Estep Score: -539977.687500 Penalty: 4143.217773 Iteration 25Q: 3 clusters Score -539977.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -539991.687500 Penalty: 4143.217773 Iteration 26Q: 3 clusters Score -539991.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -540005.812500 Penalty: 4143.217773 Iteration 27Q: 3 clusters Score -540005.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -540021.000000 Penalty: 4143.217773 Iteration 28Q: 3 clusters Score -540021 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 1589 members Entering Unmasked Estep Score: -540034.937500 Penalty: 4143.217773 Iteration 29Q: 3 clusters Score -540034.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2665 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -540047.562500 Penalty: 4143.217773 Iteration 30Q: 3 clusters Score -540047.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2675 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -540063.562500 Penalty: 4143.217773 Iteration 31Q: 3 clusters Score -540063.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -540084.937500 Penalty: 4143.217773 Iteration 32Q: 3 clusters Score -540084.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2719 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -540103.000000 Penalty: 4143.217773 Iteration 33Q: 3 clusters Score -540103 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -540116.312500 Penalty: 4143.217773 Iteration 34Q: 3 clusters Score -540116.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -540126.750000 Penalty: 4143.217773 Iteration 35Q: 3 clusters Score -540126.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -540134.125000 Penalty: 4143.217773 Iteration 36Q: 3 clusters Score -540134.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -540138.312500 Penalty: 4143.217773 Iteration 37Q: 3 clusters Score -540138.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 1479 members Entering Unmasked Estep Score: -540146.062500 Penalty: 4143.217773 Iteration 38Q: 3 clusters Score -540146.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -540159.062500 Penalty: 4143.217773 Iteration 39Q: 3 clusters Score -540159.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -540171.125000 Penalty: 4143.217773 Iteration 40F: 3 clusters Score -540171.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -540194.625000 Penalty: 4143.217773 Iteration 41Q: 3 clusters Score -540194.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2834 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -540217.562500 Penalty: 4143.217773 Iteration 42Q: 3 clusters Score -540217.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -540240.875000 Penalty: 4143.217773 Iteration 43Q: 3 clusters Score -540240.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -540273.500000 Penalty: 4143.217773 Iteration 44Q: 3 clusters Score -540273.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2933 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -540311.625000 Penalty: 4143.217773 Iteration 45Q: 3 clusters Score -540311.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -540340.562500 Penalty: 4143.217773 Iteration 46Q: 3 clusters Score -540340.6 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -540368.187500 Penalty: 4143.217773 Iteration 47Q: 3 clusters Score -540368.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -540390.375000 Penalty: 4143.217773 Iteration 48Q: 3 clusters Score -540390.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2989 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -540405.750000 Penalty: 4143.217773 Iteration 49Q: 3 clusters Score -540405.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -540420.937500 Penalty: 4143.217773 Iteration 50Q: 3 clusters Score -540420.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -540433.187500 Penalty: 4143.217773 Iteration 51Q: 3 clusters Score -540433.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -540442.625000 Penalty: 4143.217773 Iteration 52Q: 3 clusters Score -540442.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3011 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -540451.687500 Penalty: 4143.217773 Iteration 53Q: 3 clusters Score -540451.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -540458.625000 Penalty: 4143.217773 Iteration 54Q: 3 clusters Score -540458.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -540464.000000 Penalty: 4143.217773 Iteration 55Q: 3 clusters Score -540464 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -540466.562500 Penalty: 4143.217773 Iteration 56Q: 3 clusters Score -540466.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -540468.000000 Penalty: 4143.217773 Iteration 57Q: 3 clusters Score -540468 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -540472.562500 Penalty: 4143.217773 Iteration 58Q: 3 clusters Score -540472.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3034 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -540477.875000 Penalty: 4143.217773 Iteration 59Q: 3 clusters Score -540477.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -540484.687500 Penalty: 4143.217773 Iteration 60F: 3 clusters Score -540484.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -540488.875000 Penalty: 4143.217773 Iteration 61Q: 3 clusters Score -540488.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -540494.125000 Penalty: 4143.217773 Iteration 62Q: 3 clusters Score -540494.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -540499.312500 Penalty: 4143.217773 Iteration 63Q: 3 clusters Score -540499.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -540503.500000 Penalty: 4143.217773 Iteration 64Q: 3 clusters Score -540503.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -540508.812500 Penalty: 4143.217773 Iteration 65Q: 3 clusters Score -540508.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -540513.437500 Penalty: 4143.217773 Iteration 66Q: 3 clusters Score -540513.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -540518.875000 Penalty: 4143.217773 Iteration 67Q: 3 clusters Score -540518.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -540523.375000 Penalty: 4143.217773 Iteration 68Q: 3 clusters Score -540523.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -540528.750000 Penalty: 4143.217773 Iteration 69Q: 3 clusters Score -540528.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -540532.187500 Penalty: 4143.217773 Iteration 70Q: 3 clusters Score -540532.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3070 members Mstep: Class 2 contains 1174 members Entering Unmasked Estep Score: -540535.500000 Penalty: 4143.217773 Iteration 71Q: 3 clusters Score -540535.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -540537.625000 Penalty: 4143.217773 Iteration 72Q: 3 clusters Score -540537.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3069 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -540536.625000 Penalty: 4143.217773 Iteration 73Q: 3 clusters Score -540536.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -540539.250000 Penalty: 4143.217773 Iteration 74Q: 3 clusters Score -540539.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -540540.625000 Penalty: 4143.217773 Iteration 75Q: 3 clusters Score -540540.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -540541.062500 Penalty: 4143.217773 Iteration 76Q: 3 clusters Score -540541.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -540541.375000 Penalty: 4143.217773 Iteration 77Q: 3 clusters Score -540541.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -540541.125000 Penalty: 4143.217773 Iteration 78Q: 3 clusters Score -540541.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -540542.812500 Penalty: 4143.217773 Iteration 79Q: 3 clusters Score -540542.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3078 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -540542.937500 Penalty: 4143.217773 Iteration 80F: 3 clusters Score -540542.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (13350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13350 members Entering Unmasked Estep Score: -1718435.250000 Penalty: 2355.819336 Iteration 0F: 2 clusters Score -1718435 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6641 members Mstep: Class 2 contains 6709 members Entering Unmasked Estep Score: -1708608.875000 Penalty: 4711.638672 Iteration 0F: 3 clusters Score -1708609 nChanged 5705 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6584 members Mstep: Class 2 contains 6766 members Entering Unmasked Estep Score: -1711681.250000 Penalty: 4711.638672 Iteration 1F: 3 clusters Score -1711681 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6566 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -1711985.875000 Penalty: 4711.638672 Iteration 2F: 3 clusters Score -1711986 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6561 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -1712264.500000 Penalty: 4711.638672 Iteration 3Q: 3 clusters Score -1712264 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6636 members Mstep: Class 2 contains 6714 members Entering Unmasked Estep Score: -1712520.500000 Penalty: 4711.638672 Iteration 4Q: 3 clusters Score -1712520 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6690 members Mstep: Class 2 contains 6660 members Entering Unmasked Estep Score: -1712790.375000 Penalty: 4711.638672 Iteration 5Q: 3 clusters Score -1712790 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6828 members Mstep: Class 2 contains 6522 members Entering Unmasked Estep Score: -1713050.750000 Penalty: 4711.638672 Iteration 6Q: 3 clusters Score -1713051 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7001 members Mstep: Class 2 contains 6349 members Entering Unmasked Estep Score: -1713287.875000 Penalty: 4711.638672 Iteration 7Q: 3 clusters Score -1713288 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7238 members Mstep: Class 2 contains 6112 members Entering Unmasked Estep Score: -1713511.250000 Penalty: 4711.638672 Iteration 8Q: 3 clusters Score -1713511 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7491 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -1713741.750000 Penalty: 4711.638672 Iteration 9Q: 3 clusters Score -1713742 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7777 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -1713994.750000 Penalty: 4711.638672 Iteration 10Q: 3 clusters Score -1713995 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8069 members Mstep: Class 2 contains 5281 members Entering Unmasked Estep Score: -1714260.500000 Penalty: 4711.638672 Iteration 11Q: 3 clusters Score -1714260 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8362 members Mstep: Class 2 contains 4988 members Entering Unmasked Estep Score: -1714555.875000 Penalty: 4711.638672 Iteration 12Q: 3 clusters Score -1714556 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8666 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -1714886.000000 Penalty: 4711.638672 Iteration 13Q: 3 clusters Score -1714886 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8989 members Mstep: Class 2 contains 4361 members Entering Unmasked Estep Score: -1715274.125000 Penalty: 4711.638672 Iteration 14Q: 3 clusters Score -1715274 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9260 members Mstep: Class 2 contains 4090 members Entering Unmasked Estep Score: -1715566.250000 Penalty: 4711.638672 Iteration 15Q: 3 clusters Score -1715566 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9478 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -1715794.875000 Penalty: 4711.638672 Iteration 16Q: 3 clusters Score -1715795 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9675 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -1715995.000000 Penalty: 4711.638672 Iteration 17Q: 3 clusters Score -1715995 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9850 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -1716160.875000 Penalty: 4711.638672 Iteration 18Q: 3 clusters Score -1716161 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9980 members Mstep: Class 2 contains 3370 members Entering Unmasked Estep Score: -1716309.750000 Penalty: 4711.638672 Iteration 19Q: 3 clusters Score -1716310 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10075 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -1716407.750000 Penalty: 4711.638672 Iteration 20F: 3 clusters Score -1716408 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10137 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -1716507.625000 Penalty: 4711.638672 Iteration 21Q: 3 clusters Score -1716508 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10186 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -1716587.375000 Penalty: 4711.638672 Iteration 22Q: 3 clusters Score -1716587 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10214 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -1716636.000000 Penalty: 4711.638672 Iteration 23Q: 3 clusters Score -1716636 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10217 members Mstep: Class 2 contains 3133 members Entering Unmasked Estep Score: -1716661.500000 Penalty: 4711.638672 Iteration 24Q: 3 clusters Score -1716662 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10193 members Mstep: Class 2 contains 3157 members Entering Unmasked Estep Score: -1716682.375000 Penalty: 4711.638672 Iteration 25Q: 3 clusters Score -1716682 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10162 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -1716697.750000 Penalty: 4711.638672 Iteration 26Q: 3 clusters Score -1716698 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10128 members Mstep: Class 2 contains 3222 members Entering Unmasked Estep Score: -1716718.125000 Penalty: 4711.638672 Iteration 27Q: 3 clusters Score -1716718 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10108 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -1716733.125000 Penalty: 4711.638672 Iteration 28Q: 3 clusters Score -1716733 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10081 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -1716747.625000 Penalty: 4711.638672 Iteration 29Q: 3 clusters Score -1716748 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10040 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -1716761.375000 Penalty: 4711.638672 Iteration 30Q: 3 clusters Score -1716761 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10000 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -1716779.875000 Penalty: 4711.638672 Iteration 31Q: 3 clusters Score -1716780 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9955 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -1716797.250000 Penalty: 4711.638672 Iteration 32Q: 3 clusters Score -1716797 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9907 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -1716810.750000 Penalty: 4711.638672 Iteration 33Q: 3 clusters Score -1716811 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9853 members Mstep: Class 2 contains 3497 members Entering Unmasked Estep Score: -1716825.000000 Penalty: 4711.638672 Iteration 34Q: 3 clusters Score -1716825 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9803 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -1716842.125000 Penalty: 4711.638672 Iteration 35Q: 3 clusters Score -1716842 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9754 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -1716859.000000 Penalty: 4711.638672 Iteration 36Q: 3 clusters Score -1716859 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9697 members Mstep: Class 2 contains 3653 members Entering Unmasked Estep Score: -1716872.125000 Penalty: 4711.638672 Iteration 37Q: 3 clusters Score -1716872 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9644 members Mstep: Class 2 contains 3706 members Entering Unmasked Estep Score: -1716888.250000 Penalty: 4711.638672 Iteration 38Q: 3 clusters Score -1716888 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9604 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -1716896.625000 Penalty: 4711.638672 Iteration 39Q: 3 clusters Score -1716897 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9573 members Mstep: Class 2 contains 3777 members Entering Unmasked Estep Score: -1716906.250000 Penalty: 4711.638672 Iteration 40F: 3 clusters Score -1716906 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9544 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -1716911.625000 Penalty: 4711.638672 Iteration 41Q: 3 clusters Score -1716912 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9524 members Mstep: Class 2 contains 3826 members Entering Unmasked Estep Score: -1716918.250000 Penalty: 4711.638672 Iteration 42Q: 3 clusters Score -1716918 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9498 members Mstep: Class 2 contains 3852 members Entering Unmasked Estep Score: -1716924.875000 Penalty: 4711.638672 Iteration 43Q: 3 clusters Score -1716925 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9477 members Mstep: Class 2 contains 3873 members Entering Unmasked Estep Score: -1716925.250000 Penalty: 4711.638672 Iteration 44Q: 3 clusters Score -1716925 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9451 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -1716930.250000 Penalty: 4711.638672 Iteration 45Q: 3 clusters Score -1716930 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9428 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -1716937.625000 Penalty: 4711.638672 Iteration 46Q: 3 clusters Score -1716938 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9406 members Mstep: Class 2 contains 3944 members Entering Unmasked Estep Score: -1716943.500000 Penalty: 4711.638672 Iteration 47Q: 3 clusters Score -1716944 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9392 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -1716943.250000 Penalty: 4711.638672 Iteration 48Q: 3 clusters Score -1716943 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9377 members Mstep: Class 2 contains 3973 members Entering Unmasked Estep Score: -1716952.375000 Penalty: 4711.638672 Iteration 49Q: 3 clusters Score -1716952 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9369 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -1716952.750000 Penalty: 4711.638672 Iteration 50Q: 3 clusters Score -1716953 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9357 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -1716950.750000 Penalty: 4711.638672 Iteration 51Q: 3 clusters Score -1716951 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9348 members Mstep: Class 2 contains 4002 members Entering Unmasked Estep Score: -1716947.625000 Penalty: 4711.638672 Iteration 52Q: 3 clusters Score -1716948 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9337 members Mstep: Class 2 contains 4013 members Entering Unmasked Estep Score: -1716951.125000 Penalty: 4711.638672 Iteration 53Q: 3 clusters Score -1716951 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9328 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -1716954.625000 Penalty: 4711.638672 Iteration 54Q: 3 clusters Score -1716955 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9322 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -1716957.000000 Penalty: 4711.638672 Iteration 55Q: 3 clusters Score -1716957 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9320 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -1716954.625000 Penalty: 4711.638672 Iteration 56Q: 3 clusters Score -1716955 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9318 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -1716955.125000 Penalty: 4711.638672 Iteration 57Q: 3 clusters Score -1716955 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9313 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -1716953.625000 Penalty: 4711.638672 Iteration 58Q: 3 clusters Score -1716954 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9311 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -1716954.625000 Penalty: 4711.638672 Iteration 59Q: 3 clusters Score -1716955 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9309 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -1716955.000000 Penalty: 4711.638672 Iteration 60F: 3 clusters Score -1716955 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (17450 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17450 members Entering Unmasked Estep Score: -2254520.000000 Penalty: 2422.239502 Iteration 0F: 2 clusters Score -2254520 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8708 members Mstep: Class 2 contains 8742 members Entering Unmasked Estep Score: -2242222.500000 Penalty: 4844.479004 Iteration 0F: 3 clusters Score -2242222 nChanged 7515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8473 members Mstep: Class 2 contains 8977 members Entering Unmasked Estep Score: -2246101.750000 Penalty: 4844.479004 Iteration 1F: 3 clusters Score -2246102 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8395 members Mstep: Class 2 contains 9055 members Entering Unmasked Estep Score: -2246420.750000 Penalty: 4844.479004 Iteration 2F: 3 clusters Score -2246421 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8277 members Mstep: Class 2 contains 9173 members Entering Unmasked Estep Score: -2246675.500000 Penalty: 4844.479004 Iteration 3Q: 3 clusters Score -2246676 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8152 members Mstep: Class 2 contains 9298 members Entering Unmasked Estep Score: -2246902.000000 Penalty: 4844.479004 Iteration 4Q: 3 clusters Score -2246902 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7949 members Mstep: Class 2 contains 9501 members Entering Unmasked Estep Score: -2247115.750000 Penalty: 4844.479004 Iteration 5Q: 3 clusters Score -2247116 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7725 members Mstep: Class 2 contains 9725 members Entering Unmasked Estep Score: -2247327.500000 Penalty: 4844.479004 Iteration 6Q: 3 clusters Score -2247328 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7478 members Mstep: Class 2 contains 9972 members Entering Unmasked Estep Score: -2247574.750000 Penalty: 4844.479004 Iteration 7Q: 3 clusters Score -2247575 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7199 members Mstep: Class 2 contains 10251 members Entering Unmasked Estep Score: -2247886.250000 Penalty: 4844.479004 Iteration 8Q: 3 clusters Score -2247886 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6869 members Mstep: Class 2 contains 10581 members Entering Unmasked Estep Score: -2248251.250000 Penalty: 4844.479004 Iteration 9Q: 3 clusters Score -2248251 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6514 members Mstep: Class 2 contains 10936 members Entering Unmasked Estep Score: -2248636.500000 Penalty: 4844.479004 Iteration 10Q: 3 clusters Score -2248636 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6116 members Mstep: Class 2 contains 11334 members Entering Unmasked Estep Score: -2249086.500000 Penalty: 4844.479004 Iteration 11Q: 3 clusters Score -2249086 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5744 members Mstep: Class 2 contains 11706 members Entering Unmasked Estep Score: -2249511.750000 Penalty: 4844.479004 Iteration 12Q: 3 clusters Score -2249512 nChanged 685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5331 members Mstep: Class 2 contains 12119 members Entering Unmasked Estep Score: -2249955.250000 Penalty: 4844.479004 Iteration 13Q: 3 clusters Score -2249955 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 12488 members Entering Unmasked Estep Score: -2250326.750000 Penalty: 4844.479004 Iteration 14Q: 3 clusters Score -2250327 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4648 members Mstep: Class 2 contains 12802 members Entering Unmasked Estep Score: -2250604.250000 Penalty: 4844.479004 Iteration 15Q: 3 clusters Score -2250604 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4371 members Mstep: Class 2 contains 13079 members Entering Unmasked Estep Score: -2250830.750000 Penalty: 4844.479004 Iteration 16Q: 3 clusters Score -2250831 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4089 members Mstep: Class 2 contains 13361 members Entering Unmasked Estep Score: -2251035.500000 Penalty: 4844.479004 Iteration 17Q: 3 clusters Score -2251036 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 13601 members Entering Unmasked Estep Score: -2251211.250000 Penalty: 4844.479004 Iteration 18Q: 3 clusters Score -2251211 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 13839 members Entering Unmasked Estep Score: -2251338.750000 Penalty: 4844.479004 Iteration 19Q: 3 clusters Score -2251339 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 14048 members Entering Unmasked Estep Score: -2251449.750000 Penalty: 4844.479004 Iteration 20F: 3 clusters Score -2251450 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3210 members Mstep: Class 2 contains 14240 members Entering Unmasked Estep Score: -2251534.000000 Penalty: 4844.479004 Iteration 21Q: 3 clusters Score -2251534 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 14407 members Entering Unmasked Estep Score: -2251611.000000 Penalty: 4844.479004 Iteration 22Q: 3 clusters Score -2251611 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 14556 members Entering Unmasked Estep Score: -2251675.250000 Penalty: 4844.479004 Iteration 23Q: 3 clusters Score -2251675 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 14697 members Entering Unmasked Estep Score: -2251726.500000 Penalty: 4844.479004 Iteration 24Q: 3 clusters Score -2251726 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 14809 members Entering Unmasked Estep Score: -2251767.000000 Penalty: 4844.479004 Iteration 25Q: 3 clusters Score -2251767 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 14899 members Entering Unmasked Estep Score: -2251805.000000 Penalty: 4844.479004 Iteration 26Q: 3 clusters Score -2251805 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 14988 members Entering Unmasked Estep Score: -2251838.500000 Penalty: 4844.479004 Iteration 27Q: 3 clusters Score -2251838 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2376 members Mstep: Class 2 contains 15074 members Entering Unmasked Estep Score: -2251877.250000 Penalty: 4844.479004 Iteration 28Q: 3 clusters Score -2251877 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 15172 members Entering Unmasked Estep Score: -2251915.500000 Penalty: 4844.479004 Iteration 29Q: 3 clusters Score -2251916 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 15252 members Entering Unmasked Estep Score: -2251948.250000 Penalty: 4844.479004 Iteration 30Q: 3 clusters Score -2251948 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 15329 members Entering Unmasked Estep Score: -2251976.750000 Penalty: 4844.479004 Iteration 31Q: 3 clusters Score -2251977 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 15395 members Entering Unmasked Estep Score: -2252001.500000 Penalty: 4844.479004 Iteration 32Q: 3 clusters Score -2252002 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 15449 members Entering Unmasked Estep Score: -2252019.000000 Penalty: 4844.479004 Iteration 33Q: 3 clusters Score -2252019 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 15510 members Entering Unmasked Estep Score: -2252052.000000 Penalty: 4844.479004 Iteration 34Q: 3 clusters Score -2252052 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 15577 members Entering Unmasked Estep Score: -2252082.500000 Penalty: 4844.479004 Iteration 35Q: 3 clusters Score -2252082 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1811 members Mstep: Class 2 contains 15639 members Entering Unmasked Estep Score: -2252110.750000 Penalty: 4844.479004 Iteration 36Q: 3 clusters Score -2252111 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 15686 members Entering Unmasked Estep Score: -2252119.250000 Penalty: 4844.479004 Iteration 37Q: 3 clusters Score -2252119 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1715 members Mstep: Class 2 contains 15735 members Entering Unmasked Estep Score: -2252138.000000 Penalty: 4844.479004 Iteration 38Q: 3 clusters Score -2252138 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 15788 members Entering Unmasked Estep Score: -2252156.500000 Penalty: 4844.479004 Iteration 39Q: 3 clusters Score -2252156 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 15825 members Entering Unmasked Estep Score: -2252174.250000 Penalty: 4844.479004 Iteration 40F: 3 clusters Score -2252174 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 15864 members Entering Unmasked Estep Score: -2252190.250000 Penalty: 4844.479004 Iteration 41Q: 3 clusters Score -2252190 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 15894 members Entering Unmasked Estep Score: -2252200.250000 Penalty: 4844.479004 Iteration 42Q: 3 clusters Score -2252200 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 15919 members Entering Unmasked Estep Score: -2252212.500000 Penalty: 4844.479004 Iteration 43Q: 3 clusters Score -2252212 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 15947 members Entering Unmasked Estep Score: -2252223.500000 Penalty: 4844.479004 Iteration 44Q: 3 clusters Score -2252224 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 15974 members Entering Unmasked Estep Score: -2252234.000000 Penalty: 4844.479004 Iteration 45Q: 3 clusters Score -2252234 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 16003 members Entering Unmasked Estep Score: -2252243.750000 Penalty: 4844.479004 Iteration 46Q: 3 clusters Score -2252244 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 16023 members Entering Unmasked Estep Score: -2252251.500000 Penalty: 4844.479004 Iteration 47Q: 3 clusters Score -2252252 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 16040 members Entering Unmasked Estep Score: -2252258.750000 Penalty: 4844.479004 Iteration 48Q: 3 clusters Score -2252259 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 16055 members Entering Unmasked Estep Score: -2252269.250000 Penalty: 4844.479004 Iteration 49Q: 3 clusters Score -2252269 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 16071 members Entering Unmasked Estep Score: -2252268.750000 Penalty: 4844.479004 Iteration 50Q: 3 clusters Score -2252269 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 16081 members Entering Unmasked Estep Score: -2252274.250000 Penalty: 4844.479004 Iteration 51Q: 3 clusters Score -2252274 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 16096 members Entering Unmasked Estep Score: -2252279.750000 Penalty: 4844.479004 Iteration 52Q: 3 clusters Score -2252280 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 16108 members Entering Unmasked Estep Score: -2252284.750000 Penalty: 4844.479004 Iteration 53Q: 3 clusters Score -2252285 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 16118 members Entering Unmasked Estep Score: -2252288.250000 Penalty: 4844.479004 Iteration 54Q: 3 clusters Score -2252288 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 16127 members Entering Unmasked Estep Score: -2252290.750000 Penalty: 4844.479004 Iteration 55Q: 3 clusters Score -2252291 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 16133 members Entering Unmasked Estep Score: -2252294.000000 Penalty: 4844.479004 Iteration 56Q: 3 clusters Score -2252294 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 16142 members Entering Unmasked Estep Score: -2252300.000000 Penalty: 4844.479004 Iteration 57Q: 3 clusters Score -2252300 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 16149 members Entering Unmasked Estep Score: -2252305.000000 Penalty: 4844.479004 Iteration 58Q: 3 clusters Score -2252305 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1296 members Mstep: Class 2 contains 16154 members Entering Unmasked Estep Score: -2252310.250000 Penalty: 4844.479004 Iteration 59Q: 3 clusters Score -2252310 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 16158 members Entering Unmasked Estep Score: -2252309.000000 Penalty: 4844.479004 Iteration 60F: 3 clusters Score -2252309 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 16167 members Entering Unmasked Estep Score: -2252312.750000 Penalty: 4844.479004 Iteration 61Q: 3 clusters Score -2252313 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 16173 members Entering Unmasked Estep Score: -2252311.250000 Penalty: 4844.479004 Iteration 62Q: 3 clusters Score -2252311 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 16181 members Entering Unmasked Estep Score: -2252312.750000 Penalty: 4844.479004 Iteration 63Q: 3 clusters Score -2252313 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 16191 members Entering Unmasked Estep Score: -2252317.500000 Penalty: 4844.479004 Iteration 64Q: 3 clusters Score -2252318 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 16198 members Entering Unmasked Estep Score: -2252322.500000 Penalty: 4844.479004 Iteration 65Q: 3 clusters Score -2252322 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 16205 members Entering Unmasked Estep Score: -2252329.000000 Penalty: 4844.479004 Iteration 66Q: 3 clusters Score -2252329 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 16217 members Entering Unmasked Estep Score: -2252328.750000 Penalty: 4844.479004 Iteration 67Q: 3 clusters Score -2252329 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 16231 members Entering Unmasked Estep Score: -2252338.750000 Penalty: 4844.479004 Iteration 68Q: 3 clusters Score -2252339 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 16244 members Entering Unmasked Estep Score: -2252345.250000 Penalty: 4844.479004 Iteration 69Q: 3 clusters Score -2252345 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 16256 members Entering Unmasked Estep Score: -2252349.750000 Penalty: 4844.479004 Iteration 70Q: 3 clusters Score -2252350 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 16264 members Entering Unmasked Estep Score: -2252348.500000 Penalty: 4844.479004 Iteration 71Q: 3 clusters Score -2252348 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 16273 members Entering Unmasked Estep Score: -2252347.750000 Penalty: 4844.479004 Iteration 72Q: 3 clusters Score -2252348 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 16280 members Entering Unmasked Estep Score: -2252351.500000 Penalty: 4844.479004 Iteration 73Q: 3 clusters Score -2252352 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 16285 members Entering Unmasked Estep Score: -2252354.250000 Penalty: 4844.479004 Iteration 74Q: 3 clusters Score -2252354 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 16292 members Entering Unmasked Estep Score: -2252360.750000 Penalty: 4844.479004 Iteration 75Q: 3 clusters Score -2252361 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 16301 members Entering Unmasked Estep Score: -2252365.000000 Penalty: 4844.479004 Iteration 76Q: 3 clusters Score -2252365 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 16307 members Entering Unmasked Estep Score: -2252367.500000 Penalty: 4844.479004 Iteration 77Q: 3 clusters Score -2252368 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 16314 members Entering Unmasked Estep Score: -2252371.750000 Penalty: 4844.479004 Iteration 78Q: 3 clusters Score -2252372 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 16320 members Entering Unmasked Estep Score: -2252373.500000 Penalty: 4844.479004 Iteration 79Q: 3 clusters Score -2252374 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 16323 members Entering Unmasked Estep Score: -2252373.000000 Penalty: 4844.479004 Iteration 80F: 3 clusters Score -2252373 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 16324 members Entering Unmasked Estep Score: -2252375.500000 Penalty: 4844.479004 Iteration 81Q: 3 clusters Score -2252376 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 16324 members Entering Unmasked Estep Score: -2252377.500000 Penalty: 4844.479004 Iteration 82Q: 3 clusters Score -2252378 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 16324 members Entering Unmasked Estep Score: -2252377.500000 Penalty: 4844.479004 Iteration 83F: 3 clusters Score -2252378 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (202330 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202330 members Entering Unmasked Estep Score: -25522738.000000 Penalty: 3029.978516 Iteration 0F: 2 clusters Score -2.552274e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101271 members Mstep: Class 2 contains 101059 members Entering Unmasked Estep Score: -25389288.000000 Penalty: 6059.957031 Iteration 0F: 3 clusters Score -2.538929e+07 nChanged 97381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103174 members Mstep: Class 2 contains 99156 members Entering Unmasked Estep Score: -25446738.000000 Penalty: 6059.957031 Iteration 1F: 3 clusters Score -2.544674e+07 nChanged 5577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104567 members Mstep: Class 2 contains 97763 members Entering Unmasked Estep Score: -25448054.000000 Penalty: 6059.957031 Iteration 2Q: 3 clusters Score -2.544805e+07 nChanged 5969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106614 members Mstep: Class 2 contains 95716 members Entering Unmasked Estep Score: -25449446.000000 Penalty: 6059.957031 Iteration 3Q: 3 clusters Score -2.544945e+07 nChanged 6804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109796 members Mstep: Class 2 contains 92534 members Entering Unmasked Estep Score: -25451332.000000 Penalty: 6059.957031 Iteration 4Q: 3 clusters Score -2.545133e+07 nChanged 7715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114525 members Mstep: Class 2 contains 87805 members Entering Unmasked Estep Score: -25453864.000000 Penalty: 6059.957031 Iteration 5Q: 3 clusters Score -2.545386e+07 nChanged 9091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121310 members Mstep: Class 2 contains 81020 members Entering Unmasked Estep Score: -25457342.000000 Penalty: 6059.957031 Iteration 6Q: 3 clusters Score -2.545734e+07 nChanged 10882 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130972 members Mstep: Class 2 contains 71358 members Entering Unmasked Estep Score: -25462854.000000 Penalty: 6059.957031 Iteration 7F: 3 clusters Score -2.546285e+07 nChanged 13362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143844 members Mstep: Class 2 contains 58486 members Entering Unmasked Estep Score: -25471614.000000 Penalty: 6059.957031 Iteration 8F: 3 clusters Score -2.547161e+07 nChanged 15871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159623 members Mstep: Class 2 contains 42707 members Entering Unmasked Estep Score: -25484256.000000 Penalty: 6059.957031 Iteration 9F: 3 clusters Score -2.548426e+07 nChanged 15902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175507 members Mstep: Class 2 contains 26823 members Entering Unmasked Estep Score: -25498196.000000 Penalty: 6059.957031 Iteration 10F: 3 clusters Score -2.54982e+07 nChanged 12121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187628 members Mstep: Class 2 contains 14702 members Entering Unmasked Estep Score: -25509312.000000 Penalty: 6059.957031 Iteration 11F: 3 clusters Score -2.550931e+07 nChanged 6818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194436 members Mstep: Class 2 contains 7894 members Entering Unmasked Estep Score: -25515794.000000 Penalty: 6059.957031 Iteration 12Q: 3 clusters Score -2.551579e+07 nChanged 3048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197438 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -25519088.000000 Penalty: 6059.957031 Iteration 13Q: 3 clusters Score -2.551909e+07 nChanged 1310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198452 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -25520566.000000 Penalty: 6059.957031 Iteration 14Q: 3 clusters Score -2.552057e+07 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198803 members Mstep: Class 2 contains 3527 members Entering Unmasked Estep Score: -25521132.000000 Penalty: 6059.957031 Iteration 15Q: 3 clusters Score -2.552113e+07 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199013 members Mstep: Class 2 contains 3317 members Entering Unmasked Estep Score: -25521458.000000 Penalty: 6059.957031 Iteration 16Q: 3 clusters Score -2.552146e+07 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199164 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -25521502.000000 Penalty: 6059.957031 Iteration 17Q: 3 clusters Score -2.55215e+07 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199259 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -25521600.000000 Penalty: 6059.957031 Iteration 18Q: 3 clusters Score -2.55216e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199333 members Mstep: Class 2 contains 2997 members Entering Unmasked Estep Score: -25521630.000000 Penalty: 6059.957031 Iteration 19Q: 3 clusters Score -2.552163e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199385 members Mstep: Class 2 contains 2945 members Entering Unmasked Estep Score: -25521658.000000 Penalty: 6059.957031 Iteration 20F: 3 clusters Score -2.552166e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199434 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -25521688.000000 Penalty: 6059.957031 Iteration 21Q: 3 clusters Score -2.552169e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199463 members Mstep: Class 2 contains 2867 members Entering Unmasked Estep Score: -25521724.000000 Penalty: 6059.957031 Iteration 22Q: 3 clusters Score -2.552172e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199478 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -25521730.000000 Penalty: 6059.957031 Iteration 23Q: 3 clusters Score -2.552173e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199482 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -25521722.000000 Penalty: 6059.957031 Iteration 24Q: 3 clusters Score -2.552172e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199490 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -25521722.000000 Penalty: 6059.957031 Iteration 25Q: 3 clusters Score -2.552172e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199496 members Mstep: Class 2 contains 2834 members Entering Unmasked Estep Score: -25521724.000000 Penalty: 6059.957031 Iteration 26Q: 3 clusters Score -2.552172e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199499 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -25521708.000000 Penalty: 6059.957031 Iteration 27Q: 3 clusters Score -2.552171e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199502 members Mstep: Class 2 contains 2828 members Entering Unmasked Estep Score: -25521704.000000 Penalty: 6059.957031 Iteration 28Q: 3 clusters Score -2.55217e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199505 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -25521714.000000 Penalty: 6059.957031 Iteration 29Q: 3 clusters Score -2.552171e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199506 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -25521712.000000 Penalty: 6059.957031 Iteration 30Q: 3 clusters Score -2.552171e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199505 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -25521720.000000 Penalty: 6059.957031 Iteration 31Q: 3 clusters Score -2.552172e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199505 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -25521718.000000 Penalty: 6059.957031 Iteration 32Q: 3 clusters Score -2.552172e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199506 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -25521720.000000 Penalty: 6059.957031 Iteration 33Q: 3 clusters Score -2.552172e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199507 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -25521732.000000 Penalty: 6059.957031 Iteration 34Q: 3 clusters Score -2.552173e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199506 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -25521726.000000 Penalty: 6059.957031 Iteration 35Q: 3 clusters Score -2.552173e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199505 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -25521700.000000 Penalty: 6059.957031 Iteration 36Q: 3 clusters Score -2.55217e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199504 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -25521710.000000 Penalty: 6059.957031 Iteration 37Q: 3 clusters Score -2.552171e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199504 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -25521710.000000 Penalty: 6059.957031 Iteration 38F: 3 clusters Score -2.552171e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (815 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Entering Unmasked Estep Score: -94913.367188 Penalty: 1662.390625 Iteration 0F: 2 clusters Score -94913.37 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -93136.921875 Penalty: 3324.781250 Iteration 0F: 3 clusters Score -93136.92 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -93436.468750 Penalty: 3324.781250 Iteration 1F: 3 clusters Score -93436.47 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -93551.554688 Penalty: 3324.781250 Iteration 2F: 3 clusters Score -93551.55 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -93653.703125 Penalty: 3324.781250 Iteration 3Q: 3 clusters Score -93653.7 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -93779.609375 Penalty: 3324.781250 Iteration 4F: 3 clusters Score -93779.61 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -93879.703125 Penalty: 3324.781250 Iteration 5Q: 3 clusters Score -93879.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -94032.921875 Penalty: 3324.781250 Iteration 6Q: 3 clusters Score -94032.92 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -94271.328125 Penalty: 3324.781250 Iteration 7F: 3 clusters Score -94271.33 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -94423.492188 Penalty: 3324.781250 Iteration 8Q: 3 clusters Score -94423.49 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -94683.828125 Penalty: 3324.781250 Iteration 9Q: 3 clusters Score -94683.83 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -94812.843750 Penalty: 3324.781250 Iteration 10Q: 3 clusters Score -94812.84 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -94837.921875 Penalty: 3324.781250 Iteration 11Q: 3 clusters Score -94837.92 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -94847.812500 Penalty: 3324.781250 Iteration 12Q: 3 clusters Score -94847.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -94854.078125 Penalty: 3324.781250 Iteration 13Q: 3 clusters Score -94854.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -94854.078125 Penalty: 3324.781250 Iteration 14F: 3 clusters Score -94854.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (3250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Entering Unmasked Estep Score: -416428.812500 Penalty: 2005.429810 Iteration 0F: 2 clusters Score -416428.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -412995.593750 Penalty: 4010.859619 Iteration 0F: 3 clusters Score -412995.6 nChanged 1161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -413686.718750 Penalty: 4010.859619 Iteration 1F: 3 clusters Score -413686.7 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -413847.343750 Penalty: 4010.859619 Iteration 2F: 3 clusters Score -413847.3 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -413927.000000 Penalty: 4010.859619 Iteration 3Q: 3 clusters Score -413927 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1817 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -413978.031250 Penalty: 4010.859619 Iteration 4Q: 3 clusters Score -413978 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -414024.187500 Penalty: 4010.859619 Iteration 5Q: 3 clusters Score -414024.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -414055.250000 Penalty: 4010.859619 Iteration 6Q: 3 clusters Score -414055.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -414086.375000 Penalty: 4010.859619 Iteration 7Q: 3 clusters Score -414086.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -414108.625000 Penalty: 4010.859619 Iteration 8Q: 3 clusters Score -414108.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1977 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -414128.062500 Penalty: 4010.859619 Iteration 9Q: 3 clusters Score -414128.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -414149.968750 Penalty: 4010.859619 Iteration 10Q: 3 clusters Score -414150 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -414181.125000 Penalty: 4010.859619 Iteration 11Q: 3 clusters Score -414181.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -414200.281250 Penalty: 4010.859619 Iteration 12Q: 3 clusters Score -414200.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -414220.187500 Penalty: 4010.859619 Iteration 13Q: 3 clusters Score -414220.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2113 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -414239.312500 Penalty: 4010.859619 Iteration 14Q: 3 clusters Score -414239.3 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -414264.218750 Penalty: 4010.859619 Iteration 15Q: 3 clusters Score -414264.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -414288.062500 Penalty: 4010.859619 Iteration 16Q: 3 clusters Score -414288.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -414310.968750 Penalty: 4010.859619 Iteration 17Q: 3 clusters Score -414311 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2245 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -414347.906250 Penalty: 4010.859619 Iteration 18Q: 3 clusters Score -414347.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -414390.500000 Penalty: 4010.859619 Iteration 19Q: 3 clusters Score -414390.5 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -414455.468750 Penalty: 4010.859619 Iteration 20F: 3 clusters Score -414455.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -414559.812500 Penalty: 4010.859619 Iteration 21Q: 3 clusters Score -414559.8 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -414699.218750 Penalty: 4010.859619 Iteration 22Q: 3 clusters Score -414699.2 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2489 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -414836.500000 Penalty: 4010.859619 Iteration 23Q: 3 clusters Score -414836.5 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -414959.812500 Penalty: 4010.859619 Iteration 24Q: 3 clusters Score -414959.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -415060.875000 Penalty: 4010.859619 Iteration 25Q: 3 clusters Score -415060.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -415168.312500 Penalty: 4010.859619 Iteration 26Q: 3 clusters Score -415168.3 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -415228.531250 Penalty: 4010.859619 Iteration 27Q: 3 clusters Score -415228.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2528 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -415268.781250 Penalty: 4010.859619 Iteration 28Q: 3 clusters Score -415268.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 738 members Entering Unmasked Estep Score: -415307.343750 Penalty: 4010.859619 Iteration 29Q: 3 clusters Score -415307.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -415334.343750 Penalty: 4010.859619 Iteration 30Q: 3 clusters Score -415334.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2485 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -415362.062500 Penalty: 4010.859619 Iteration 31Q: 3 clusters Score -415362.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -415383.875000 Penalty: 4010.859619 Iteration 32Q: 3 clusters Score -415383.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -415400.968750 Penalty: 4010.859619 Iteration 33Q: 3 clusters Score -415401 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2425 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -415421.218750 Penalty: 4010.859619 Iteration 34Q: 3 clusters Score -415421.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -415437.000000 Penalty: 4010.859619 Iteration 35Q: 3 clusters Score -415437 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -415446.281250 Penalty: 4010.859619 Iteration 36Q: 3 clusters Score -415446.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -415453.062500 Penalty: 4010.859619 Iteration 37Q: 3 clusters Score -415453.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -415459.125000 Penalty: 4010.859619 Iteration 38Q: 3 clusters Score -415459.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -415464.375000 Penalty: 4010.859619 Iteration 39Q: 3 clusters Score -415464.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -415472.625000 Penalty: 4010.859619 Iteration 40F: 3 clusters Score -415472.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -415479.062500 Penalty: 4010.859619 Iteration 41Q: 3 clusters Score -415479.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -415479.468750 Penalty: 4010.859619 Iteration 42Q: 3 clusters Score -415479.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2354 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -415481.406250 Penalty: 4010.859619 Iteration 43Q: 3 clusters Score -415481.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -415482.968750 Penalty: 4010.859619 Iteration 44Q: 3 clusters Score -415483 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -415483.343750 Penalty: 4010.859619 Iteration 45Q: 3 clusters Score -415483.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -415483.812500 Penalty: 4010.859619 Iteration 46Q: 3 clusters Score -415483.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -415486.312500 Penalty: 4010.859619 Iteration 47Q: 3 clusters Score -415486.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -415490.343750 Penalty: 4010.859619 Iteration 48Q: 3 clusters Score -415490.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -415494.718750 Penalty: 4010.859619 Iteration 49Q: 3 clusters Score -415494.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -415494.968750 Penalty: 4010.859619 Iteration 50Q: 3 clusters Score -415495 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -415495.718750 Penalty: 4010.859619 Iteration 51Q: 3 clusters Score -415495.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -415498.531250 Penalty: 4010.859619 Iteration 52Q: 3 clusters Score -415498.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -415498.937500 Penalty: 4010.859619 Iteration 53Q: 3 clusters Score -415498.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -415500.343750 Penalty: 4010.859619 Iteration 54Q: 3 clusters Score -415500.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -415502.562500 Penalty: 4010.859619 Iteration 55Q: 3 clusters Score -415502.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -415504.250000 Penalty: 4010.859619 Iteration 56Q: 3 clusters Score -415504.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -415505.593750 Penalty: 4010.859619 Iteration 57Q: 3 clusters Score -415505.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -415505.593750 Penalty: 4010.859619 Iteration 58F: 3 clusters Score -415505.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (17365 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17365 members Entering Unmasked Estep Score: -2244264.000000 Penalty: 2421.028564 Iteration 0F: 2 clusters Score -2244264 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8731 members Mstep: Class 2 contains 8634 members Entering Unmasked Estep Score: -2232031.250000 Penalty: 4842.057129 Iteration 0F: 3 clusters Score -2232031 nChanged 7435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9000 members Mstep: Class 2 contains 8365 members Entering Unmasked Estep Score: -2235916.000000 Penalty: 4842.057129 Iteration 1F: 3 clusters Score -2235916 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9295 members Mstep: Class 2 contains 8070 members Entering Unmasked Estep Score: -2236487.500000 Penalty: 4842.057129 Iteration 2F: 3 clusters Score -2236488 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9727 members Mstep: Class 2 contains 7638 members Entering Unmasked Estep Score: -2237162.500000 Penalty: 4842.057129 Iteration 3F: 3 clusters Score -2237162 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10355 members Mstep: Class 2 contains 7010 members Entering Unmasked Estep Score: -2237908.750000 Penalty: 4842.057129 Iteration 4F: 3 clusters Score -2237909 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11162 members Mstep: Class 2 contains 6203 members Entering Unmasked Estep Score: -2238729.750000 Penalty: 4842.057129 Iteration 5F: 3 clusters Score -2238730 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12078 members Mstep: Class 2 contains 5287 members Entering Unmasked Estep Score: -2239640.000000 Penalty: 4842.057129 Iteration 6F: 3 clusters Score -2239640 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12990 members Mstep: Class 2 contains 4375 members Entering Unmasked Estep Score: -2240523.750000 Penalty: 4842.057129 Iteration 7F: 3 clusters Score -2240524 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13782 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -2241252.750000 Penalty: 4842.057129 Iteration 8F: 3 clusters Score -2241253 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14407 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -2241907.000000 Penalty: 4842.057129 Iteration 9Q: 3 clusters Score -2241907 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14867 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -2242348.750000 Penalty: 4842.057129 Iteration 10Q: 3 clusters Score -2242349 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15148 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -2242567.500000 Penalty: 4842.057129 Iteration 11Q: 3 clusters Score -2242568 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15350 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -2242687.250000 Penalty: 4842.057129 Iteration 12Q: 3 clusters Score -2242687 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15496 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -2242759.250000 Penalty: 4842.057129 Iteration 13Q: 3 clusters Score -2242759 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15602 members Mstep: Class 2 contains 1763 members Entering Unmasked Estep Score: -2242804.750000 Penalty: 4842.057129 Iteration 14Q: 3 clusters Score -2242805 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15695 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -2242845.250000 Penalty: 4842.057129 Iteration 15Q: 3 clusters Score -2242845 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15788 members Mstep: Class 2 contains 1577 members Entering Unmasked Estep Score: -2242892.500000 Penalty: 4842.057129 Iteration 16Q: 3 clusters Score -2242892 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15866 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -2242937.750000 Penalty: 4842.057129 Iteration 17Q: 3 clusters Score -2242938 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15944 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -2242974.000000 Penalty: 4842.057129 Iteration 18Q: 3 clusters Score -2242974 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15996 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -2242998.500000 Penalty: 4842.057129 Iteration 19Q: 3 clusters Score -2242998 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16033 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -2243018.000000 Penalty: 4842.057129 Iteration 20F: 3 clusters Score -2243018 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16069 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -2243044.250000 Penalty: 4842.057129 Iteration 21Q: 3 clusters Score -2243044 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16104 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -2243063.750000 Penalty: 4842.057129 Iteration 22Q: 3 clusters Score -2243064 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16145 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -2243081.500000 Penalty: 4842.057129 Iteration 23Q: 3 clusters Score -2243082 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16172 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -2243092.000000 Penalty: 4842.057129 Iteration 24Q: 3 clusters Score -2243092 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16203 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -2243118.250000 Penalty: 4842.057129 Iteration 25Q: 3 clusters Score -2243118 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16229 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -2243124.750000 Penalty: 4842.057129 Iteration 26Q: 3 clusters Score -2243125 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16252 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -2243141.750000 Penalty: 4842.057129 Iteration 27Q: 3 clusters Score -2243142 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16276 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -2243153.000000 Penalty: 4842.057129 Iteration 28Q: 3 clusters Score -2243153 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16294 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -2243165.500000 Penalty: 4842.057129 Iteration 29Q: 3 clusters Score -2243166 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16312 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -2243177.000000 Penalty: 4842.057129 Iteration 30Q: 3 clusters Score -2243177 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16317 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -2243184.750000 Penalty: 4842.057129 Iteration 31Q: 3 clusters Score -2243185 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16327 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -2243195.000000 Penalty: 4842.057129 Iteration 32Q: 3 clusters Score -2243195 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16340 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -2243209.250000 Penalty: 4842.057129 Iteration 33Q: 3 clusters Score -2243209 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16356 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -2243225.250000 Penalty: 4842.057129 Iteration 34Q: 3 clusters Score -2243225 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16368 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -2243234.500000 Penalty: 4842.057129 Iteration 35Q: 3 clusters Score -2243234 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16378 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -2243250.500000 Penalty: 4842.057129 Iteration 36Q: 3 clusters Score -2243250 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16390 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -2243260.500000 Penalty: 4842.057129 Iteration 37Q: 3 clusters Score -2243260 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16400 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -2243267.500000 Penalty: 4842.057129 Iteration 38Q: 3 clusters Score -2243268 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16406 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -2243271.750000 Penalty: 4842.057129 Iteration 39Q: 3 clusters Score -2243272 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16410 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -2243277.000000 Penalty: 4842.057129 Iteration 40F: 3 clusters Score -2243277 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16412 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -2243278.250000 Penalty: 4842.057129 Iteration 41Q: 3 clusters Score -2243278 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16413 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -2243278.750000 Penalty: 4842.057129 Iteration 42Q: 3 clusters Score -2243279 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16414 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -2243277.500000 Penalty: 4842.057129 Iteration 43Q: 3 clusters Score -2243278 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16414 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -2243277.500000 Penalty: 4842.057129 Iteration 44F: 3 clusters Score -2243278 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Entering Unmasked Estep Score: -26079.042969 Penalty: 1369.322388 Iteration 0F: 2 clusters Score -26079.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112 members Mstep: Class 2 contains 138 members Entering Unmasked Estep Score: -24840.933594 Penalty: 2738.644775 Iteration 0F: 3 clusters Score -24840.93 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106 members Mstep: Class 2 contains 144 members Entering Unmasked Estep Score: -24942.837891 Penalty: 2738.644775 Iteration 1F: 3 clusters Score -24942.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -24960.732422 Penalty: 2738.644775 Iteration 2Q: 3 clusters Score -24960.73 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -24967.750000 Penalty: 2738.644775 Iteration 3Q: 3 clusters Score -24967.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -24967.750000 Penalty: 2738.644775 Iteration 4F: 3 clusters Score -24967.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7670 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7670 members Entering Unmasked Estep Score: -992388.750000 Penalty: 2218.377930 Iteration 0F: 2 clusters Score -992388.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -986177.875000 Penalty: 4436.755859 Iteration 0F: 3 clusters Score -986177.9 nChanged 3146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 4037 members Entering Unmasked Estep Score: -987924.750000 Penalty: 4436.755859 Iteration 1F: 3 clusters Score -987924.8 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 4171 members Entering Unmasked Estep Score: -988244.437500 Penalty: 4436.755859 Iteration 2F: 3 clusters Score -988244.4 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -988465.687500 Penalty: 4436.755859 Iteration 3F: 3 clusters Score -988465.7 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3232 members Mstep: Class 2 contains 4438 members Entering Unmasked Estep Score: -988617.437500 Penalty: 4436.755859 Iteration 4Q: 3 clusters Score -988617.4 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 4620 members Entering Unmasked Estep Score: -988752.562500 Penalty: 4436.755859 Iteration 5Q: 3 clusters Score -988752.6 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2872 members Mstep: Class 2 contains 4798 members Entering Unmasked Estep Score: -988884.125000 Penalty: 4436.755859 Iteration 6Q: 3 clusters Score -988884.1 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 4973 members Entering Unmasked Estep Score: -989011.500000 Penalty: 4436.755859 Iteration 7Q: 3 clusters Score -989011.5 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -989141.437500 Penalty: 4436.755859 Iteration 8Q: 3 clusters Score -989141.4 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 5370 members Entering Unmasked Estep Score: -989288.937500 Penalty: 4436.755859 Iteration 9Q: 3 clusters Score -989288.9 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 5570 members Entering Unmasked Estep Score: -989467.062500 Penalty: 4436.755859 Iteration 10Q: 3 clusters Score -989467.1 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -989639.812500 Penalty: 4436.755859 Iteration 11Q: 3 clusters Score -989639.8 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 5919 members Entering Unmasked Estep Score: -989787.250000 Penalty: 4436.755859 Iteration 12Q: 3 clusters Score -989787.2 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 6063 members Entering Unmasked Estep Score: -989930.750000 Penalty: 4436.755859 Iteration 13Q: 3 clusters Score -989930.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 6182 members Entering Unmasked Estep Score: -990039.625000 Penalty: 4436.755859 Iteration 14Q: 3 clusters Score -990039.6 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 6282 members Entering Unmasked Estep Score: -990113.375000 Penalty: 4436.755859 Iteration 15Q: 3 clusters Score -990113.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 6364 members Entering Unmasked Estep Score: -990171.937500 Penalty: 4436.755859 Iteration 16Q: 3 clusters Score -990171.9 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 6431 members Entering Unmasked Estep Score: -990215.625000 Penalty: 4436.755859 Iteration 17Q: 3 clusters Score -990215.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 6492 members Entering Unmasked Estep Score: -990248.625000 Penalty: 4436.755859 Iteration 18Q: 3 clusters Score -990248.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 6526 members Entering Unmasked Estep Score: -990268.812500 Penalty: 4436.755859 Iteration 19Q: 3 clusters Score -990268.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 6559 members Entering Unmasked Estep Score: -990291.687500 Penalty: 4436.755859 Iteration 20F: 3 clusters Score -990291.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 6589 members Entering Unmasked Estep Score: -990308.562500 Penalty: 4436.755859 Iteration 21Q: 3 clusters Score -990308.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 6613 members Entering Unmasked Estep Score: -990321.437500 Penalty: 4436.755859 Iteration 22Q: 3 clusters Score -990321.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 6631 members Entering Unmasked Estep Score: -990334.500000 Penalty: 4436.755859 Iteration 23Q: 3 clusters Score -990334.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 6645 members Entering Unmasked Estep Score: -990347.187500 Penalty: 4436.755859 Iteration 24Q: 3 clusters Score -990347.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 6663 members Entering Unmasked Estep Score: -990359.375000 Penalty: 4436.755859 Iteration 25Q: 3 clusters Score -990359.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 6683 members Entering Unmasked Estep Score: -990374.812500 Penalty: 4436.755859 Iteration 26Q: 3 clusters Score -990374.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 6697 members Entering Unmasked Estep Score: -990379.375000 Penalty: 4436.755859 Iteration 27Q: 3 clusters Score -990379.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 6708 members Entering Unmasked Estep Score: -990387.625000 Penalty: 4436.755859 Iteration 28Q: 3 clusters Score -990387.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 6718 members Entering Unmasked Estep Score: -990392.500000 Penalty: 4436.755859 Iteration 29Q: 3 clusters Score -990392.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 6726 members Entering Unmasked Estep Score: -990395.437500 Penalty: 4436.755859 Iteration 30Q: 3 clusters Score -990395.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 6732 members Entering Unmasked Estep Score: -990399.187500 Penalty: 4436.755859 Iteration 31Q: 3 clusters Score -990399.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 6739 members Entering Unmasked Estep Score: -990402.000000 Penalty: 4436.755859 Iteration 32Q: 3 clusters Score -990402 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 6746 members Entering Unmasked Estep Score: -990406.000000 Penalty: 4436.755859 Iteration 33Q: 3 clusters Score -990406 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -990408.437500 Penalty: 4436.755859 Iteration 34Q: 3 clusters Score -990408.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 6757 members Entering Unmasked Estep Score: -990409.750000 Penalty: 4436.755859 Iteration 35Q: 3 clusters Score -990409.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 6761 members Entering Unmasked Estep Score: -990412.625000 Penalty: 4436.755859 Iteration 36Q: 3 clusters Score -990412.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 6764 members Entering Unmasked Estep Score: -990413.875000 Penalty: 4436.755859 Iteration 37Q: 3 clusters Score -990413.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 6766 members Entering Unmasked Estep Score: -990416.187500 Penalty: 4436.755859 Iteration 38Q: 3 clusters Score -990416.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 6766 members Entering Unmasked Estep Score: -990416.187500 Penalty: 4436.755859 Iteration 39F: 3 clusters Score -990416.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (14814 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14814 members Entering Unmasked Estep Score: -1903135.750000 Penalty: 2381.625244 Iteration 0F: 2 clusters Score -1903136 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7351 members Mstep: Class 2 contains 7463 members Entering Unmasked Estep Score: -1892380.625000 Penalty: 4763.250488 Iteration 0F: 3 clusters Score -1892381 nChanged 6370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6831 members Mstep: Class 2 contains 7983 members Entering Unmasked Estep Score: -1895714.625000 Penalty: 4763.250488 Iteration 1F: 3 clusters Score -1895715 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6486 members Mstep: Class 2 contains 8328 members Entering Unmasked Estep Score: -1896135.125000 Penalty: 4763.250488 Iteration 2F: 3 clusters Score -1896135 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6086 members Mstep: Class 2 contains 8728 members Entering Unmasked Estep Score: -1896466.750000 Penalty: 4763.250488 Iteration 3F: 3 clusters Score -1896467 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5597 members Mstep: Class 2 contains 9217 members Entering Unmasked Estep Score: -1896766.125000 Penalty: 4763.250488 Iteration 4Q: 3 clusters Score -1896766 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5006 members Mstep: Class 2 contains 9808 members Entering Unmasked Estep Score: -1897103.500000 Penalty: 4763.250488 Iteration 5Q: 3 clusters Score -1897104 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4320 members Mstep: Class 2 contains 10494 members Entering Unmasked Estep Score: -1897534.625000 Penalty: 4763.250488 Iteration 6Q: 3 clusters Score -1897535 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3540 members Mstep: Class 2 contains 11274 members Entering Unmasked Estep Score: -1898089.250000 Penalty: 4763.250488 Iteration 7F: 3 clusters Score -1898089 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 12127 members Entering Unmasked Estep Score: -1898839.625000 Penalty: 4763.250488 Iteration 8F: 3 clusters Score -1898840 nChanged 864 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 12953 members Entering Unmasked Estep Score: -1899669.750000 Penalty: 4763.250488 Iteration 9F: 3 clusters Score -1899670 nChanged 691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 13580 members Entering Unmasked Estep Score: -1900430.875000 Penalty: 4763.250488 Iteration 10Q: 3 clusters Score -1900431 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 13982 members Entering Unmasked Estep Score: -1901033.125000 Penalty: 4763.250488 Iteration 11Q: 3 clusters Score -1901033 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 14180 members Entering Unmasked Estep Score: -1901307.750000 Penalty: 4763.250488 Iteration 12Q: 3 clusters Score -1901308 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 14283 members Entering Unmasked Estep Score: -1901455.500000 Penalty: 4763.250488 Iteration 13Q: 3 clusters Score -1901456 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 14324 members Entering Unmasked Estep Score: -1901516.875000 Penalty: 4763.250488 Iteration 14Q: 3 clusters Score -1901517 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 14344 members Entering Unmasked Estep Score: -1901556.750000 Penalty: 4763.250488 Iteration 15Q: 3 clusters Score -1901557 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 14359 members Entering Unmasked Estep Score: -1901578.875000 Penalty: 4763.250488 Iteration 16Q: 3 clusters Score -1901579 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 14367 members Entering Unmasked Estep Score: -1901592.750000 Penalty: 4763.250488 Iteration 17Q: 3 clusters Score -1901593 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 14368 members Entering Unmasked Estep Score: -1901596.750000 Penalty: 4763.250488 Iteration 18Q: 3 clusters Score -1901597 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 14369 members Entering Unmasked Estep Score: -1901601.000000 Penalty: 4763.250488 Iteration 19Q: 3 clusters Score -1901601 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 14374 members Entering Unmasked Estep Score: -1901606.375000 Penalty: 4763.250488 Iteration 20F: 3 clusters Score -1901606 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 14375 members Entering Unmasked Estep Score: -1901611.625000 Penalty: 4763.250488 Iteration 21Q: 3 clusters Score -1901612 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 14375 members Entering Unmasked Estep Score: -1901614.000000 Penalty: 4763.250488 Iteration 22Q: 3 clusters Score -1901614 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 14376 members Entering Unmasked Estep Score: -1901615.625000 Penalty: 4763.250488 Iteration 23Q: 3 clusters Score -1901616 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 14377 members Entering Unmasked Estep Score: -1901620.375000 Penalty: 4763.250488 Iteration 24Q: 3 clusters Score -1901620 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 14378 members Entering Unmasked Estep Score: -1901618.750000 Penalty: 4763.250488 Iteration 25Q: 3 clusters Score -1901619 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 14378 members Entering Unmasked Estep Score: -1901618.750000 Penalty: 4763.250488 Iteration 26F: 3 clusters Score -1901619 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3990 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Entering Unmasked Estep Score: -506924.656250 Penalty: 2056.303711 Iteration 0F: 2 clusters Score -506924.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -503016.781250 Penalty: 4112.607422 Iteration 0F: 3 clusters Score -503016.8 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2148 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -503862.562500 Penalty: 4112.607422 Iteration 1F: 3 clusters Score -503862.6 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -504043.250000 Penalty: 4112.607422 Iteration 2F: 3 clusters Score -504043.2 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2239 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -504157.000000 Penalty: 4112.607422 Iteration 3Q: 3 clusters Score -504157 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -504230.531250 Penalty: 4112.607422 Iteration 4Q: 3 clusters Score -504230.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -504279.625000 Penalty: 4112.607422 Iteration 5Q: 3 clusters Score -504279.6 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 1653 members Entering Unmasked Estep Score: -504325.968750 Penalty: 4112.607422 Iteration 6Q: 3 clusters Score -504326 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -504365.437500 Penalty: 4112.607422 Iteration 7Q: 3 clusters Score -504365.4 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -504411.875000 Penalty: 4112.607422 Iteration 8Q: 3 clusters Score -504411.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -504459.093750 Penalty: 4112.607422 Iteration 9Q: 3 clusters Score -504459.1 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -504505.281250 Penalty: 4112.607422 Iteration 10Q: 3 clusters Score -504505.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -504557.125000 Penalty: 4112.607422 Iteration 11Q: 3 clusters Score -504557.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -504626.218750 Penalty: 4112.607422 Iteration 12Q: 3 clusters Score -504626.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -504696.125000 Penalty: 4112.607422 Iteration 13Q: 3 clusters Score -504696.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -504760.093750 Penalty: 4112.607422 Iteration 14Q: 3 clusters Score -504760.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -504821.500000 Penalty: 4112.607422 Iteration 15Q: 3 clusters Score -504821.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -504882.250000 Penalty: 4112.607422 Iteration 16Q: 3 clusters Score -504882.2 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -504954.468750 Penalty: 4112.607422 Iteration 17Q: 3 clusters Score -504954.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2917 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -505054.187500 Penalty: 4112.607422 Iteration 18Q: 3 clusters Score -505054.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -505180.968750 Penalty: 4112.607422 Iteration 19Q: 3 clusters Score -505181 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -505365.562500 Penalty: 4112.607422 Iteration 20F: 3 clusters Score -505365.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -505492.187500 Penalty: 4112.607422 Iteration 21Q: 3 clusters Score -505492.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -505581.218750 Penalty: 4112.607422 Iteration 22Q: 3 clusters Score -505581.2 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2856 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -505640.093750 Penalty: 4112.607422 Iteration 23Q: 3 clusters Score -505640.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -505699.187500 Penalty: 4112.607422 Iteration 24Q: 3 clusters Score -505699.2 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -505758.343750 Penalty: 4112.607422 Iteration 25Q: 3 clusters Score -505758.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -505822.687500 Penalty: 4112.607422 Iteration 26Q: 3 clusters Score -505822.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -505902.343750 Penalty: 4112.607422 Iteration 27Q: 3 clusters Score -505902.3 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 1440 members Entering Unmasked Estep Score: -506007.281250 Penalty: 4112.607422 Iteration 28Q: 3 clusters Score -506007.3 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2480 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -506093.218750 Penalty: 4112.607422 Iteration 29Q: 3 clusters Score -506093.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2424 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -506143.531250 Penalty: 4112.607422 Iteration 30Q: 3 clusters Score -506143.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2385 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -506178.625000 Penalty: 4112.607422 Iteration 31Q: 3 clusters Score -506178.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 1640 members Entering Unmasked Estep Score: -506206.937500 Penalty: 4112.607422 Iteration 32Q: 3 clusters Score -506206.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -506223.593750 Penalty: 4112.607422 Iteration 33Q: 3 clusters Score -506223.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -506237.875000 Penalty: 4112.607422 Iteration 34Q: 3 clusters Score -506237.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -506247.906250 Penalty: 4112.607422 Iteration 35Q: 3 clusters Score -506247.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -506258.031250 Penalty: 4112.607422 Iteration 36Q: 3 clusters Score -506258 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2265 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -506262.718750 Penalty: 4112.607422 Iteration 37Q: 3 clusters Score -506262.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -506263.531250 Penalty: 4112.607422 Iteration 38Q: 3 clusters Score -506263.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -506264.343750 Penalty: 4112.607422 Iteration 39Q: 3 clusters Score -506264.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -506264.343750 Penalty: 4112.607422 Iteration 40F: 3 clusters Score -506264.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (58920 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58920 members Entering Unmasked Estep Score: -7589524.500000 Penalty: 2724.016113 Iteration 0F: 2 clusters Score -7589524 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29356 members Mstep: Class 2 contains 29564 members Entering Unmasked Estep Score: -7549933.500000 Penalty: 5448.032227 Iteration 0F: 3 clusters Score -7549934 nChanged 27433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28445 members Mstep: Class 2 contains 30475 members Entering Unmasked Estep Score: -7565320.000000 Penalty: 5448.032227 Iteration 1F: 3 clusters Score -7565320 nChanged 2198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27727 members Mstep: Class 2 contains 31193 members Entering Unmasked Estep Score: -7565853.500000 Penalty: 5448.032227 Iteration 2Q: 3 clusters Score -7565854 nChanged 2139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26666 members Mstep: Class 2 contains 32254 members Entering Unmasked Estep Score: -7566450.500000 Penalty: 5448.032227 Iteration 3Q: 3 clusters Score -7566450 nChanged 2219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25101 members Mstep: Class 2 contains 33819 members Entering Unmasked Estep Score: -7567152.500000 Penalty: 5448.032227 Iteration 4Q: 3 clusters Score -7567152 nChanged 2514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23007 members Mstep: Class 2 contains 35913 members Entering Unmasked Estep Score: -7568117.500000 Penalty: 5448.032227 Iteration 5Q: 3 clusters Score -7568118 nChanged 3086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20095 members Mstep: Class 2 contains 38825 members Entering Unmasked Estep Score: -7569670.000000 Penalty: 5448.032227 Iteration 6F: 3 clusters Score -7569670 nChanged 3934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16235 members Mstep: Class 2 contains 42685 members Entering Unmasked Estep Score: -7572282.000000 Penalty: 5448.032227 Iteration 7F: 3 clusters Score -7572282 nChanged 4698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11573 members Mstep: Class 2 contains 47347 members Entering Unmasked Estep Score: -7576200.000000 Penalty: 5448.032227 Iteration 8F: 3 clusters Score -7576200 nChanged 4774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6819 members Mstep: Class 2 contains 52101 members Entering Unmasked Estep Score: -7580814.500000 Penalty: 5448.032227 Iteration 9F: 3 clusters Score -7580814 nChanged 3555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 55642 members Entering Unmasked Estep Score: -7584282.500000 Penalty: 5448.032227 Iteration 10F: 3 clusters Score -7584282 nChanged 1801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 57435 members Entering Unmasked Estep Score: -7585978.000000 Penalty: 5448.032227 Iteration 11Q: 3 clusters Score -7585978 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 58144 members Entering Unmasked Estep Score: -7586647.500000 Penalty: 5448.032227 Iteration 12Q: 3 clusters Score -7586648 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 58410 members Entering Unmasked Estep Score: -7586938.500000 Penalty: 5448.032227 Iteration 13Q: 3 clusters Score -7586938 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 58498 members Entering Unmasked Estep Score: -7587056.500000 Penalty: 5448.032227 Iteration 14Q: 3 clusters Score -7587056 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 58535 members Entering Unmasked Estep Score: -7587110.500000 Penalty: 5448.032227 Iteration 15Q: 3 clusters Score -7587110 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 58557 members Entering Unmasked Estep Score: -7587139.000000 Penalty: 5448.032227 Iteration 16Q: 3 clusters Score -7587139 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 58571 members Entering Unmasked Estep Score: -7587159.000000 Penalty: 5448.032227 Iteration 17Q: 3 clusters Score -7587159 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 58581 members Entering Unmasked Estep Score: -7587180.000000 Penalty: 5448.032227 Iteration 18Q: 3 clusters Score -7587180 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 58584 members Entering Unmasked Estep Score: -7587195.500000 Penalty: 5448.032227 Iteration 19Q: 3 clusters Score -7587196 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 58589 members Entering Unmasked Estep Score: -7587205.500000 Penalty: 5448.032227 Iteration 20F: 3 clusters Score -7587206 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 58589 members Entering Unmasked Estep Score: -7587208.500000 Penalty: 5448.032227 Iteration 21Q: 3 clusters Score -7587208 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 58590 members Entering Unmasked Estep Score: -7587224.000000 Penalty: 5448.032227 Iteration 22Q: 3 clusters Score -7587224 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 58593 members Entering Unmasked Estep Score: -7587231.500000 Penalty: 5448.032227 Iteration 23Q: 3 clusters Score -7587232 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 58594 members Entering Unmasked Estep Score: -7587232.500000 Penalty: 5448.032227 Iteration 24Q: 3 clusters Score -7587232 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 58595 members Entering Unmasked Estep Score: -7587238.500000 Penalty: 5448.032227 Iteration 25Q: 3 clusters Score -7587238 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 58593 members Entering Unmasked Estep Score: -7587238.000000 Penalty: 5448.032227 Iteration 26Q: 3 clusters Score -7587238 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 58592 members Entering Unmasked Estep Score: -7587237.500000 Penalty: 5448.032227 Iteration 27Q: 3 clusters Score -7587238 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 58592 members Entering Unmasked Estep Score: -7587237.500000 Penalty: 5448.032227 Iteration 28F: 3 clusters Score -7587238 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1578 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Entering Unmasked Estep Score: -191094.859375 Penalty: 1826.250610 Iteration 0F: 2 clusters Score -191094.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 759 members Entering Unmasked Estep Score: -188751.765625 Penalty: 3652.501221 Iteration 0F: 3 clusters Score -188751.8 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -189098.750000 Penalty: 3652.501221 Iteration 1F: 3 clusters Score -189098.8 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 750 members Entering Unmasked Estep Score: -189204.171875 Penalty: 3652.501221 Iteration 2F: 3 clusters Score -189204.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -189248.890625 Penalty: 3652.501221 Iteration 3Q: 3 clusters Score -189248.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -189287.968750 Penalty: 3652.501221 Iteration 4Q: 3 clusters Score -189288 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -189308.031250 Penalty: 3652.501221 Iteration 5Q: 3 clusters Score -189308 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -189321.515625 Penalty: 3652.501221 Iteration 6Q: 3 clusters Score -189321.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -189337.437500 Penalty: 3652.501221 Iteration 7Q: 3 clusters Score -189337.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -189353.734375 Penalty: 3652.501221 Iteration 8Q: 3 clusters Score -189353.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -189366.937500 Penalty: 3652.501221 Iteration 9Q: 3 clusters Score -189366.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -189387.796875 Penalty: 3652.501221 Iteration 10Q: 3 clusters Score -189387.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -189404.296875 Penalty: 3652.501221 Iteration 11Q: 3 clusters Score -189404.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -189419.781250 Penalty: 3652.501221 Iteration 12Q: 3 clusters Score -189419.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -189430.890625 Penalty: 3652.501221 Iteration 13Q: 3 clusters Score -189430.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -189439.046875 Penalty: 3652.501221 Iteration 14Q: 3 clusters Score -189439 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -189448.750000 Penalty: 3652.501221 Iteration 15Q: 3 clusters Score -189448.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -189458.484375 Penalty: 3652.501221 Iteration 16Q: 3 clusters Score -189458.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -189469.140625 Penalty: 3652.501221 Iteration 17Q: 3 clusters Score -189469.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -189477.203125 Penalty: 3652.501221 Iteration 18Q: 3 clusters Score -189477.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -189483.828125 Penalty: 3652.501221 Iteration 19Q: 3 clusters Score -189483.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -189491.546875 Penalty: 3652.501221 Iteration 20F: 3 clusters Score -189491.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -189496.562500 Penalty: 3652.501221 Iteration 21Q: 3 clusters Score -189496.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -189500.437500 Penalty: 3652.501221 Iteration 22Q: 3 clusters Score -189500.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -189506.625000 Penalty: 3652.501221 Iteration 23Q: 3 clusters Score -189506.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -189510.343750 Penalty: 3652.501221 Iteration 24Q: 3 clusters Score -189510.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -189514.718750 Penalty: 3652.501221 Iteration 25Q: 3 clusters Score -189514.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -189520.281250 Penalty: 3652.501221 Iteration 26Q: 3 clusters Score -189520.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -189523.593750 Penalty: 3652.501221 Iteration 27Q: 3 clusters Score -189523.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -189524.546875 Penalty: 3652.501221 Iteration 28Q: 3 clusters Score -189524.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -189526.765625 Penalty: 3652.501221 Iteration 29Q: 3 clusters Score -189526.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -189527.546875 Penalty: 3652.501221 Iteration 30Q: 3 clusters Score -189527.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -189529.156250 Penalty: 3652.501221 Iteration 31Q: 3 clusters Score -189529.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -189530.296875 Penalty: 3652.501221 Iteration 32Q: 3 clusters Score -189530.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -189531.265625 Penalty: 3652.501221 Iteration 33Q: 3 clusters Score -189531.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -189532.546875 Penalty: 3652.501221 Iteration 34Q: 3 clusters Score -189532.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -189534.421875 Penalty: 3652.501221 Iteration 35Q: 3 clusters Score -189534.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -189536.296875 Penalty: 3652.501221 Iteration 36Q: 3 clusters Score -189536.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 709 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -189538.593750 Penalty: 3652.501221 Iteration 37Q: 3 clusters Score -189538.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -189542.171875 Penalty: 3652.501221 Iteration 38Q: 3 clusters Score -189542.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -189543.312500 Penalty: 3652.501221 Iteration 39Q: 3 clusters Score -189543.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -189545.484375 Penalty: 3652.501221 Iteration 40F: 3 clusters Score -189545.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -189547.640625 Penalty: 3652.501221 Iteration 41Q: 3 clusters Score -189547.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -189549.234375 Penalty: 3652.501221 Iteration 42Q: 3 clusters Score -189549.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -189549.234375 Penalty: 3652.501221 Iteration 43F: 3 clusters Score -189549.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1015 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Entering Unmasked Estep Score: -116887.890625 Penalty: 1716.815674 Iteration 0F: 2 clusters Score -116887.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -114963.085938 Penalty: 3433.631348 Iteration 0F: 3 clusters Score -114963.1 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -115270.085938 Penalty: 3433.631348 Iteration 1F: 3 clusters Score -115270.1 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -115357.062500 Penalty: 3433.631348 Iteration 2F: 3 clusters Score -115357.1 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -115426.890625 Penalty: 3433.631348 Iteration 3Q: 3 clusters Score -115426.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -115484.187500 Penalty: 3433.631348 Iteration 4Q: 3 clusters Score -115484.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -115523.500000 Penalty: 3433.631348 Iteration 5Q: 3 clusters Score -115523.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -115544.710938 Penalty: 3433.631348 Iteration 6Q: 3 clusters Score -115544.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -115561.218750 Penalty: 3433.631348 Iteration 7Q: 3 clusters Score -115561.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -115567.656250 Penalty: 3433.631348 Iteration 8Q: 3 clusters Score -115567.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -115571.359375 Penalty: 3433.631348 Iteration 9Q: 3 clusters Score -115571.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -115572.296875 Penalty: 3433.631348 Iteration 10Q: 3 clusters Score -115572.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -115579.843750 Penalty: 3433.631348 Iteration 11Q: 3 clusters Score -115579.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -115587.351562 Penalty: 3433.631348 Iteration 12Q: 3 clusters Score -115587.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -115593.773438 Penalty: 3433.631348 Iteration 13Q: 3 clusters Score -115593.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -115598.312500 Penalty: 3433.631348 Iteration 14Q: 3 clusters Score -115598.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -115602.429688 Penalty: 3433.631348 Iteration 15Q: 3 clusters Score -115602.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -115603.460938 Penalty: 3433.631348 Iteration 16Q: 3 clusters Score -115603.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -115606.195312 Penalty: 3433.631348 Iteration 17Q: 3 clusters Score -115606.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -115606.703125 Penalty: 3433.631348 Iteration 18Q: 3 clusters Score -115606.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -115606.703125 Penalty: 3433.631348 Iteration 19F: 3 clusters Score -115606.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (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: -558098.250000 Penalty: 2079.374756 Iteration 0F: 2 clusters Score -558098.2 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 2210 members Entering Unmasked Estep Score: -553995.000000 Penalty: 4158.749512 Iteration 0F: 3 clusters Score -553995 nChanged 1637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 2263 members Entering Unmasked Estep Score: -554926.125000 Penalty: 4158.749512 Iteration 1F: 3 clusters Score -554926.1 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -555105.000000 Penalty: 4158.749512 Iteration 2F: 3 clusters Score -555105 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -555210.625000 Penalty: 4158.749512 Iteration 3Q: 3 clusters Score -555210.6 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 2271 members Entering Unmasked Estep Score: -555287.500000 Penalty: 4158.749512 Iteration 4Q: 3 clusters Score -555287.5 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -555338.437500 Penalty: 4158.749512 Iteration 5Q: 3 clusters Score -555338.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -555366.375000 Penalty: 4158.749512 Iteration 6Q: 3 clusters Score -555366.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 2288 members Entering Unmasked Estep Score: -555390.625000 Penalty: 4158.749512 Iteration 7Q: 3 clusters Score -555390.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -555405.187500 Penalty: 4158.749512 Iteration 8Q: 3 clusters Score -555405.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -555423.937500 Penalty: 4158.749512 Iteration 9Q: 3 clusters Score -555423.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 2339 members Entering Unmasked Estep Score: -555434.312500 Penalty: 4158.749512 Iteration 10Q: 3 clusters Score -555434.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -555446.187500 Penalty: 4158.749512 Iteration 11Q: 3 clusters Score -555446.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 2368 members Entering Unmasked Estep Score: -555457.062500 Penalty: 4158.749512 Iteration 12Q: 3 clusters Score -555457.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 2385 members Entering Unmasked Estep Score: -555465.562500 Penalty: 4158.749512 Iteration 13Q: 3 clusters Score -555465.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 2401 members Entering Unmasked Estep Score: -555472.062500 Penalty: 4158.749512 Iteration 14Q: 3 clusters Score -555472.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -555478.750000 Penalty: 4158.749512 Iteration 15Q: 3 clusters Score -555478.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -555483.937500 Penalty: 4158.749512 Iteration 16Q: 3 clusters Score -555483.9 nChanged 16 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: -555489.937500 Penalty: 4158.749512 Iteration 17Q: 3 clusters Score -555489.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -555496.250000 Penalty: 4158.749512 Iteration 18Q: 3 clusters Score -555496.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -555502.437500 Penalty: 4158.749512 Iteration 19Q: 3 clusters Score -555502.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 2484 members Entering Unmasked Estep Score: -555509.250000 Penalty: 4158.749512 Iteration 20F: 3 clusters Score -555509.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 2499 members Entering Unmasked Estep Score: -555518.562500 Penalty: 4158.749512 Iteration 21Q: 3 clusters Score -555518.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -555525.625000 Penalty: 4158.749512 Iteration 22Q: 3 clusters Score -555525.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 2523 members Entering Unmasked Estep Score: -555533.250000 Penalty: 4158.749512 Iteration 23Q: 3 clusters Score -555533.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1846 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -555538.812500 Penalty: 4158.749512 Iteration 24Q: 3 clusters Score -555538.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1830 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -555544.062500 Penalty: 4158.749512 Iteration 25Q: 3 clusters Score -555544.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -555545.937500 Penalty: 4158.749512 Iteration 26Q: 3 clusters Score -555545.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -555546.437500 Penalty: 4158.749512 Iteration 27Q: 3 clusters Score -555546.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 2560 members Entering Unmasked Estep Score: -555547.937500 Penalty: 4158.749512 Iteration 28Q: 3 clusters Score -555547.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -555549.437500 Penalty: 4158.749512 Iteration 29Q: 3 clusters Score -555549.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -555550.000000 Penalty: 4158.749512 Iteration 30Q: 3 clusters Score -555550 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 2573 members Entering Unmasked Estep Score: -555551.000000 Penalty: 4158.749512 Iteration 31Q: 3 clusters Score -555551 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -555550.937500 Penalty: 4158.749512 Iteration 32Q: 3 clusters Score -555550.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -555553.187500 Penalty: 4158.749512 Iteration 33Q: 3 clusters Score -555553.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -555555.812500 Penalty: 4158.749512 Iteration 34Q: 3 clusters Score -555555.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 2586 members Entering Unmasked Estep Score: -555556.375000 Penalty: 4158.749512 Iteration 35Q: 3 clusters Score -555556.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -555558.812500 Penalty: 4158.749512 Iteration 36Q: 3 clusters Score -555558.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -555559.937500 Penalty: 4158.749512 Iteration 37Q: 3 clusters Score -555559.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -555562.000000 Penalty: 4158.749512 Iteration 38Q: 3 clusters Score -555562 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 2602 members Entering Unmasked Estep Score: -555562.812500 Penalty: 4158.749512 Iteration 39Q: 3 clusters Score -555562.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -555563.750000 Penalty: 4158.749512 Iteration 40F: 3 clusters Score -555563.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -555565.562500 Penalty: 4158.749512 Iteration 41Q: 3 clusters Score -555565.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 2610 members Entering Unmasked Estep Score: -555567.125000 Penalty: 4158.749512 Iteration 42Q: 3 clusters Score -555567.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1765 members Mstep: Class 2 contains 2614 members Entering Unmasked Estep Score: -555567.812500 Penalty: 4158.749512 Iteration 43Q: 3 clusters Score -555567.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 2618 members Entering Unmasked Estep Score: -555570.937500 Penalty: 4158.749512 Iteration 44Q: 3 clusters Score -555570.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -555572.875000 Penalty: 4158.749512 Iteration 45Q: 3 clusters Score -555572.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 2636 members Entering Unmasked Estep Score: -555577.250000 Penalty: 4158.749512 Iteration 46Q: 3 clusters Score -555577.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1734 members Mstep: Class 2 contains 2645 members Entering Unmasked Estep Score: -555580.562500 Penalty: 4158.749512 Iteration 47Q: 3 clusters Score -555580.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -555584.875000 Penalty: 4158.749512 Iteration 48Q: 3 clusters Score -555584.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -555586.875000 Penalty: 4158.749512 Iteration 49Q: 3 clusters Score -555586.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -555588.812500 Penalty: 4158.749512 Iteration 50Q: 3 clusters Score -555588.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -555592.750000 Penalty: 4158.749512 Iteration 51Q: 3 clusters Score -555592.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1701 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -555596.375000 Penalty: 4158.749512 Iteration 52Q: 3 clusters Score -555596.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -555601.937500 Penalty: 4158.749512 Iteration 53Q: 3 clusters Score -555601.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 2702 members Entering Unmasked Estep Score: -555605.000000 Penalty: 4158.749512 Iteration 54Q: 3 clusters Score -555605 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1670 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -555607.062500 Penalty: 4158.749512 Iteration 55Q: 3 clusters Score -555607.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -555611.750000 Penalty: 4158.749512 Iteration 56Q: 3 clusters Score -555611.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -555614.875000 Penalty: 4158.749512 Iteration 57Q: 3 clusters Score -555614.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -555619.937500 Penalty: 4158.749512 Iteration 58Q: 3 clusters Score -555619.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 2748 members Entering Unmasked Estep Score: -555624.562500 Penalty: 4158.749512 Iteration 59Q: 3 clusters Score -555624.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -555628.875000 Penalty: 4158.749512 Iteration 60F: 3 clusters Score -555628.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -555632.625000 Penalty: 4158.749512 Iteration 61Q: 3 clusters Score -555632.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1602 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -555639.312500 Penalty: 4158.749512 Iteration 62Q: 3 clusters Score -555639.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1593 members Mstep: Class 2 contains 2786 members Entering Unmasked Estep Score: -555643.000000 Penalty: 4158.749512 Iteration 63Q: 3 clusters Score -555643 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -555644.750000 Penalty: 4158.749512 Iteration 64Q: 3 clusters Score -555644.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -555647.437500 Penalty: 4158.749512 Iteration 65Q: 3 clusters Score -555647.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -555649.750000 Penalty: 4158.749512 Iteration 66Q: 3 clusters Score -555649.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -555651.812500 Penalty: 4158.749512 Iteration 67Q: 3 clusters Score -555651.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 2815 members Entering Unmasked Estep Score: -555654.000000 Penalty: 4158.749512 Iteration 68Q: 3 clusters Score -555654 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -555655.312500 Penalty: 4158.749512 Iteration 69Q: 3 clusters Score -555655.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 2824 members Entering Unmasked Estep Score: -555657.062500 Penalty: 4158.749512 Iteration 70Q: 3 clusters Score -555657.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -555659.437500 Penalty: 4158.749512 Iteration 71Q: 3 clusters Score -555659.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 2838 members Entering Unmasked Estep Score: -555662.125000 Penalty: 4158.749512 Iteration 72Q: 3 clusters Score -555662.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -555664.750000 Penalty: 4158.749512 Iteration 73Q: 3 clusters Score -555664.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -555665.062500 Penalty: 4158.749512 Iteration 74Q: 3 clusters Score -555665.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -555665.500000 Penalty: 4158.749512 Iteration 75Q: 3 clusters Score -555665.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -555665.687500 Penalty: 4158.749512 Iteration 76Q: 3 clusters Score -555665.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -555665.687500 Penalty: 4158.749512 Iteration 77Q: 3 clusters Score -555665.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 2848 members Entering Unmasked Estep Score: -555665.687500 Penalty: 4158.749512 Iteration 78F: 3 clusters Score -555665.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Entering Unmasked Estep Score: -32398.220703 Penalty: 1414.538086 Iteration 0F: 2 clusters Score -32398.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -31235.990234 Penalty: 2829.076172 Iteration 0F: 3 clusters Score -31235.99 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -31401.527344 Penalty: 2829.076172 Iteration 1F: 3 clusters Score -31401.53 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -31470.443359 Penalty: 2829.076172 Iteration 2F: 3 clusters Score -31470.44 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -31521.458984 Penalty: 2829.076172 Iteration 3Q: 3 clusters Score -31521.46 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -31553.992188 Penalty: 2829.076172 Iteration 4Q: 3 clusters Score -31553.99 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -31564.101562 Penalty: 2829.076172 Iteration 5Q: 3 clusters Score -31564.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -31564.101562 Penalty: 2829.076172 Iteration 6F: 3 clusters Score -31564.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Entering Unmasked Estep Score: -316729.125000 Penalty: 1943.321777 Iteration 0F: 2 clusters Score -316729.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -313755.562500 Penalty: 3886.643555 Iteration 0F: 3 clusters Score -313755.6 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -314325.312500 Penalty: 3886.643555 Iteration 1F: 3 clusters Score -314325.3 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -314487.406250 Penalty: 3886.643555 Iteration 2F: 3 clusters Score -314487.4 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -314553.687500 Penalty: 3886.643555 Iteration 3Q: 3 clusters Score -314553.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -314603.062500 Penalty: 3886.643555 Iteration 4Q: 3 clusters Score -314603.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -314635.000000 Penalty: 3886.643555 Iteration 5Q: 3 clusters Score -314635 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -314659.031250 Penalty: 3886.643555 Iteration 6Q: 3 clusters Score -314659 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -314671.468750 Penalty: 3886.643555 Iteration 7Q: 3 clusters Score -314671.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -314681.593750 Penalty: 3886.643555 Iteration 8Q: 3 clusters Score -314681.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -314688.906250 Penalty: 3886.643555 Iteration 9Q: 3 clusters Score -314688.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -314696.343750 Penalty: 3886.643555 Iteration 10Q: 3 clusters Score -314696.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -314700.875000 Penalty: 3886.643555 Iteration 11Q: 3 clusters Score -314700.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -314706.968750 Penalty: 3886.643555 Iteration 12Q: 3 clusters Score -314707 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1122 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -314715.281250 Penalty: 3886.643555 Iteration 13Q: 3 clusters Score -314715.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -314724.687500 Penalty: 3886.643555 Iteration 14Q: 3 clusters Score -314724.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -314728.781250 Penalty: 3886.643555 Iteration 15Q: 3 clusters Score -314728.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -314731.562500 Penalty: 3886.643555 Iteration 16Q: 3 clusters Score -314731.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -314733.062500 Penalty: 3886.643555 Iteration 17Q: 3 clusters Score -314733.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -314736.031250 Penalty: 3886.643555 Iteration 18Q: 3 clusters Score -314736 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -314736.718750 Penalty: 3886.643555 Iteration 19Q: 3 clusters Score -314736.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -314737.062500 Penalty: 3886.643555 Iteration 20F: 3 clusters Score -314737.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -314737.718750 Penalty: 3886.643555 Iteration 21Q: 3 clusters Score -314737.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1114 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -314739.125000 Penalty: 3886.643555 Iteration 22Q: 3 clusters Score -314739.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -314739.906250 Penalty: 3886.643555 Iteration 23Q: 3 clusters Score -314739.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -314740.593750 Penalty: 3886.643555 Iteration 24Q: 3 clusters Score -314740.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -314740.593750 Penalty: 3886.643555 Iteration 25F: 3 clusters Score -314740.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (713 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Entering Unmasked Estep Score: -77168.562500 Penalty: 1629.231323 Iteration 0F: 2 clusters Score -77168.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -75543.046875 Penalty: 3258.462646 Iteration 0F: 3 clusters Score -75543.05 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -75969.109375 Penalty: 3258.462646 Iteration 1F: 3 clusters Score -75969.11 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -76181.062500 Penalty: 3258.462646 Iteration 2F: 3 clusters Score -76181.06 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -76305.320312 Penalty: 3258.462646 Iteration 3Q: 3 clusters Score -76305.32 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -76410.421875 Penalty: 3258.462646 Iteration 4Q: 3 clusters Score -76410.42 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -76516.367188 Penalty: 3258.462646 Iteration 5Q: 3 clusters Score -76516.37 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -76632.750000 Penalty: 3258.462646 Iteration 6Q: 3 clusters Score -76632.75 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -76675.585938 Penalty: 3258.462646 Iteration 7Q: 3 clusters Score -76675.59 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -76710.445312 Penalty: 3258.462646 Iteration 8Q: 3 clusters Score -76710.45 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -76765.585938 Penalty: 3258.462646 Iteration 9Q: 3 clusters Score -76765.59 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -76880.875000 Penalty: 3258.462646 Iteration 10Q: 3 clusters Score -76880.88 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -76963.046875 Penalty: 3258.462646 Iteration 11Q: 3 clusters Score -76963.05 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 416 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -76980.390625 Penalty: 3258.462646 Iteration 12Q: 3 clusters Score -76980.39 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -76997.554688 Penalty: 3258.462646 Iteration 13Q: 3 clusters Score -76997.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -77009.468750 Penalty: 3258.462646 Iteration 14Q: 3 clusters Score -77009.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -77033.625000 Penalty: 3258.462646 Iteration 15Q: 3 clusters Score -77033.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -77056.265625 Penalty: 3258.462646 Iteration 16Q: 3 clusters Score -77056.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -77059.539062 Penalty: 3258.462646 Iteration 17Q: 3 clusters Score -77059.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -77063.515625 Penalty: 3258.462646 Iteration 18Q: 3 clusters Score -77063.52 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -77066.210938 Penalty: 3258.462646 Iteration 19Q: 3 clusters Score -77066.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -77066.210938 Penalty: 3258.462646 Iteration 20F: 3 clusters Score -77066.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (31593 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31593 members Entering Unmasked Estep Score: -4103380.500000 Penalty: 2569.451416 Iteration 0F: 2 clusters Score -4103380 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15735 members Mstep: Class 2 contains 15858 members Entering Unmasked Estep Score: -4081771.750000 Penalty: 5138.902832 Iteration 0F: 3 clusters Score -4081772 nChanged 14320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14927 members Mstep: Class 2 contains 16666 members Entering Unmasked Estep Score: -4089574.000000 Penalty: 5138.902832 Iteration 1F: 3 clusters Score -4089574 nChanged 1473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14426 members Mstep: Class 2 contains 17167 members Entering Unmasked Estep Score: -4090049.500000 Penalty: 5138.902832 Iteration 2Q: 3 clusters Score -4090050 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13727 members Mstep: Class 2 contains 17866 members Entering Unmasked Estep Score: -4090484.250000 Penalty: 5138.902832 Iteration 3Q: 3 clusters Score -4090484 nChanged 1398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12727 members Mstep: Class 2 contains 18866 members Entering Unmasked Estep Score: -4091079.500000 Penalty: 5138.902832 Iteration 4Q: 3 clusters Score -4091080 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11393 members Mstep: Class 2 contains 20200 members Entering Unmasked Estep Score: -4091804.750000 Penalty: 5138.902832 Iteration 5Q: 3 clusters Score -4091805 nChanged 1831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9668 members Mstep: Class 2 contains 21925 members Entering Unmasked Estep Score: -4092911.500000 Penalty: 5138.902832 Iteration 6F: 3 clusters Score -4092912 nChanged 2070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7654 members Mstep: Class 2 contains 23939 members Entering Unmasked Estep Score: -4094352.000000 Penalty: 5138.902832 Iteration 7F: 3 clusters Score -4094352 nChanged 2189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5489 members Mstep: Class 2 contains 26104 members Entering Unmasked Estep Score: -4096148.000000 Penalty: 5138.902832 Iteration 8F: 3 clusters Score -4096148 nChanged 2057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3442 members Mstep: Class 2 contains 28151 members Entering Unmasked Estep Score: -4098034.750000 Penalty: 5138.902832 Iteration 9F: 3 clusters Score -4098035 nChanged 1560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 29705 members Entering Unmasked Estep Score: -4099564.750000 Penalty: 5138.902832 Iteration 10Q: 3 clusters Score -4099565 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 30596 members Entering Unmasked Estep Score: -4100386.000000 Penalty: 5138.902832 Iteration 11Q: 3 clusters Score -4100386 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 31013 members Entering Unmasked Estep Score: -4100790.250000 Penalty: 5138.902832 Iteration 12Q: 3 clusters Score -4100790 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 31191 members Entering Unmasked Estep Score: -4100989.500000 Penalty: 5138.902832 Iteration 13Q: 3 clusters Score -4100990 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 31258 members Entering Unmasked Estep Score: -4101062.750000 Penalty: 5138.902832 Iteration 14Q: 3 clusters Score -4101063 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 31301 members Entering Unmasked Estep Score: -4101123.000000 Penalty: 5138.902832 Iteration 15Q: 3 clusters Score -4101123 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 31314 members Entering Unmasked Estep Score: -4101147.500000 Penalty: 5138.902832 Iteration 16Q: 3 clusters Score -4101148 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 31325 members Entering Unmasked Estep Score: -4101160.750000 Penalty: 5138.902832 Iteration 17Q: 3 clusters Score -4101161 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 31333 members Entering Unmasked Estep Score: -4101171.750000 Penalty: 5138.902832 Iteration 18Q: 3 clusters Score -4101172 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 31337 members Entering Unmasked Estep Score: -4101177.750000 Penalty: 5138.902832 Iteration 19Q: 3 clusters Score -4101178 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 31339 members Entering Unmasked Estep Score: -4101181.750000 Penalty: 5138.902832 Iteration 20F: 3 clusters Score -4101182 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Entering Unmasked Estep Score: -58223.890625 Penalty: 1556.140991 Iteration 0F: 2 clusters Score -58223.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -56673.992188 Penalty: 3112.281982 Iteration 0F: 3 clusters Score -56673.99 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -56903.496094 Penalty: 3112.281982 Iteration 1F: 3 clusters Score -56903.5 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -57015.355469 Penalty: 3112.281982 Iteration 2F: 3 clusters Score -57015.36 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -57060.363281 Penalty: 3112.281982 Iteration 3Q: 3 clusters Score -57060.36 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -57102.421875 Penalty: 3112.281982 Iteration 4Q: 3 clusters Score -57102.42 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -57149.914062 Penalty: 3112.281982 Iteration 5Q: 3 clusters Score -57149.91 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -57203.285156 Penalty: 3112.281982 Iteration 6Q: 3 clusters Score -57203.29 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -57305.472656 Penalty: 3112.281982 Iteration 7Q: 3 clusters Score -57305.47 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -57584.781250 Penalty: 3112.281982 Iteration 8Q: 3 clusters Score -57584.78 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -57702.734375 Penalty: 3112.281982 Iteration 9Q: 3 clusters Score -57702.73 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -57858.773438 Penalty: 3112.281982 Iteration 10Q: 3 clusters Score -57858.77 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -57945.695312 Penalty: 3112.281982 Iteration 11Q: 3 clusters Score -57945.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -57976.957031 Penalty: 3112.281982 Iteration 12Q: 3 clusters Score -57976.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -57994.679688 Penalty: 3112.281982 Iteration 13Q: 3 clusters Score -57994.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -58006.726562 Penalty: 3112.281982 Iteration 14Q: 3 clusters Score -58006.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -58008.082031 Penalty: 3112.281982 Iteration 15Q: 3 clusters Score -58008.08 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -58008.082031 Penalty: 3112.281982 Iteration 16F: 3 clusters Score -58008.08 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Entering Unmasked Estep Score: -40424.523438 Penalty: 1459.753784 Iteration 0F: 2 clusters Score -40424.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -39045.371094 Penalty: 2919.507568 Iteration 0F: 3 clusters Score -39045.37 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -39192.058594 Penalty: 2919.507568 Iteration 1F: 3 clusters Score -39192.06 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -39271.160156 Penalty: 2919.507568 Iteration 2F: 3 clusters Score -39271.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -39303.152344 Penalty: 2919.507568 Iteration 3Q: 3 clusters Score -39303.15 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -39311.570312 Penalty: 2919.507568 Iteration 4Q: 3 clusters Score -39311.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -39313.394531 Penalty: 2919.507568 Iteration 5Q: 3 clusters Score -39313.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -39313.394531 Penalty: 2919.507568 Iteration 6F: 3 clusters Score -39313.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (3670 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Entering Unmasked Estep Score: -468687.812500 Penalty: 2035.570801 Iteration 0F: 2 clusters Score -468687.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -464963.781250 Penalty: 4071.141602 Iteration 0F: 3 clusters Score -464963.8 nChanged 1361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 1978 members Entering Unmasked Estep Score: -465749.531250 Penalty: 4071.141602 Iteration 1F: 3 clusters Score -465749.5 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -465916.875000 Penalty: 4071.141602 Iteration 2F: 3 clusters Score -465916.9 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -466006.750000 Penalty: 4071.141602 Iteration 3Q: 3 clusters Score -466006.8 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 2138 members Entering Unmasked Estep Score: -466052.062500 Penalty: 4071.141602 Iteration 4Q: 3 clusters Score -466052.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 2177 members Entering Unmasked Estep Score: -466089.468750 Penalty: 4071.141602 Iteration 5Q: 3 clusters Score -466089.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 2223 members Entering Unmasked Estep Score: -466132.593750 Penalty: 4071.141602 Iteration 6Q: 3 clusters Score -466132.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -466170.718750 Penalty: 4071.141602 Iteration 7Q: 3 clusters Score -466170.7 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 2322 members Entering Unmasked Estep Score: -466215.593750 Penalty: 4071.141602 Iteration 8Q: 3 clusters Score -466215.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -466259.343750 Penalty: 4071.141602 Iteration 9Q: 3 clusters Score -466259.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -466306.593750 Penalty: 4071.141602 Iteration 10Q: 3 clusters Score -466306.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 2472 members Entering Unmasked Estep Score: -466358.187500 Penalty: 4071.141602 Iteration 11Q: 3 clusters Score -466358.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -466419.375000 Penalty: 4071.141602 Iteration 12Q: 3 clusters Score -466419.4 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -466493.468750 Penalty: 4071.141602 Iteration 13Q: 3 clusters Score -466493.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 2642 members Entering Unmasked Estep Score: -466571.406250 Penalty: 4071.141602 Iteration 14Q: 3 clusters Score -466571.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -466649.750000 Penalty: 4071.141602 Iteration 15Q: 3 clusters Score -466649.8 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -466732.218750 Penalty: 4071.141602 Iteration 16Q: 3 clusters Score -466732.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 2826 members Entering Unmasked Estep Score: -466813.187500 Penalty: 4071.141602 Iteration 17Q: 3 clusters Score -466813.2 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -466901.718750 Penalty: 4071.141602 Iteration 18Q: 3 clusters Score -466901.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 2933 members Entering Unmasked Estep Score: -466965.375000 Penalty: 4071.141602 Iteration 19Q: 3 clusters Score -466965.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -467008.031250 Penalty: 4071.141602 Iteration 20F: 3 clusters Score -467008 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -467055.687500 Penalty: 4071.141602 Iteration 21Q: 3 clusters Score -467055.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 3011 members Entering Unmasked Estep Score: -467089.812500 Penalty: 4071.141602 Iteration 22Q: 3 clusters Score -467089.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -467116.250000 Penalty: 4071.141602 Iteration 23Q: 3 clusters Score -467116.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 3048 members Entering Unmasked Estep Score: -467136.062500 Penalty: 4071.141602 Iteration 24Q: 3 clusters Score -467136.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -467148.312500 Penalty: 4071.141602 Iteration 25Q: 3 clusters Score -467148.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 3071 members Entering Unmasked Estep Score: -467158.531250 Penalty: 4071.141602 Iteration 26Q: 3 clusters Score -467158.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -467167.593750 Penalty: 4071.141602 Iteration 27Q: 3 clusters Score -467167.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 3083 members Entering Unmasked Estep Score: -467175.656250 Penalty: 4071.141602 Iteration 28Q: 3 clusters Score -467175.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 3092 members Entering Unmasked Estep Score: -467184.968750 Penalty: 4071.141602 Iteration 29Q: 3 clusters Score -467185 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -467190.187500 Penalty: 4071.141602 Iteration 30Q: 3 clusters Score -467190.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -467194.687500 Penalty: 4071.141602 Iteration 31Q: 3 clusters Score -467194.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -467197.250000 Penalty: 4071.141602 Iteration 32Q: 3 clusters Score -467197.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -467199.500000 Penalty: 4071.141602 Iteration 33Q: 3 clusters Score -467199.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 3112 members Entering Unmasked Estep Score: -467201.500000 Penalty: 4071.141602 Iteration 34Q: 3 clusters Score -467201.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -467204.968750 Penalty: 4071.141602 Iteration 35Q: 3 clusters Score -467205 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 3117 members Entering Unmasked Estep Score: -467207.625000 Penalty: 4071.141602 Iteration 36Q: 3 clusters Score -467207.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -467210.718750 Penalty: 4071.141602 Iteration 37Q: 3 clusters Score -467210.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -467214.593750 Penalty: 4071.141602 Iteration 38Q: 3 clusters Score -467214.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 3125 members Entering Unmasked Estep Score: -467220.687500 Penalty: 4071.141602 Iteration 39Q: 3 clusters Score -467220.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 3135 members Entering Unmasked Estep Score: -467236.187500 Penalty: 4071.141602 Iteration 40F: 3 clusters Score -467236.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -467250.531250 Penalty: 4071.141602 Iteration 41Q: 3 clusters Score -467250.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 3156 members Entering Unmasked Estep Score: -467260.687500 Penalty: 4071.141602 Iteration 42Q: 3 clusters Score -467260.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -467279.906250 Penalty: 4071.141602 Iteration 43Q: 3 clusters Score -467279.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -467298.750000 Penalty: 4071.141602 Iteration 44Q: 3 clusters Score -467298.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -467318.250000 Penalty: 4071.141602 Iteration 45Q: 3 clusters Score -467318.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 3201 members Entering Unmasked Estep Score: -467336.000000 Penalty: 4071.141602 Iteration 46Q: 3 clusters Score -467336 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 3206 members Entering Unmasked Estep Score: -467357.500000 Penalty: 4071.141602 Iteration 47Q: 3 clusters Score -467357.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -467376.218750 Penalty: 4071.141602 Iteration 48Q: 3 clusters Score -467376.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 3221 members Entering Unmasked Estep Score: -467398.687500 Penalty: 4071.141602 Iteration 49Q: 3 clusters Score -467398.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 3227 members Entering Unmasked Estep Score: -467418.500000 Penalty: 4071.141602 Iteration 50Q: 3 clusters Score -467418.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -467445.781250 Penalty: 4071.141602 Iteration 51Q: 3 clusters Score -467445.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -467468.093750 Penalty: 4071.141602 Iteration 52Q: 3 clusters Score -467468.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 3256 members Entering Unmasked Estep Score: -467509.750000 Penalty: 4071.141602 Iteration 53Q: 3 clusters Score -467509.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 3270 members Entering Unmasked Estep Score: -467557.781250 Penalty: 4071.141602 Iteration 54Q: 3 clusters Score -467557.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -467603.093750 Penalty: 4071.141602 Iteration 55Q: 3 clusters Score -467603.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 3283 members Entering Unmasked Estep Score: -467623.281250 Penalty: 4071.141602 Iteration 56Q: 3 clusters Score -467623.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 3286 members Entering Unmasked Estep Score: -467644.468750 Penalty: 4071.141602 Iteration 57Q: 3 clusters Score -467644.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -467655.281250 Penalty: 4071.141602 Iteration 58Q: 3 clusters Score -467655.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 3279 members Entering Unmasked Estep Score: -467660.218750 Penalty: 4071.141602 Iteration 59Q: 3 clusters Score -467660.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -467664.437500 Penalty: 4071.141602 Iteration 60F: 3 clusters Score -467664.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 3273 members Entering Unmasked Estep Score: -467666.562500 Penalty: 4071.141602 Iteration 61Q: 3 clusters Score -467666.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -467667.031250 Penalty: 4071.141602 Iteration 62Q: 3 clusters Score -467667 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -467667.031250 Penalty: 4071.141602 Iteration 63F: 3 clusters Score -467667 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (23355 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23355 members Entering Unmasked Estep Score: -3002517.750000 Penalty: 2494.524414 Iteration 0F: 2 clusters Score -3002518 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11651 members Mstep: Class 2 contains 11704 members Entering Unmasked Estep Score: -2986456.000000 Penalty: 4989.048828 Iteration 0F: 3 clusters Score -2986456 nChanged 10206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11143 members Mstep: Class 2 contains 12212 members Entering Unmasked Estep Score: -2991910.250000 Penalty: 4989.048828 Iteration 1F: 3 clusters Score -2991910 nChanged 1082 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10823 members Mstep: Class 2 contains 12532 members Entering Unmasked Estep Score: -2992242.000000 Penalty: 4989.048828 Iteration 2Q: 3 clusters Score -2992242 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10438 members Mstep: Class 2 contains 12917 members Entering Unmasked Estep Score: -2992546.250000 Penalty: 4989.048828 Iteration 3Q: 3 clusters Score -2992546 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9899 members Mstep: Class 2 contains 13456 members Entering Unmasked Estep Score: -2992851.000000 Penalty: 4989.048828 Iteration 4Q: 3 clusters Score -2992851 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9191 members Mstep: Class 2 contains 14164 members Entering Unmasked Estep Score: -2993197.500000 Penalty: 4989.048828 Iteration 5Q: 3 clusters Score -2993198 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8317 members Mstep: Class 2 contains 15038 members Entering Unmasked Estep Score: -2993652.500000 Penalty: 4989.048828 Iteration 6Q: 3 clusters Score -2993652 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7208 members Mstep: Class 2 contains 16147 members Entering Unmasked Estep Score: -2994337.500000 Penalty: 4989.048828 Iteration 7F: 3 clusters Score -2994338 nChanged 1407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5823 members Mstep: Class 2 contains 17532 members Entering Unmasked Estep Score: -2995284.500000 Penalty: 4989.048828 Iteration 8F: 3 clusters Score -2995284 nChanged 1539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4294 members Mstep: Class 2 contains 19061 members Entering Unmasked Estep Score: -2996526.250000 Penalty: 4989.048828 Iteration 9F: 3 clusters Score -2996526 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 20561 members Entering Unmasked Estep Score: -2997855.250000 Penalty: 4989.048828 Iteration 10F: 3 clusters Score -2997855 nChanged 1178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 21735 members Entering Unmasked Estep Score: -2998935.750000 Penalty: 4989.048828 Iteration 11F: 3 clusters Score -2998936 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 22453 members Entering Unmasked Estep Score: -2999626.000000 Penalty: 4989.048828 Iteration 12Q: 3 clusters Score -2999626 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 22789 members Entering Unmasked Estep Score: -2999984.750000 Penalty: 4989.048828 Iteration 13Q: 3 clusters Score -2999985 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 22957 members Entering Unmasked Estep Score: -3000188.750000 Penalty: 4989.048828 Iteration 14Q: 3 clusters Score -3000189 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 23027 members Entering Unmasked Estep Score: -3000295.250000 Penalty: 4989.048828 Iteration 15Q: 3 clusters Score -3000295 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 23053 members Entering Unmasked Estep Score: -3000338.500000 Penalty: 4989.048828 Iteration 16Q: 3 clusters Score -3000338 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 23069 members Entering Unmasked Estep Score: -3000376.000000 Penalty: 4989.048828 Iteration 17Q: 3 clusters Score -3000376 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 23071 members Entering Unmasked Estep Score: -3000388.250000 Penalty: 4989.048828 Iteration 18Q: 3 clusters Score -3000388 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 23075 members Entering Unmasked Estep Score: -3000402.000000 Penalty: 4989.048828 Iteration 19Q: 3 clusters Score -3000402 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 23078 members Entering Unmasked Estep Score: -3000408.750000 Penalty: 4989.048828 Iteration 20F: 3 clusters Score -3000409 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 23081 members Entering Unmasked Estep Score: -3000417.500000 Penalty: 4989.048828 Iteration 21Q: 3 clusters Score -3000418 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 23081 members Entering Unmasked Estep Score: -3000426.500000 Penalty: 4989.048828 Iteration 22Q: 3 clusters Score -3000426 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 23086 members Entering Unmasked Estep Score: -3000433.750000 Penalty: 4989.048828 Iteration 23Q: 3 clusters Score -3000434 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 23087 members Entering Unmasked Estep Score: -3000435.500000 Penalty: 4989.048828 Iteration 24Q: 3 clusters Score -3000436 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 23088 members Entering Unmasked Estep Score: -3000435.250000 Penalty: 4989.048828 Iteration 25Q: 3 clusters Score -3000435 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 23088 members Entering Unmasked Estep Score: -3000435.250000 Penalty: 4989.048828 Iteration 26F: 3 clusters Score -3000435 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22202 members Mstep: Class 2 contains 4628 members Mstep: Class 3 contains 4155 members Mstep: Class 4 contains 4244 members Mstep: Class 6 contains 13350 members Mstep: Class 7 contains 17450 members Mstep: Class 8 contains 202330 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3250 members Mstep: Class 11 contains 17365 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14814 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58920 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4379 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31593 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714448.000000 Penalty: 83868.500000 Iteration 239Q: 27 clusters Score -5.571445e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22198 members Mstep: Class 2 contains 4628 members Mstep: Class 3 contains 4156 members Mstep: Class 4 contains 4244 members Mstep: Class 6 contains 13350 members Mstep: Class 7 contains 17455 members Mstep: Class 8 contains 202303 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3271 members Mstep: Class 11 contains 17365 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14814 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58919 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4379 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31598 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714512.000000 Penalty: 83868.500000 Iteration 240F: 27 clusters Score -5.571451e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22196 members Mstep: Class 2 contains 4628 members Mstep: Class 3 contains 4157 members Mstep: Class 4 contains 4244 members Mstep: Class 6 contains 13351 members Mstep: Class 7 contains 17459 members Mstep: Class 8 contains 202273 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3291 members Mstep: Class 11 contains 17367 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7669 members Mstep: Class 14 contains 14814 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58919 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4380 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31602 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714544.000000 Penalty: 83868.500000 Iteration 241Q: 27 clusters Score -5.571454e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22192 members Mstep: Class 2 contains 4628 members Mstep: Class 3 contains 4158 members Mstep: Class 4 contains 4244 members Mstep: Class 6 contains 13353 members Mstep: Class 7 contains 17468 members Mstep: Class 8 contains 202247 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3307 members Mstep: Class 11 contains 17368 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7668 members Mstep: Class 14 contains 14814 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58918 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4381 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31604 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714552.000000 Penalty: 83868.500000 Iteration 242Q: 27 clusters Score -5.571455e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22189 members Mstep: Class 2 contains 4628 members Mstep: Class 3 contains 4159 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13356 members Mstep: Class 7 contains 17475 members Mstep: Class 8 contains 202216 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3323 members Mstep: Class 11 contains 17369 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7669 members Mstep: Class 14 contains 14814 members Mstep: Class 15 contains 3989 members Mstep: Class 16 contains 58924 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4381 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31605 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23355 members Entering Unmasked Estep ConsiderDeletion Score: -55714548.000000 Penalty: 83868.500000 Iteration 243Q: 27 clusters Score -5.571455e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22187 members Mstep: Class 2 contains 4628 members Mstep: Class 3 contains 4159 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13360 members Mstep: Class 7 contains 17481 members Mstep: Class 8 contains 202186 members Mstep: Class 9 contains 815 members Mstep: Class 10 contains 3333 members Mstep: Class 11 contains 17371 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7670 members Mstep: Class 14 contains 14814 members Mstep: Class 15 contains 3989 members Mstep: Class 16 contains 58930 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4381 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31609 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23354 members Entering Unmasked Estep ConsiderDeletion Score: -55714532.000000 Penalty: 83868.500000 Iteration 244Q: 27 clusters Score -5.571453e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22184 members Mstep: Class 2 contains 4629 members Mstep: Class 3 contains 4159 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13362 members Mstep: Class 7 contains 17485 members Mstep: Class 8 contains 202165 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3339 members Mstep: Class 11 contains 17376 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7672 members Mstep: Class 14 contains 14814 members Mstep: Class 15 contains 3989 members Mstep: Class 16 contains 58931 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4381 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31611 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23354 members Entering Unmasked Estep ConsiderDeletion Score: -55714576.000000 Penalty: 83868.500000 Iteration 245Q: 27 clusters Score -5.571458e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22182 members Mstep: Class 2 contains 4629 members Mstep: Class 3 contains 4159 members Mstep: Class 4 contains 4243 members Mstep: Class 6 contains 13363 members Mstep: Class 7 contains 17488 members Mstep: Class 8 contains 202136 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3349 members Mstep: Class 11 contains 17379 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7678 members Mstep: Class 14 contains 14815 members Mstep: Class 15 contains 3989 members Mstep: Class 16 contains 58934 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4381 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31615 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23354 members Entering Unmasked Estep ConsiderDeletion Score: -55714516.000000 Penalty: 83868.500000 Iteration 246Q: 27 clusters Score -5.571452e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22176 members Mstep: Class 2 contains 4629 members Mstep: Class 3 contains 4159 members Mstep: Class 4 contains 4244 members Mstep: Class 6 contains 13363 members Mstep: Class 7 contains 17491 members Mstep: Class 8 contains 202116 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3362 members Mstep: Class 11 contains 17379 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7684 members Mstep: Class 14 contains 14815 members Mstep: Class 15 contains 3989 members Mstep: Class 16 contains 58936 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4381 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31616 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23354 members Entering Unmasked Estep ConsiderDeletion Score: -55714512.000000 Penalty: 83868.500000 Iteration 247Q: 27 clusters Score -5.571451e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22172 members Mstep: Class 2 contains 4629 members Mstep: Class 3 contains 4159 members Mstep: Class 4 contains 4247 members Mstep: Class 6 contains 13364 members Mstep: Class 7 contains 17495 members Mstep: Class 8 contains 202095 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3374 members Mstep: Class 11 contains 17380 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7687 members Mstep: Class 14 contains 14815 members Mstep: Class 15 contains 3989 members Mstep: Class 16 contains 58937 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4380 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31617 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23354 members Entering Unmasked Estep ConsiderDeletion Score: -55714524.000000 Penalty: 83868.500000 Iteration 248Q: 27 clusters Score -5.571452e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22170 members Mstep: Class 2 contains 4629 members Mstep: Class 3 contains 4159 members Mstep: Class 4 contains 4249 members Mstep: Class 6 contains 13364 members Mstep: Class 7 contains 17500 members Mstep: Class 8 contains 202069 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3387 members Mstep: Class 11 contains 17382 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7688 members Mstep: Class 14 contains 14815 members Mstep: Class 15 contains 3989 members Mstep: Class 16 contains 58939 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4381 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31619 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23354 members Entering Unmasked Estep ConsiderDeletion Score: -55714580.000000 Penalty: 83868.500000 Iteration 249Q: 27 clusters Score -5.571458e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22166 members Mstep: Class 2 contains 4629 members Mstep: Class 3 contains 4159 members Mstep: Class 4 contains 4249 members Mstep: Class 6 contains 13364 members Mstep: Class 7 contains 17508 members Mstep: Class 8 contains 202051 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3396 members Mstep: Class 11 contains 17386 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7689 members Mstep: Class 14 contains 14815 members Mstep: Class 15 contains 3989 members Mstep: Class 16 contains 58939 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4381 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31619 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23354 members Entering Unmasked Estep ConsiderDeletion Score: -55714588.000000 Penalty: 83868.500000 Iteration 250Q: 27 clusters Score -5.571459e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22165 members Mstep: Class 2 contains 4629 members Mstep: Class 3 contains 4159 members Mstep: Class 4 contains 4250 members Mstep: Class 6 contains 13364 members Mstep: Class 7 contains 17518 members Mstep: Class 8 contains 202031 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3404 members Mstep: Class 11 contains 17387 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7690 members Mstep: Class 14 contains 14815 members Mstep: Class 15 contains 3989 members Mstep: Class 16 contains 58938 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4381 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31620 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23354 members Entering Unmasked Estep ConsiderDeletion Score: -55714620.000000 Penalty: 83868.500000 Iteration 251Q: 27 clusters Score -5.571462e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22164 members Mstep: Class 2 contains 4629 members Mstep: Class 3 contains 4159 members Mstep: Class 4 contains 4253 members Mstep: Class 6 contains 13363 members Mstep: Class 7 contains 17526 members Mstep: Class 8 contains 202013 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3410 members Mstep: Class 11 contains 17388 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7691 members Mstep: Class 14 contains 14815 members Mstep: Class 15 contains 3989 members Mstep: Class 16 contains 58940 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4380 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31620 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23354 members Entering Unmasked Estep ConsiderDeletion Score: -55714572.000000 Penalty: 83868.500000 Iteration 252Q: 27 clusters Score -5.571457e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22164 members Mstep: Class 2 contains 4629 members Mstep: Class 3 contains 4159 members Mstep: Class 4 contains 4253 members Mstep: Class 6 contains 13368 members Mstep: Class 7 contains 17534 members Mstep: Class 8 contains 201994 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3419 members Mstep: Class 11 contains 17389 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7691 members Mstep: Class 14 contains 14815 members Mstep: Class 15 contains 3989 members Mstep: Class 16 contains 58942 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4375 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31620 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23354 members Entering Unmasked Estep ConsiderDeletion Score: -55714576.000000 Penalty: 83868.500000 Iteration 253Q: 27 clusters Score -5.571458e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22162 members Mstep: Class 2 contains 4629 members Mstep: Class 3 contains 4159 members Mstep: Class 4 contains 4253 members Mstep: Class 6 contains 13374 members Mstep: Class 7 contains 17542 members Mstep: Class 8 contains 201971 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3432 members Mstep: Class 11 contains 17389 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7691 members Mstep: Class 14 contains 14814 members Mstep: Class 15 contains 3989 members Mstep: Class 16 contains 58942 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1015 members Mstep: Class 19 contains 4374 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31620 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23354 members Entering Unmasked Estep ConsiderDeletion Score: -55714572.000000 Penalty: 83868.500000 Iteration 254Q: 27 clusters Score -5.571457e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22157 members Mstep: Class 2 contains 4630 members Mstep: Class 3 contains 4160 members Mstep: Class 4 contains 4254 members Mstep: Class 6 contains 13376 members Mstep: Class 7 contains 17546 members Mstep: Class 8 contains 201955 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3444 members Mstep: Class 11 contains 17389 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7691 members Mstep: Class 14 contains 14813 members Mstep: Class 15 contains 3989 members Mstep: Class 16 contains 58943 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4373 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31620 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23354 members Entering Unmasked Estep ConsiderDeletion Score: -55714580.000000 Penalty: 83868.500000 Iteration 255Q: 27 clusters Score -5.571458e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22155 members Mstep: Class 2 contains 4631 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4257 members Mstep: Class 6 contains 13379 members Mstep: Class 7 contains 17553 members Mstep: Class 8 contains 201933 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3454 members Mstep: Class 11 contains 17389 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7691 members Mstep: Class 14 contains 14813 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58942 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4370 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31622 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23354 members Entering Unmasked Estep ConsiderDeletion Score: -55714560.000000 Penalty: 83868.500000 Iteration 256Q: 27 clusters Score -5.571456e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22152 members Mstep: Class 2 contains 4634 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4259 members Mstep: Class 6 contains 13382 members Mstep: Class 7 contains 17559 members Mstep: Class 8 contains 201917 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3458 members Mstep: Class 11 contains 17389 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7691 members Mstep: Class 14 contains 14813 members Mstep: Class 15 contains 3991 members Mstep: Class 16 contains 58942 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4367 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31624 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3670 members Mstep: Class 27 contains 23354 members Entering Unmasked Estep ConsiderDeletion Score: -55714508.000000 Penalty: 83868.500000 Iteration 257Q: 27 clusters Score -5.571451e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22150 members Mstep: Class 2 contains 4635 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4261 members Mstep: Class 6 contains 13385 members Mstep: Class 7 contains 17567 members Mstep: Class 8 contains 201896 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3465 members Mstep: Class 11 contains 17388 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7691 members Mstep: Class 14 contains 14813 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58943 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4367 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31628 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23354 members Entering Unmasked Estep ConsiderDeletion Score: -55714568.000000 Penalty: 83868.500000 Iteration 258Q: 27 clusters Score -5.571457e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22146 members Mstep: Class 2 contains 4635 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4261 members Mstep: Class 6 contains 13386 members Mstep: Class 7 contains 17577 members Mstep: Class 8 contains 201880 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3471 members Mstep: Class 11 contains 17388 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7690 members Mstep: Class 14 contains 14813 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58940 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4368 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31635 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23354 members Entering Unmasked Estep ConsiderDeletion Score: -55714572.000000 Penalty: 83868.500000 Iteration 259Q: 27 clusters Score -5.571457e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22139 members Mstep: Class 2 contains 4635 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4260 members Mstep: Class 6 contains 13388 members Mstep: Class 7 contains 17589 members Mstep: Class 8 contains 201869 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3474 members Mstep: Class 11 contains 17389 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7690 members Mstep: Class 14 contains 14812 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58937 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4367 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31639 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23356 members Entering Unmasked Estep ConsiderDeletion Score: -55714572.000000 Penalty: 83868.500000 Iteration 260F: 27 clusters Score -5.571457e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22136 members Mstep: Class 2 contains 4635 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4260 members Mstep: Class 6 contains 13390 members Mstep: Class 7 contains 17593 members Mstep: Class 8 contains 201863 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3477 members Mstep: Class 11 contains 17389 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7690 members Mstep: Class 14 contains 14812 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58937 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4364 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31641 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23356 members Entering Unmasked Estep ConsiderDeletion Score: -55714552.000000 Penalty: 83868.500000 Iteration 261Q: 27 clusters Score -5.571455e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22133 members Mstep: Class 2 contains 4635 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4260 members Mstep: Class 6 contains 13391 members Mstep: Class 7 contains 17595 members Mstep: Class 8 contains 201858 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3480 members Mstep: Class 11 contains 17389 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7690 members Mstep: Class 14 contains 14812 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58938 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4364 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31642 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23356 members Entering Unmasked Estep ConsiderDeletion Score: -55714560.000000 Penalty: 83868.500000 Iteration 262Q: 27 clusters Score -5.571456e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22130 members Mstep: Class 2 contains 4635 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4260 members Mstep: Class 6 contains 13390 members Mstep: Class 7 contains 17595 members Mstep: Class 8 contains 201859 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3483 members Mstep: Class 11 contains 17389 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7690 members Mstep: Class 14 contains 14812 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58938 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4364 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31642 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23356 members Entering Unmasked Estep ConsiderDeletion Score: -55714564.000000 Penalty: 83868.500000 Iteration 263Q: 27 clusters Score -5.571456e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22127 members Mstep: Class 2 contains 4635 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4260 members Mstep: Class 6 contains 13391 members Mstep: Class 7 contains 17596 members Mstep: Class 8 contains 201852 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3488 members Mstep: Class 11 contains 17389 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7690 members Mstep: Class 14 contains 14812 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58938 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4366 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31643 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23356 members Entering Unmasked Estep ConsiderDeletion Score: -55714528.000000 Penalty: 83868.500000 Iteration 264Q: 27 clusters Score -5.571453e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22123 members Mstep: Class 2 contains 4635 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4260 members Mstep: Class 6 contains 13392 members Mstep: Class 7 contains 17596 members Mstep: Class 8 contains 201848 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3494 members Mstep: Class 11 contains 17389 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7690 members Mstep: Class 14 contains 14812 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58938 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4366 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31644 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23356 members Entering Unmasked Estep ConsiderDeletion Score: -55714572.000000 Penalty: 83868.500000 Iteration 265Q: 27 clusters Score -5.571457e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22123 members Mstep: Class 2 contains 4635 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4261 members Mstep: Class 6 contains 13393 members Mstep: Class 7 contains 17596 members Mstep: Class 8 contains 201840 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3501 members Mstep: Class 11 contains 17389 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7690 members Mstep: Class 14 contains 14812 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58938 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4365 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31644 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23356 members Entering Unmasked Estep ConsiderDeletion Score: -55714576.000000 Penalty: 83868.500000 Iteration 266Q: 27 clusters Score -5.571458e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22123 members Mstep: Class 2 contains 4635 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4262 members Mstep: Class 6 contains 13395 members Mstep: Class 7 contains 17596 members Mstep: Class 8 contains 201828 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3509 members Mstep: Class 11 contains 17389 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7690 members Mstep: Class 14 contains 14812 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58939 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4365 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31644 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3669 members Mstep: Class 27 contains 23356 members Entering Unmasked Estep ConsiderDeletion Score: -55714568.000000 Penalty: 83868.500000 Iteration 267Q: 27 clusters Score -5.571457e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22123 members Mstep: Class 2 contains 4635 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4262 members Mstep: Class 6 contains 13398 members Mstep: Class 7 contains 17596 members Mstep: Class 8 contains 201818 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3516 members Mstep: Class 11 contains 17389 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7690 members Mstep: Class 14 contains 14812 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58940 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4365 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31644 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23356 members Entering Unmasked Estep ConsiderDeletion Score: -55714584.000000 Penalty: 83868.500000 Iteration 268Q: 27 clusters Score -5.571458e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22123 members Mstep: Class 2 contains 4635 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4262 members Mstep: Class 6 contains 13397 members Mstep: Class 7 contains 17596 members Mstep: Class 8 contains 201811 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3520 members Mstep: Class 11 contains 17391 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7690 members Mstep: Class 14 contains 14813 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58941 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4365 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31644 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23356 members Entering Unmasked Estep ConsiderDeletion Score: -55714556.000000 Penalty: 83868.500000 Iteration 269Q: 27 clusters Score -5.571456e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22122 members Mstep: Class 2 contains 4635 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4262 members Mstep: Class 6 contains 13397 members Mstep: Class 7 contains 17597 members Mstep: Class 8 contains 201807 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3523 members Mstep: Class 11 contains 17392 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7690 members Mstep: Class 14 contains 14813 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58941 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4365 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31644 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23356 members Entering Unmasked Estep ConsiderDeletion Score: -55714568.000000 Penalty: 83868.500000 Iteration 270Q: 27 clusters Score -5.571457e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22118 members Mstep: Class 2 contains 4635 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4262 members Mstep: Class 6 contains 13397 members Mstep: Class 7 contains 17598 members Mstep: Class 8 contains 201806 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3527 members Mstep: Class 11 contains 17392 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7690 members Mstep: Class 14 contains 14813 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58941 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4365 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31644 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23356 members Entering Unmasked Estep ConsiderDeletion Score: -55714552.000000 Penalty: 83868.500000 Iteration 271Q: 27 clusters Score -5.571455e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22117 members Mstep: Class 2 contains 4635 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4262 members Mstep: Class 6 contains 13397 members Mstep: Class 7 contains 17598 members Mstep: Class 8 contains 201806 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3529 members Mstep: Class 11 contains 17392 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7690 members Mstep: Class 14 contains 14813 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58940 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4365 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31644 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23356 members Entering Unmasked Estep ConsiderDeletion Score: -55714552.000000 Penalty: 83868.500000 Iteration 272Q: 27 clusters Score -5.571455e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22117 members Mstep: Class 2 contains 4635 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4262 members Mstep: Class 6 contains 13397 members Mstep: Class 7 contains 17598 members Mstep: Class 8 contains 201805 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 17392 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7690 members Mstep: Class 14 contains 14813 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58940 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4365 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31644 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23356 members Entering Unmasked Estep ConsiderDeletion Score: -55714544.000000 Penalty: 83868.500000 Iteration 273Q: 27 clusters Score -5.571454e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22117 members Mstep: Class 2 contains 4635 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4262 members Mstep: Class 6 contains 13397 members Mstep: Class 7 contains 17598 members Mstep: Class 8 contains 201805 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 17392 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7690 members Mstep: Class 14 contains 14813 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58940 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4365 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31644 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23356 members Entering Unmasked Estep ConsiderDeletion Score: -55714544.000000 Penalty: 83868.500000 Iteration 274F: 27 clusters Score -5.571454e+07 nChanged 0 Entering ConstructFrom: Score: -55714544.000000 Penalty: 83868.500000 Entering ConstructFrom: Trying to split cluster 1 (22117 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22117 members Entering Unmasked Estep Score: -2753058.250000 Penalty: 2481.017334 Iteration 0F: 2 clusters Score -2753058 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11074 members Mstep: Class 2 contains 11043 members Entering Unmasked Estep Score: -2737637.000000 Penalty: 4962.034668 Iteration 0F: 3 clusters Score -2737637 nChanged 9797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11099 members Mstep: Class 2 contains 11018 members Entering Unmasked Estep Score: -2742931.250000 Penalty: 4962.034668 Iteration 1F: 3 clusters Score -2742931 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11128 members Mstep: Class 2 contains 10989 members Entering Unmasked Estep Score: -2743290.750000 Penalty: 4962.034668 Iteration 2Q: 3 clusters Score -2743291 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11165 members Mstep: Class 2 contains 10952 members Entering Unmasked Estep Score: -2743580.250000 Penalty: 4962.034668 Iteration 3Q: 3 clusters Score -2743580 nChanged 798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11187 members Mstep: Class 2 contains 10930 members Entering Unmasked Estep Score: -2743825.750000 Penalty: 4962.034668 Iteration 4Q: 3 clusters Score -2743826 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11224 members Mstep: Class 2 contains 10893 members Entering Unmasked Estep Score: -2744038.500000 Penalty: 4962.034668 Iteration 5Q: 3 clusters Score -2744038 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11274 members Mstep: Class 2 contains 10843 members Entering Unmasked Estep Score: -2744251.250000 Penalty: 4962.034668 Iteration 6Q: 3 clusters Score -2744251 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11395 members Mstep: Class 2 contains 10722 members Entering Unmasked Estep Score: -2744419.750000 Penalty: 4962.034668 Iteration 7Q: 3 clusters Score -2744420 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11535 members Mstep: Class 2 contains 10582 members Entering Unmasked Estep Score: -2744597.750000 Penalty: 4962.034668 Iteration 8Q: 3 clusters Score -2744598 nChanged 593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11738 members Mstep: Class 2 contains 10379 members Entering Unmasked Estep Score: -2744773.250000 Penalty: 4962.034668 Iteration 9Q: 3 clusters Score -2744773 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12009 members Mstep: Class 2 contains 10108 members Entering Unmasked Estep Score: -2745001.750000 Penalty: 4962.034668 Iteration 10Q: 3 clusters Score -2745002 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12327 members Mstep: Class 2 contains 9790 members Entering Unmasked Estep Score: -2745269.250000 Penalty: 4962.034668 Iteration 11Q: 3 clusters Score -2745269 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12658 members Mstep: Class 2 contains 9459 members Entering Unmasked Estep Score: -2745552.750000 Penalty: 4962.034668 Iteration 12Q: 3 clusters Score -2745553 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13055 members Mstep: Class 2 contains 9062 members Entering Unmasked Estep Score: -2745920.000000 Penalty: 4962.034668 Iteration 13Q: 3 clusters Score -2745920 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13526 members Mstep: Class 2 contains 8591 members Entering Unmasked Estep Score: -2746372.000000 Penalty: 4962.034668 Iteration 14Q: 3 clusters Score -2746372 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14078 members Mstep: Class 2 contains 8039 members Entering Unmasked Estep Score: -2746807.500000 Penalty: 4962.034668 Iteration 15Q: 3 clusters Score -2746808 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14545 members Mstep: Class 2 contains 7572 members Entering Unmasked Estep Score: -2747199.500000 Penalty: 4962.034668 Iteration 16Q: 3 clusters Score -2747200 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14988 members Mstep: Class 2 contains 7129 members Entering Unmasked Estep Score: -2747540.250000 Penalty: 4962.034668 Iteration 17Q: 3 clusters Score -2747540 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15405 members Mstep: Class 2 contains 6712 members Entering Unmasked Estep Score: -2747872.750000 Penalty: 4962.034668 Iteration 18Q: 3 clusters Score -2747873 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15784 members Mstep: Class 2 contains 6333 members Entering Unmasked Estep Score: -2748105.000000 Penalty: 4962.034668 Iteration 19Q: 3 clusters Score -2748105 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16139 members Mstep: Class 2 contains 5978 members Entering Unmasked Estep Score: -2748322.250000 Penalty: 4962.034668 Iteration 20F: 3 clusters Score -2748322 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16470 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -2748490.250000 Penalty: 4962.034668 Iteration 21Q: 3 clusters Score -2748490 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16815 members Mstep: Class 2 contains 5302 members Entering Unmasked Estep Score: -2748666.750000 Penalty: 4962.034668 Iteration 22Q: 3 clusters Score -2748667 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17137 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -2748799.250000 Penalty: 4962.034668 Iteration 23Q: 3 clusters Score -2748799 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17450 members Mstep: Class 2 contains 4667 members Entering Unmasked Estep Score: -2748923.750000 Penalty: 4962.034668 Iteration 24Q: 3 clusters Score -2748924 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17734 members Mstep: Class 2 contains 4383 members Entering Unmasked Estep Score: -2749026.000000 Penalty: 4962.034668 Iteration 25Q: 3 clusters Score -2749026 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18007 members Mstep: Class 2 contains 4110 members Entering Unmasked Estep Score: -2749152.750000 Penalty: 4962.034668 Iteration 26Q: 3 clusters Score -2749153 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18281 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -2749259.000000 Penalty: 4962.034668 Iteration 27Q: 3 clusters Score -2749259 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18585 members Mstep: Class 2 contains 3532 members Entering Unmasked Estep Score: -2749394.500000 Penalty: 4962.034668 Iteration 28Q: 3 clusters Score -2749394 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18872 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -2749526.250000 Penalty: 4962.034668 Iteration 29Q: 3 clusters Score -2749526 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19148 members Mstep: Class 2 contains 2969 members Entering Unmasked Estep Score: -2749653.250000 Penalty: 4962.034668 Iteration 30Q: 3 clusters Score -2749653 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19411 members Mstep: Class 2 contains 2706 members Entering Unmasked Estep Score: -2749786.000000 Penalty: 4962.034668 Iteration 31Q: 3 clusters Score -2749786 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19646 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -2749889.500000 Penalty: 4962.034668 Iteration 32Q: 3 clusters Score -2749890 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19877 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -2750002.500000 Penalty: 4962.034668 Iteration 33Q: 3 clusters Score -2750002 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20074 members Mstep: Class 2 contains 2043 members Entering Unmasked Estep Score: -2750105.250000 Penalty: 4962.034668 Iteration 34Q: 3 clusters Score -2750105 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20257 members Mstep: Class 2 contains 1860 members Entering Unmasked Estep Score: -2750184.250000 Penalty: 4962.034668 Iteration 35Q: 3 clusters Score -2750184 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20422 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -2750276.500000 Penalty: 4962.034668 Iteration 36Q: 3 clusters Score -2750276 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20582 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -2750358.500000 Penalty: 4962.034668 Iteration 37Q: 3 clusters Score -2750358 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20717 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -2750445.500000 Penalty: 4962.034668 Iteration 38Q: 3 clusters Score -2750446 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20845 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -2750519.000000 Penalty: 4962.034668 Iteration 39Q: 3 clusters Score -2750519 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20945 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -2750583.750000 Penalty: 4962.034668 Iteration 40F: 3 clusters Score -2750584 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21027 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -2750629.500000 Penalty: 4962.034668 Iteration 41Q: 3 clusters Score -2750630 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21096 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -2750677.500000 Penalty: 4962.034668 Iteration 42Q: 3 clusters Score -2750678 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21176 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -2750725.250000 Penalty: 4962.034668 Iteration 43Q: 3 clusters Score -2750725 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21232 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -2750755.000000 Penalty: 4962.034668 Iteration 44Q: 3 clusters Score -2750755 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21277 members Mstep: Class 2 contains 840 members Entering Unmasked Estep Score: -2750783.500000 Penalty: 4962.034668 Iteration 45Q: 3 clusters Score -2750784 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21315 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -2750807.750000 Penalty: 4962.034668 Iteration 46Q: 3 clusters Score -2750808 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21347 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -2750829.250000 Penalty: 4962.034668 Iteration 47Q: 3 clusters Score -2750829 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21372 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -2750850.500000 Penalty: 4962.034668 Iteration 48Q: 3 clusters Score -2750850 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21400 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -2750874.000000 Penalty: 4962.034668 Iteration 49Q: 3 clusters Score -2750874 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21424 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -2750893.750000 Penalty: 4962.034668 Iteration 50Q: 3 clusters Score -2750894 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21448 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -2750906.750000 Penalty: 4962.034668 Iteration 51Q: 3 clusters Score -2750907 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21463 members Mstep: Class 2 contains 654 members Entering Unmasked Estep Score: -2750920.000000 Penalty: 4962.034668 Iteration 52Q: 3 clusters Score -2750920 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21479 members Mstep: Class 2 contains 638 members Entering Unmasked Estep Score: -2750930.500000 Penalty: 4962.034668 Iteration 53Q: 3 clusters Score -2750930 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21493 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -2750943.500000 Penalty: 4962.034668 Iteration 54Q: 3 clusters Score -2750944 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21500 members Mstep: Class 2 contains 617 members Entering Unmasked Estep Score: -2750948.500000 Penalty: 4962.034668 Iteration 55Q: 3 clusters Score -2750948 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21507 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -2750947.500000 Penalty: 4962.034668 Iteration 56Q: 3 clusters Score -2750948 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21515 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -2750952.000000 Penalty: 4962.034668 Iteration 57Q: 3 clusters Score -2750952 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21522 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -2750959.750000 Penalty: 4962.034668 Iteration 58Q: 3 clusters Score -2750960 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21529 members Mstep: Class 2 contains 588 members Entering Unmasked Estep Score: -2750960.750000 Penalty: 4962.034668 Iteration 59Q: 3 clusters Score -2750961 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21536 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -2750969.750000 Penalty: 4962.034668 Iteration 60F: 3 clusters Score -2750970 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21538 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -2750968.000000 Penalty: 4962.034668 Iteration 61Q: 3 clusters Score -2750968 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21541 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -2750970.750000 Penalty: 4962.034668 Iteration 62Q: 3 clusters Score -2750971 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21542 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -2750972.500000 Penalty: 4962.034668 Iteration 63Q: 3 clusters Score -2750972 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21543 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -2750974.250000 Penalty: 4962.034668 Iteration 64Q: 3 clusters Score -2750974 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21543 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -2750974.250000 Penalty: 4962.034668 Iteration 65F: 3 clusters Score -2750974 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (4635 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Entering Unmasked Estep Score: -599253.937500 Penalty: 2093.465088 Iteration 0F: 2 clusters Score -599253.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -594929.687500 Penalty: 4186.930176 Iteration 0F: 3 clusters Score -594929.7 nChanged 1730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2365 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -595882.125000 Penalty: 4186.930176 Iteration 1F: 3 clusters Score -595882.1 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -596076.937500 Penalty: 4186.930176 Iteration 2F: 3 clusters Score -596076.9 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -596223.375000 Penalty: 4186.930176 Iteration 3F: 3 clusters Score -596223.4 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -596352.187500 Penalty: 4186.930176 Iteration 4Q: 3 clusters Score -596352.2 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -596458.625000 Penalty: 4186.930176 Iteration 5Q: 3 clusters Score -596458.6 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -596560.625000 Penalty: 4186.930176 Iteration 6Q: 3 clusters Score -596560.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -596639.500000 Penalty: 4186.930176 Iteration 7Q: 3 clusters Score -596639.5 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -596694.125000 Penalty: 4186.930176 Iteration 8Q: 3 clusters Score -596694.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 1867 members Entering Unmasked Estep Score: -596742.250000 Penalty: 4186.930176 Iteration 9Q: 3 clusters Score -596742.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 1823 members Entering Unmasked Estep Score: -596798.750000 Penalty: 4186.930176 Iteration 10Q: 3 clusters Score -596798.8 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2865 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -596852.250000 Penalty: 4186.930176 Iteration 11Q: 3 clusters Score -596852.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2896 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -596895.812500 Penalty: 4186.930176 Iteration 12Q: 3 clusters Score -596895.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -596935.312500 Penalty: 4186.930176 Iteration 13Q: 3 clusters Score -596935.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -596972.562500 Penalty: 4186.930176 Iteration 14Q: 3 clusters Score -596972.6 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -597002.875000 Penalty: 4186.930176 Iteration 15Q: 3 clusters Score -597002.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -597035.250000 Penalty: 4186.930176 Iteration 16Q: 3 clusters Score -597035.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -597066.500000 Penalty: 4186.930176 Iteration 17Q: 3 clusters Score -597066.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3162 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -597094.250000 Penalty: 4186.930176 Iteration 18Q: 3 clusters Score -597094.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3211 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -597122.375000 Penalty: 4186.930176 Iteration 19Q: 3 clusters Score -597122.4 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3257 members Mstep: Class 2 contains 1378 members Entering Unmasked Estep Score: -597148.625000 Penalty: 4186.930176 Iteration 20F: 3 clusters Score -597148.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -597187.187500 Penalty: 4186.930176 Iteration 21Q: 3 clusters Score -597187.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3352 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -597223.812500 Penalty: 4186.930176 Iteration 22Q: 3 clusters Score -597223.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -597253.937500 Penalty: 4186.930176 Iteration 23Q: 3 clusters Score -597253.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 1206 members Entering Unmasked Estep Score: -597278.187500 Penalty: 4186.930176 Iteration 24Q: 3 clusters Score -597278.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -597300.437500 Penalty: 4186.930176 Iteration 25Q: 3 clusters Score -597300.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3489 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -597323.937500 Penalty: 4186.930176 Iteration 26Q: 3 clusters Score -597323.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3510 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -597338.375000 Penalty: 4186.930176 Iteration 27Q: 3 clusters Score -597338.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3529 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -597350.500000 Penalty: 4186.930176 Iteration 28Q: 3 clusters Score -597350.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -597361.187500 Penalty: 4186.930176 Iteration 29Q: 3 clusters Score -597361.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3557 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -597365.750000 Penalty: 4186.930176 Iteration 30Q: 3 clusters Score -597365.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -597372.312500 Penalty: 4186.930176 Iteration 31Q: 3 clusters Score -597372.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -597379.250000 Penalty: 4186.930176 Iteration 32Q: 3 clusters Score -597379.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -597386.000000 Penalty: 4186.930176 Iteration 33Q: 3 clusters Score -597386 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -597391.687500 Penalty: 4186.930176 Iteration 34Q: 3 clusters Score -597391.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -597395.250000 Penalty: 4186.930176 Iteration 35Q: 3 clusters Score -597395.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -597399.312500 Penalty: 4186.930176 Iteration 36Q: 3 clusters Score -597399.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -597404.000000 Penalty: 4186.930176 Iteration 37Q: 3 clusters Score -597404 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3642 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -597407.250000 Penalty: 4186.930176 Iteration 38Q: 3 clusters Score -597407.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -597411.062500 Penalty: 4186.930176 Iteration 39Q: 3 clusters Score -597411.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -597411.500000 Penalty: 4186.930176 Iteration 40F: 3 clusters Score -597411.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -597415.937500 Penalty: 4186.930176 Iteration 41Q: 3 clusters Score -597415.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -597417.125000 Penalty: 4186.930176 Iteration 42Q: 3 clusters Score -597417.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -597420.000000 Penalty: 4186.930176 Iteration 43Q: 3 clusters Score -597420 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3667 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -597421.187500 Penalty: 4186.930176 Iteration 44Q: 3 clusters Score -597421.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -597421.500000 Penalty: 4186.930176 Iteration 45Q: 3 clusters Score -597421.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -597420.562500 Penalty: 4186.930176 Iteration 46Q: 3 clusters Score -597420.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -597420.562500 Penalty: 4186.930176 Iteration 47F: 3 clusters Score -597420.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (4161 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4161 members Entering Unmasked Estep Score: -526328.062500 Penalty: 2066.710693 Iteration 0F: 2 clusters Score -526328.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -522339.187500 Penalty: 4133.421387 Iteration 0F: 3 clusters Score -522339.2 nChanged 1543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1930 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -523222.343750 Penalty: 4133.421387 Iteration 1F: 3 clusters Score -523222.3 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1899 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -523425.093750 Penalty: 4133.421387 Iteration 2F: 3 clusters Score -523425.1 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -523577.281250 Penalty: 4133.421387 Iteration 3F: 3 clusters Score -523577.3 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -523701.812500 Penalty: 4133.421387 Iteration 4Q: 3 clusters Score -523701.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -523800.562500 Penalty: 4133.421387 Iteration 5Q: 3 clusters Score -523800.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 2444 members Entering Unmasked Estep Score: -523895.000000 Penalty: 4133.421387 Iteration 6Q: 3 clusters Score -523895 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -523970.656250 Penalty: 4133.421387 Iteration 7Q: 3 clusters Score -523970.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -524028.500000 Penalty: 4133.421387 Iteration 8Q: 3 clusters Score -524028.5 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 2649 members Entering Unmasked Estep Score: -524081.875000 Penalty: 4133.421387 Iteration 9Q: 3 clusters Score -524081.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -524137.531250 Penalty: 4133.421387 Iteration 10Q: 3 clusters Score -524137.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 2771 members Entering Unmasked Estep Score: -524178.718750 Penalty: 4133.421387 Iteration 11Q: 3 clusters Score -524178.7 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -524214.750000 Penalty: 4133.421387 Iteration 12Q: 3 clusters Score -524214.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -524245.000000 Penalty: 4133.421387 Iteration 13Q: 3 clusters Score -524245 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -524272.781250 Penalty: 4133.421387 Iteration 14Q: 3 clusters Score -524272.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 2924 members Entering Unmasked Estep Score: -524292.625000 Penalty: 4133.421387 Iteration 15Q: 3 clusters Score -524292.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 2948 members Entering Unmasked Estep Score: -524308.062500 Penalty: 4133.421387 Iteration 16Q: 3 clusters Score -524308.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -524327.187500 Penalty: 4133.421387 Iteration 17Q: 3 clusters Score -524327.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -524347.562500 Penalty: 4133.421387 Iteration 18Q: 3 clusters Score -524347.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 3045 members Entering Unmasked Estep Score: -524375.250000 Penalty: 4133.421387 Iteration 19Q: 3 clusters Score -524375.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -524397.500000 Penalty: 4133.421387 Iteration 20F: 3 clusters Score -524397.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -524422.187500 Penalty: 4133.421387 Iteration 21Q: 3 clusters Score -524422.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 3139 members Entering Unmasked Estep Score: -524437.687500 Penalty: 4133.421387 Iteration 22Q: 3 clusters Score -524437.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 3162 members Entering Unmasked Estep Score: -524449.937500 Penalty: 4133.421387 Iteration 23Q: 3 clusters Score -524449.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 3187 members Entering Unmasked Estep Score: -524463.375000 Penalty: 4133.421387 Iteration 24Q: 3 clusters Score -524463.4 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -524477.125000 Penalty: 4133.421387 Iteration 25Q: 3 clusters Score -524477.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 3239 members Entering Unmasked Estep Score: -524492.375000 Penalty: 4133.421387 Iteration 26Q: 3 clusters Score -524492.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -524506.937500 Penalty: 4133.421387 Iteration 27Q: 3 clusters Score -524506.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 3278 members Entering Unmasked Estep Score: -524515.812500 Penalty: 4133.421387 Iteration 28Q: 3 clusters Score -524515.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -524531.062500 Penalty: 4133.421387 Iteration 29Q: 3 clusters Score -524531.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 3316 members Entering Unmasked Estep Score: -524541.937500 Penalty: 4133.421387 Iteration 30Q: 3 clusters Score -524541.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 3329 members Entering Unmasked Estep Score: -524548.125000 Penalty: 4133.421387 Iteration 31Q: 3 clusters Score -524548.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -524552.812500 Penalty: 4133.421387 Iteration 32Q: 3 clusters Score -524552.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 3344 members Entering Unmasked Estep Score: -524555.000000 Penalty: 4133.421387 Iteration 33Q: 3 clusters Score -524555 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -524558.875000 Penalty: 4133.421387 Iteration 34Q: 3 clusters Score -524558.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 3360 members Entering Unmasked Estep Score: -524563.562500 Penalty: 4133.421387 Iteration 35Q: 3 clusters Score -524563.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -524564.562500 Penalty: 4133.421387 Iteration 36Q: 3 clusters Score -524564.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -524565.062500 Penalty: 4133.421387 Iteration 37Q: 3 clusters Score -524565.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -524566.187500 Penalty: 4133.421387 Iteration 38Q: 3 clusters Score -524566.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -524566.187500 Penalty: 4133.421387 Iteration 39F: 3 clusters Score -524566.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4262 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4262 members Entering Unmasked Estep Score: -544623.375000 Penalty: 2072.658447 Iteration 0F: 2 clusters Score -544623.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2101 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -540560.500000 Penalty: 4145.316895 Iteration 0F: 3 clusters Score -540560.5 nChanged 1547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 2214 members Entering Unmasked Estep Score: -541448.812500 Penalty: 4145.316895 Iteration 1F: 3 clusters Score -541448.8 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2045 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -541604.625000 Penalty: 4145.316895 Iteration 2F: 3 clusters Score -541604.6 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 2240 members Entering Unmasked Estep Score: -541691.937500 Penalty: 4145.316895 Iteration 3Q: 3 clusters Score -541691.9 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 2268 members Entering Unmasked Estep Score: -541763.437500 Penalty: 4145.316895 Iteration 4Q: 3 clusters Score -541763.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 2286 members Entering Unmasked Estep Score: -541817.562500 Penalty: 4145.316895 Iteration 5Q: 3 clusters Score -541817.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1946 members Mstep: Class 2 contains 2316 members Entering Unmasked Estep Score: -541859.562500 Penalty: 4145.316895 Iteration 6Q: 3 clusters Score -541859.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -541893.812500 Penalty: 4145.316895 Iteration 7Q: 3 clusters Score -541893.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1904 members Mstep: Class 2 contains 2358 members Entering Unmasked Estep Score: -541919.812500 Penalty: 4145.316895 Iteration 8Q: 3 clusters Score -541919.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -541942.875000 Penalty: 4145.316895 Iteration 9Q: 3 clusters Score -541942.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 2392 members Entering Unmasked Estep Score: -541958.312500 Penalty: 4145.316895 Iteration 10Q: 3 clusters Score -541958.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 2400 members Entering Unmasked Estep Score: -541968.625000 Penalty: 4145.316895 Iteration 11Q: 3 clusters Score -541968.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1850 members Mstep: Class 2 contains 2412 members Entering Unmasked Estep Score: -541976.625000 Penalty: 4145.316895 Iteration 12Q: 3 clusters Score -541976.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 2422 members Entering Unmasked Estep Score: -541984.437500 Penalty: 4145.316895 Iteration 13Q: 3 clusters Score -541984.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -541992.000000 Penalty: 4145.316895 Iteration 14Q: 3 clusters Score -541992 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1819 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -541996.812500 Penalty: 4145.316895 Iteration 15Q: 3 clusters Score -541996.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 2446 members Entering Unmasked Estep Score: -542000.750000 Penalty: 4145.316895 Iteration 16Q: 3 clusters Score -542000.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -542003.437500 Penalty: 4145.316895 Iteration 17Q: 3 clusters Score -542003.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -542006.562500 Penalty: 4145.316895 Iteration 18Q: 3 clusters Score -542006.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -542011.500000 Penalty: 4145.316895 Iteration 19Q: 3 clusters Score -542011.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -542017.125000 Penalty: 4145.316895 Iteration 20F: 3 clusters Score -542017.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 2494 members Entering Unmasked Estep Score: -542023.312500 Penalty: 4145.316895 Iteration 21Q: 3 clusters Score -542023.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1757 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -542027.187500 Penalty: 4145.316895 Iteration 22Q: 3 clusters Score -542027.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 2525 members Entering Unmasked Estep Score: -542034.000000 Penalty: 4145.316895 Iteration 23Q: 3 clusters Score -542034 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -542043.750000 Penalty: 4145.316895 Iteration 24Q: 3 clusters Score -542043.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -542057.437500 Penalty: 4145.316895 Iteration 25Q: 3 clusters Score -542057.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -542069.500000 Penalty: 4145.316895 Iteration 26Q: 3 clusters Score -542069.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -542081.687500 Penalty: 4145.316895 Iteration 27Q: 3 clusters Score -542081.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -542100.000000 Penalty: 4145.316895 Iteration 28Q: 3 clusters Score -542100 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -542116.812500 Penalty: 4145.316895 Iteration 29Q: 3 clusters Score -542116.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 2735 members Entering Unmasked Estep Score: -542132.687500 Penalty: 4145.316895 Iteration 30Q: 3 clusters Score -542132.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 2765 members Entering Unmasked Estep Score: -542144.875000 Penalty: 4145.316895 Iteration 31Q: 3 clusters Score -542144.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 2795 members Entering Unmasked Estep Score: -542156.437500 Penalty: 4145.316895 Iteration 32Q: 3 clusters Score -542156.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 2813 members Entering Unmasked Estep Score: -542164.312500 Penalty: 4145.316895 Iteration 33Q: 3 clusters Score -542164.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -542175.000000 Penalty: 4145.316895 Iteration 34Q: 3 clusters Score -542175 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 2859 members Entering Unmasked Estep Score: -542184.312500 Penalty: 4145.316895 Iteration 35Q: 3 clusters Score -542184.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 2882 members Entering Unmasked Estep Score: -542195.062500 Penalty: 4145.316895 Iteration 36Q: 3 clusters Score -542195.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -542210.562500 Penalty: 4145.316895 Iteration 37Q: 3 clusters Score -542210.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -542224.375000 Penalty: 4145.316895 Iteration 38Q: 3 clusters Score -542224.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -542240.812500 Penalty: 4145.316895 Iteration 39Q: 3 clusters Score -542240.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 3027 members Entering Unmasked Estep Score: -542265.812500 Penalty: 4145.316895 Iteration 40F: 3 clusters Score -542265.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 3074 members Entering Unmasked Estep Score: -542290.125000 Penalty: 4145.316895 Iteration 41Q: 3 clusters Score -542290.1 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -542315.375000 Penalty: 4145.316895 Iteration 42Q: 3 clusters Score -542315.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 3161 members Entering Unmasked Estep Score: -542339.937500 Penalty: 4145.316895 Iteration 43Q: 3 clusters Score -542339.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 3212 members Entering Unmasked Estep Score: -542375.812500 Penalty: 4145.316895 Iteration 44Q: 3 clusters Score -542375.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 3272 members Entering Unmasked Estep Score: -542414.875000 Penalty: 4145.316895 Iteration 45Q: 3 clusters Score -542414.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 3319 members Entering Unmasked Estep Score: -542447.187500 Penalty: 4145.316895 Iteration 46Q: 3 clusters Score -542447.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 3369 members Entering Unmasked Estep Score: -542486.437500 Penalty: 4145.316895 Iteration 47Q: 3 clusters Score -542486.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -542513.375000 Penalty: 4145.316895 Iteration 48Q: 3 clusters Score -542513.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 3452 members Entering Unmasked Estep Score: -542541.437500 Penalty: 4145.316895 Iteration 49Q: 3 clusters Score -542541.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -542562.437500 Penalty: 4145.316895 Iteration 50Q: 3 clusters Score -542562.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -542578.750000 Penalty: 4145.316895 Iteration 51Q: 3 clusters Score -542578.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 3522 members Entering Unmasked Estep Score: -542588.500000 Penalty: 4145.316895 Iteration 52Q: 3 clusters Score -542588.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -542604.187500 Penalty: 4145.316895 Iteration 53Q: 3 clusters Score -542604.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -542625.250000 Penalty: 4145.316895 Iteration 54Q: 3 clusters Score -542625.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -542641.750000 Penalty: 4145.316895 Iteration 55Q: 3 clusters Score -542641.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -542657.250000 Penalty: 4145.316895 Iteration 56Q: 3 clusters Score -542657.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 3625 members Entering Unmasked Estep Score: -542665.250000 Penalty: 4145.316895 Iteration 57Q: 3 clusters Score -542665.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 3642 members Entering Unmasked Estep Score: -542676.000000 Penalty: 4145.316895 Iteration 58Q: 3 clusters Score -542676 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 3655 members Entering Unmasked Estep Score: -542684.375000 Penalty: 4145.316895 Iteration 59Q: 3 clusters Score -542684.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 3664 members Entering Unmasked Estep Score: -542688.750000 Penalty: 4145.316895 Iteration 60F: 3 clusters Score -542688.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 3671 members Entering Unmasked Estep Score: -542692.750000 Penalty: 4145.316895 Iteration 61Q: 3 clusters Score -542692.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -542699.125000 Penalty: 4145.316895 Iteration 62Q: 3 clusters Score -542699.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -542710.687500 Penalty: 4145.316895 Iteration 63Q: 3 clusters Score -542710.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -542721.000000 Penalty: 4145.316895 Iteration 64Q: 3 clusters Score -542721 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 3710 members Entering Unmasked Estep Score: -542729.875000 Penalty: 4145.316895 Iteration 65Q: 3 clusters Score -542729.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -542735.437500 Penalty: 4145.316895 Iteration 66Q: 3 clusters Score -542735.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -542741.062500 Penalty: 4145.316895 Iteration 67Q: 3 clusters Score -542741.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -542746.937500 Penalty: 4145.316895 Iteration 68Q: 3 clusters Score -542746.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 3739 members Entering Unmasked Estep Score: -542753.687500 Penalty: 4145.316895 Iteration 69Q: 3 clusters Score -542753.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 3742 members Entering Unmasked Estep Score: -542756.875000 Penalty: 4145.316895 Iteration 70Q: 3 clusters Score -542756.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -542758.312500 Penalty: 4145.316895 Iteration 71Q: 3 clusters Score -542758.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -542758.312500 Penalty: 4145.316895 Iteration 72F: 3 clusters Score -542758.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (13397 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13397 members Entering Unmasked Estep Score: -1724469.875000 Penalty: 2356.690918 Iteration 0F: 2 clusters Score -1724470 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 6739 members Entering Unmasked Estep Score: -1714708.875000 Penalty: 4713.381836 Iteration 0F: 3 clusters Score -1714709 nChanged 5630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6534 members Mstep: Class 2 contains 6863 members Entering Unmasked Estep Score: -1717661.375000 Penalty: 4713.381836 Iteration 1F: 3 clusters Score -1717661 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6477 members Mstep: Class 2 contains 6920 members Entering Unmasked Estep Score: -1717980.500000 Penalty: 4713.381836 Iteration 2F: 3 clusters Score -1717980 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6411 members Mstep: Class 2 contains 6986 members Entering Unmasked Estep Score: -1718230.000000 Penalty: 4713.381836 Iteration 3Q: 3 clusters Score -1718230 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 7091 members Entering Unmasked Estep Score: -1718461.500000 Penalty: 4713.381836 Iteration 4Q: 3 clusters Score -1718462 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6153 members Mstep: Class 2 contains 7244 members Entering Unmasked Estep Score: -1718644.875000 Penalty: 4713.381836 Iteration 5Q: 3 clusters Score -1718645 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 7415 members Entering Unmasked Estep Score: -1718797.250000 Penalty: 4713.381836 Iteration 6Q: 3 clusters Score -1718797 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 7639 members Entering Unmasked Estep Score: -1718966.875000 Penalty: 4713.381836 Iteration 7Q: 3 clusters Score -1718967 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5502 members Mstep: Class 2 contains 7895 members Entering Unmasked Estep Score: -1719137.625000 Penalty: 4713.381836 Iteration 8Q: 3 clusters Score -1719138 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5172 members Mstep: Class 2 contains 8225 members Entering Unmasked Estep Score: -1719347.125000 Penalty: 4713.381836 Iteration 9Q: 3 clusters Score -1719347 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 8604 members Entering Unmasked Estep Score: -1719581.375000 Penalty: 4713.381836 Iteration 10Q: 3 clusters Score -1719581 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4376 members Mstep: Class 2 contains 9021 members Entering Unmasked Estep Score: -1719835.625000 Penalty: 4713.381836 Iteration 11Q: 3 clusters Score -1719836 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3946 members Mstep: Class 2 contains 9451 members Entering Unmasked Estep Score: -1720133.375000 Penalty: 4713.381836 Iteration 12Q: 3 clusters Score -1720133 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 9918 members Entering Unmasked Estep Score: -1720499.125000 Penalty: 4713.381836 Iteration 13Q: 3 clusters Score -1720499 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 10379 members Entering Unmasked Estep Score: -1720901.625000 Penalty: 4713.381836 Iteration 14Q: 3 clusters Score -1720902 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2602 members Mstep: Class 2 contains 10795 members Entering Unmasked Estep Score: -1721297.875000 Penalty: 4713.381836 Iteration 15Q: 3 clusters Score -1721298 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 11128 members Entering Unmasked Estep Score: -1721653.625000 Penalty: 4713.381836 Iteration 16Q: 3 clusters Score -1721654 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 11383 members Entering Unmasked Estep Score: -1721952.000000 Penalty: 4713.381836 Iteration 17Q: 3 clusters Score -1721952 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 11581 members Entering Unmasked Estep Score: -1722145.250000 Penalty: 4713.381836 Iteration 18Q: 3 clusters Score -1722145 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 11716 members Entering Unmasked Estep Score: -1722277.125000 Penalty: 4713.381836 Iteration 19Q: 3 clusters Score -1722277 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 11829 members Entering Unmasked Estep Score: -1722388.000000 Penalty: 4713.381836 Iteration 20F: 3 clusters Score -1722388 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 11921 members Entering Unmasked Estep Score: -1722459.625000 Penalty: 4713.381836 Iteration 21Q: 3 clusters Score -1722460 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 11986 members Entering Unmasked Estep Score: -1722520.000000 Penalty: 4713.381836 Iteration 22Q: 3 clusters Score -1722520 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 12030 members Entering Unmasked Estep Score: -1722573.500000 Penalty: 4713.381836 Iteration 23Q: 3 clusters Score -1722574 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1335 members Mstep: Class 2 contains 12062 members Entering Unmasked Estep Score: -1722604.500000 Penalty: 4713.381836 Iteration 24Q: 3 clusters Score -1722604 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 12090 members Entering Unmasked Estep Score: -1722619.625000 Penalty: 4713.381836 Iteration 25Q: 3 clusters Score -1722620 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 12102 members Entering Unmasked Estep Score: -1722626.625000 Penalty: 4713.381836 Iteration 26Q: 3 clusters Score -1722627 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 12108 members Entering Unmasked Estep Score: -1722637.000000 Penalty: 4713.381836 Iteration 27Q: 3 clusters Score -1722637 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 12113 members Entering Unmasked Estep Score: -1722641.250000 Penalty: 4713.381836 Iteration 28Q: 3 clusters Score -1722641 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 12119 members Entering Unmasked Estep Score: -1722645.250000 Penalty: 4713.381836 Iteration 29Q: 3 clusters Score -1722645 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 12122 members Entering Unmasked Estep Score: -1722648.250000 Penalty: 4713.381836 Iteration 30Q: 3 clusters Score -1722648 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 12123 members Entering Unmasked Estep Score: -1722650.250000 Penalty: 4713.381836 Iteration 31Q: 3 clusters Score -1722650 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 12125 members Entering Unmasked Estep Score: -1722650.250000 Penalty: 4713.381836 Iteration 32Q: 3 clusters Score -1722650 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 12126 members Entering Unmasked Estep Score: -1722648.250000 Penalty: 4713.381836 Iteration 33Q: 3 clusters Score -1722648 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 12129 members Entering Unmasked Estep Score: -1722650.500000 Penalty: 4713.381836 Iteration 34Q: 3 clusters Score -1722650 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 12129 members Entering Unmasked Estep Score: -1722651.000000 Penalty: 4713.381836 Iteration 35Q: 3 clusters Score -1722651 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 12132 members Entering Unmasked Estep Score: -1722652.375000 Penalty: 4713.381836 Iteration 36Q: 3 clusters Score -1722652 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 12134 members Entering Unmasked Estep Score: -1722654.500000 Penalty: 4713.381836 Iteration 37Q: 3 clusters Score -1722654 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 12135 members Entering Unmasked Estep Score: -1722653.875000 Penalty: 4713.381836 Iteration 38Q: 3 clusters Score -1722654 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 12135 members Entering Unmasked Estep Score: -1722653.875000 Penalty: 4713.381836 Iteration 39F: 3 clusters Score -1722654 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (17598 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17598 members Entering Unmasked Estep Score: -2273445.500000 Penalty: 2424.333984 Iteration 0F: 2 clusters Score -2273446 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8863 members Mstep: Class 2 contains 8735 members Entering Unmasked Estep Score: -2260852.000000 Penalty: 4848.667969 Iteration 0F: 3 clusters Score -2260852 nChanged 7721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9160 members Mstep: Class 2 contains 8438 members Entering Unmasked Estep Score: -2265154.000000 Penalty: 4848.667969 Iteration 1F: 3 clusters Score -2265154 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9335 members Mstep: Class 2 contains 8263 members Entering Unmasked Estep Score: -2265631.000000 Penalty: 4848.667969 Iteration 2F: 3 clusters Score -2265631 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9570 members Mstep: Class 2 contains 8028 members Entering Unmasked Estep Score: -2265995.750000 Penalty: 4848.667969 Iteration 3Q: 3 clusters Score -2265996 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9836 members Mstep: Class 2 contains 7762 members Entering Unmasked Estep Score: -2266293.250000 Penalty: 4848.667969 Iteration 4Q: 3 clusters Score -2266293 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10169 members Mstep: Class 2 contains 7429 members Entering Unmasked Estep Score: -2266586.500000 Penalty: 4848.667969 Iteration 5Q: 3 clusters Score -2266586 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10613 members Mstep: Class 2 contains 6985 members Entering Unmasked Estep Score: -2266907.750000 Penalty: 4848.667969 Iteration 6Q: 3 clusters Score -2266908 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11197 members Mstep: Class 2 contains 6401 members Entering Unmasked Estep Score: -2267320.250000 Penalty: 4848.667969 Iteration 7Q: 3 clusters Score -2267320 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11917 members Mstep: Class 2 contains 5681 members Entering Unmasked Estep Score: -2267832.500000 Penalty: 4848.667969 Iteration 8Q: 3 clusters Score -2267832 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12724 members Mstep: Class 2 contains 4874 members Entering Unmasked Estep Score: -2268419.000000 Penalty: 4848.667969 Iteration 9F: 3 clusters Score -2268419 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13560 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -2269081.750000 Penalty: 4848.667969 Iteration 10F: 3 clusters Score -2269082 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14385 members Mstep: Class 2 contains 3213 members Entering Unmasked Estep Score: -2269806.500000 Penalty: 4848.667969 Iteration 11Q: 3 clusters Score -2269806 nChanged 743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15072 members Mstep: Class 2 contains 2526 members Entering Unmasked Estep Score: -2270479.000000 Penalty: 4848.667969 Iteration 12Q: 3 clusters Score -2270479 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15580 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -2271004.750000 Penalty: 4848.667969 Iteration 13Q: 3 clusters Score -2271005 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15911 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -2271404.750000 Penalty: 4848.667969 Iteration 14Q: 3 clusters Score -2271405 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16102 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -2271664.250000 Penalty: 4848.667969 Iteration 15Q: 3 clusters Score -2271664 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16221 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -2271805.000000 Penalty: 4848.667969 Iteration 16Q: 3 clusters Score -2271805 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16283 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -2271870.750000 Penalty: 4848.667969 Iteration 17Q: 3 clusters Score -2271871 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16320 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -2271904.000000 Penalty: 4848.667969 Iteration 18Q: 3 clusters Score -2271904 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16343 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -2271930.000000 Penalty: 4848.667969 Iteration 19Q: 3 clusters Score -2271930 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16351 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -2271939.500000 Penalty: 4848.667969 Iteration 20F: 3 clusters Score -2271940 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16352 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -2271949.000000 Penalty: 4848.667969 Iteration 21Q: 3 clusters Score -2271949 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16358 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -2271955.000000 Penalty: 4848.667969 Iteration 22Q: 3 clusters Score -2271955 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16366 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -2271959.500000 Penalty: 4848.667969 Iteration 23Q: 3 clusters Score -2271960 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16368 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -2271969.000000 Penalty: 4848.667969 Iteration 24Q: 3 clusters Score -2271969 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16368 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -2271969.000000 Penalty: 4848.667969 Iteration 25Q: 3 clusters Score -2271969 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16368 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -2271969.000000 Penalty: 4848.667969 Iteration 26Q: 3 clusters Score -2271969 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16371 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -2271971.750000 Penalty: 4848.667969 Iteration 27Q: 3 clusters Score -2271972 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16373 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -2271970.000000 Penalty: 4848.667969 Iteration 28Q: 3 clusters Score -2271970 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16374 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -2271973.250000 Penalty: 4848.667969 Iteration 29Q: 3 clusters Score -2271973 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16377 members Mstep: Class 2 contains 1221 members Entering Unmasked Estep Score: -2271973.000000 Penalty: 4848.667969 Iteration 30Q: 3 clusters Score -2271973 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16380 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -2271970.750000 Penalty: 4848.667969 Iteration 31Q: 3 clusters Score -2271971 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16379 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -2271974.500000 Penalty: 4848.667969 Iteration 32Q: 3 clusters Score -2271974 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -2271977.750000 Penalty: 4848.667969 Iteration 33Q: 3 clusters Score -2271978 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16383 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -2271974.750000 Penalty: 4848.667969 Iteration 34Q: 3 clusters Score -2271975 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16384 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -2271975.250000 Penalty: 4848.667969 Iteration 35Q: 3 clusters Score -2271975 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16385 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -2271974.000000 Penalty: 4848.667969 Iteration 36Q: 3 clusters Score -2271974 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16385 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -2271974.000000 Penalty: 4848.667969 Iteration 37F: 3 clusters Score -2271974 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (201805 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201805 members Entering Unmasked Estep Score: -25457308.000000 Penalty: 3029.334229 Iteration 0F: 2 clusters Score -2.545731e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101083 members Mstep: Class 2 contains 100722 members Entering Unmasked Estep Score: -25323868.000000 Penalty: 6058.668457 Iteration 0F: 3 clusters Score -2.532387e+07 nChanged 97226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102745 members Mstep: Class 2 contains 99060 members Entering Unmasked Estep Score: -25381546.000000 Penalty: 6058.668457 Iteration 1F: 3 clusters Score -2.538155e+07 nChanged 5556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104131 members Mstep: Class 2 contains 97674 members Entering Unmasked Estep Score: -25382814.000000 Penalty: 6058.668457 Iteration 2Q: 3 clusters Score -2.538281e+07 nChanged 5741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106186 members Mstep: Class 2 contains 95619 members Entering Unmasked Estep Score: -25384034.000000 Penalty: 6058.668457 Iteration 3Q: 3 clusters Score -2.538403e+07 nChanged 6254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109272 members Mstep: Class 2 contains 92533 members Entering Unmasked Estep Score: -25385638.000000 Penalty: 6058.668457 Iteration 4Q: 3 clusters Score -2.538564e+07 nChanged 7170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114002 members Mstep: Class 2 contains 87803 members Entering Unmasked Estep Score: -25388182.000000 Penalty: 6058.668457 Iteration 5Q: 3 clusters Score -2.538818e+07 nChanged 8519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120737 members Mstep: Class 2 contains 81068 members Entering Unmasked Estep Score: -25391564.000000 Penalty: 6058.668457 Iteration 6Q: 3 clusters Score -2.539156e+07 nChanged 10415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130078 members Mstep: Class 2 contains 71727 members Entering Unmasked Estep Score: -25397374.000000 Penalty: 6058.668457 Iteration 7F: 3 clusters Score -2.539737e+07 nChanged 12920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142298 members Mstep: Class 2 contains 59507 members Entering Unmasked Estep Score: -25406242.000000 Penalty: 6058.668457 Iteration 8F: 3 clusters Score -2.540624e+07 nChanged 14790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156662 members Mstep: Class 2 contains 45143 members Entering Unmasked Estep Score: -25418308.000000 Penalty: 6058.668457 Iteration 9F: 3 clusters Score -2.541831e+07 nChanged 14452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170922 members Mstep: Class 2 contains 30883 members Entering Unmasked Estep Score: -25430376.000000 Penalty: 6058.668457 Iteration 10F: 3 clusters Score -2.543038e+07 nChanged 11451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182251 members Mstep: Class 2 contains 19554 members Entering Unmasked Estep Score: -25440164.000000 Penalty: 6058.668457 Iteration 11F: 3 clusters Score -2.544016e+07 nChanged 7816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189995 members Mstep: Class 2 contains 11810 members Entering Unmasked Estep Score: -25446656.000000 Penalty: 6058.668457 Iteration 12Q: 3 clusters Score -2.544666e+07 nChanged 4865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194824 members Mstep: Class 2 contains 6981 members Entering Unmasked Estep Score: -25450616.000000 Penalty: 6058.668457 Iteration 13Q: 3 clusters Score -2.545062e+07 nChanged 2695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197479 members Mstep: Class 2 contains 4326 members Entering Unmasked Estep Score: -25453054.000000 Penalty: 6058.668457 Iteration 14Q: 3 clusters Score -2.545305e+07 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198795 members Mstep: Class 2 contains 3010 members Entering Unmasked Estep Score: -25454226.000000 Penalty: 6058.668457 Iteration 15Q: 3 clusters Score -2.545423e+07 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199410 members Mstep: Class 2 contains 2395 members Entering Unmasked Estep Score: -25454902.000000 Penalty: 6058.668457 Iteration 16Q: 3 clusters Score -2.54549e+07 nChanged 472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199702 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -25455382.000000 Penalty: 6058.668457 Iteration 17Q: 3 clusters Score -2.545538e+07 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199822 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -25455752.000000 Penalty: 6058.668457 Iteration 18Q: 3 clusters Score -2.545575e+07 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199855 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -25455932.000000 Penalty: 6058.668457 Iteration 19Q: 3 clusters Score -2.545593e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199880 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -25456052.000000 Penalty: 6058.668457 Iteration 20F: 3 clusters Score -2.545605e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199885 members Mstep: Class 2 contains 1920 members Entering Unmasked Estep Score: -25456126.000000 Penalty: 6058.668457 Iteration 21Q: 3 clusters Score -2.545613e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199864 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -25456140.000000 Penalty: 6058.668457 Iteration 22Q: 3 clusters Score -2.545614e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199855 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -25456106.000000 Penalty: 6058.668457 Iteration 23Q: 3 clusters Score -2.545611e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199840 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -25456108.000000 Penalty: 6058.668457 Iteration 24Q: 3 clusters Score -2.545611e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199841 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -25456106.000000 Penalty: 6058.668457 Iteration 25Q: 3 clusters Score -2.545611e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199843 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -25456138.000000 Penalty: 6058.668457 Iteration 26Q: 3 clusters Score -2.545614e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199839 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -25456148.000000 Penalty: 6058.668457 Iteration 27Q: 3 clusters Score -2.545615e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199839 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -25456174.000000 Penalty: 6058.668457 Iteration 28Q: 3 clusters Score -2.545617e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199835 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -25456194.000000 Penalty: 6058.668457 Iteration 29Q: 3 clusters Score -2.545619e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199826 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -25456184.000000 Penalty: 6058.668457 Iteration 30Q: 3 clusters Score -2.545618e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199826 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -25456180.000000 Penalty: 6058.668457 Iteration 31Q: 3 clusters Score -2.545618e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199824 members Mstep: Class 2 contains 1981 members Entering Unmasked Estep Score: -25456216.000000 Penalty: 6058.668457 Iteration 32Q: 3 clusters Score -2.545622e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199819 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -25456236.000000 Penalty: 6058.668457 Iteration 33Q: 3 clusters Score -2.545624e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199815 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -25456230.000000 Penalty: 6058.668457 Iteration 34Q: 3 clusters Score -2.545623e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199812 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -25456246.000000 Penalty: 6058.668457 Iteration 35Q: 3 clusters Score -2.545625e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199806 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -25456240.000000 Penalty: 6058.668457 Iteration 36Q: 3 clusters Score -2.545624e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199801 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -25456250.000000 Penalty: 6058.668457 Iteration 37Q: 3 clusters Score -2.545625e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199793 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -25456252.000000 Penalty: 6058.668457 Iteration 38Q: 3 clusters Score -2.545625e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199790 members Mstep: Class 2 contains 2015 members Entering Unmasked Estep Score: -25456238.000000 Penalty: 6058.668457 Iteration 39Q: 3 clusters Score -2.545624e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199788 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -25456250.000000 Penalty: 6058.668457 Iteration 40F: 3 clusters Score -2.545625e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199786 members Mstep: Class 2 contains 2019 members Entering Unmasked Estep Score: -25456246.000000 Penalty: 6058.668457 Iteration 41Q: 3 clusters Score -2.545625e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199785 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -25456252.000000 Penalty: 6058.668457 Iteration 42Q: 3 clusters Score -2.545625e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199785 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -25456252.000000 Penalty: 6058.668457 Iteration 43F: 3 clusters Score -2.545625e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (816 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Entering Unmasked Estep Score: -95039.796875 Penalty: 1662.694824 Iteration 0F: 2 clusters Score -95039.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -93241.859375 Penalty: 3325.389648 Iteration 0F: 3 clusters Score -93241.86 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -93479.914062 Penalty: 3325.389648 Iteration 1F: 3 clusters Score -93479.91 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -93596.351562 Penalty: 3325.389648 Iteration 2F: 3 clusters Score -93596.35 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -93764.570312 Penalty: 3325.389648 Iteration 3F: 3 clusters Score -93764.57 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -94049.828125 Penalty: 3325.389648 Iteration 4F: 3 clusters Score -94049.83 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -94338.187500 Penalty: 3325.389648 Iteration 5F: 3 clusters Score -94338.19 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -94510.046875 Penalty: 3325.389648 Iteration 6F: 3 clusters Score -94510.05 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -94599.304688 Penalty: 3325.389648 Iteration 7Q: 3 clusters Score -94599.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -94644.398438 Penalty: 3325.389648 Iteration 8Q: 3 clusters Score -94644.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -94683.570312 Penalty: 3325.389648 Iteration 9Q: 3 clusters Score -94683.57 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -94726.078125 Penalty: 3325.389648 Iteration 10Q: 3 clusters Score -94726.08 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -94772.382812 Penalty: 3325.389648 Iteration 11Q: 3 clusters Score -94772.38 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -94837.164062 Penalty: 3325.389648 Iteration 12Q: 3 clusters Score -94837.16 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -94942.656250 Penalty: 3325.389648 Iteration 13Q: 3 clusters Score -94942.66 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -95107.132812 Penalty: 3325.389648 Iteration 14Q: 3 clusters Score -95107.13 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -95174.281250 Penalty: 3325.389648 Iteration 15Q: 3 clusters Score -95174.28 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -95197.195312 Penalty: 3325.389648 Iteration 16Q: 3 clusters Score -95197.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -95216.929688 Penalty: 3325.389648 Iteration 17Q: 3 clusters Score -95216.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -95228.679688 Penalty: 3325.389648 Iteration 18Q: 3 clusters Score -95228.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -95234.664062 Penalty: 3325.389648 Iteration 19Q: 3 clusters Score -95234.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -95242.257812 Penalty: 3325.389648 Iteration 20F: 3 clusters Score -95242.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -95255.531250 Penalty: 3325.389648 Iteration 21Q: 3 clusters Score -95255.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -95261.070312 Penalty: 3325.389648 Iteration 22Q: 3 clusters Score -95261.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -95276.976562 Penalty: 3325.389648 Iteration 23Q: 3 clusters Score -95276.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -95289.734375 Penalty: 3325.389648 Iteration 24Q: 3 clusters Score -95289.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -95295.984375 Penalty: 3325.389648 Iteration 25Q: 3 clusters Score -95295.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -95308.437500 Penalty: 3325.389648 Iteration 26Q: 3 clusters Score -95308.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -95316.953125 Penalty: 3325.389648 Iteration 27Q: 3 clusters Score -95316.95 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -95319.726562 Penalty: 3325.389648 Iteration 28Q: 3 clusters Score -95319.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -95319.726562 Penalty: 3325.389648 Iteration 29F: 3 clusters Score -95319.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22117 members Mstep: Class 2 contains 4635 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4262 members Mstep: Class 5 contains 337 members Mstep: Class 6 contains 13397 members Mstep: Class 7 contains 17598 members Mstep: Class 8 contains 201805 members Mstep: Class 9 contains 479 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 17392 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7690 members Mstep: Class 14 contains 14813 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58940 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4365 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31644 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23356 members Entering Unmasked Estep Score: -55713224.000000 Penalty: 87094.210938 Splitting cluster 9 changes total score from -55714544.000000 to -55713224.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (3530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Entering Unmasked Estep Score: -452399.593750 Penalty: 2025.925171 Iteration 0F: 2 clusters Score -452399.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -448772.281250 Penalty: 4051.850342 Iteration 0F: 3 clusters Score -448772.3 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -449560.437500 Penalty: 4051.850342 Iteration 1F: 3 clusters Score -449560.4 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -449750.281250 Penalty: 4051.850342 Iteration 2F: 3 clusters Score -449750.3 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 1619 members Entering Unmasked Estep Score: -449855.375000 Penalty: 4051.850342 Iteration 3Q: 3 clusters Score -449855.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -449907.812500 Penalty: 4051.850342 Iteration 4Q: 3 clusters Score -449907.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -449941.625000 Penalty: 4051.850342 Iteration 5Q: 3 clusters Score -449941.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -449970.937500 Penalty: 4051.850342 Iteration 6Q: 3 clusters Score -449970.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -449995.437500 Penalty: 4051.850342 Iteration 7Q: 3 clusters Score -449995.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -450008.000000 Penalty: 4051.850342 Iteration 8Q: 3 clusters Score -450008 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -450018.312500 Penalty: 4051.850342 Iteration 9Q: 3 clusters Score -450018.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -450024.593750 Penalty: 4051.850342 Iteration 10Q: 3 clusters Score -450024.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -450030.000000 Penalty: 4051.850342 Iteration 11Q: 3 clusters Score -450030 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -450035.156250 Penalty: 4051.850342 Iteration 12Q: 3 clusters Score -450035.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -450040.312500 Penalty: 4051.850342 Iteration 13Q: 3 clusters Score -450040.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -450043.968750 Penalty: 4051.850342 Iteration 14Q: 3 clusters Score -450044 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -450048.656250 Penalty: 4051.850342 Iteration 15Q: 3 clusters Score -450048.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -450054.656250 Penalty: 4051.850342 Iteration 16Q: 3 clusters Score -450054.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -450057.812500 Penalty: 4051.850342 Iteration 17Q: 3 clusters Score -450057.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -450063.375000 Penalty: 4051.850342 Iteration 18Q: 3 clusters Score -450063.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2071 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -450068.062500 Penalty: 4051.850342 Iteration 19Q: 3 clusters Score -450068.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2079 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -450073.750000 Penalty: 4051.850342 Iteration 20F: 3 clusters Score -450073.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -450076.375000 Penalty: 4051.850342 Iteration 21Q: 3 clusters Score -450076.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -450080.750000 Penalty: 4051.850342 Iteration 22Q: 3 clusters Score -450080.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2096 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -450082.031250 Penalty: 4051.850342 Iteration 23Q: 3 clusters Score -450082 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -450082.843750 Penalty: 4051.850342 Iteration 24Q: 3 clusters Score -450082.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2097 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -450082.843750 Penalty: 4051.850342 Iteration 25F: 3 clusters Score -450082.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (17392 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17392 members Entering Unmasked Estep Score: -2247742.500000 Penalty: 2421.413818 Iteration 0F: 2 clusters Score -2247742 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8795 members Mstep: Class 2 contains 8597 members Entering Unmasked Estep Score: -2235314.500000 Penalty: 4842.827637 Iteration 0F: 3 clusters Score -2235314 nChanged 7577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9300 members Mstep: Class 2 contains 8092 members Entering Unmasked Estep Score: -2239369.500000 Penalty: 4842.827637 Iteration 1F: 3 clusters Score -2239370 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9650 members Mstep: Class 2 contains 7742 members Entering Unmasked Estep Score: -2239791.750000 Penalty: 4842.827637 Iteration 2F: 3 clusters Score -2239792 nChanged 815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10031 members Mstep: Class 2 contains 7361 members Entering Unmasked Estep Score: -2240201.750000 Penalty: 4842.827637 Iteration 3Q: 3 clusters Score -2240202 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10485 members Mstep: Class 2 contains 6907 members Entering Unmasked Estep Score: -2240634.000000 Penalty: 4842.827637 Iteration 4Q: 3 clusters Score -2240634 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10989 members Mstep: Class 2 contains 6403 members Entering Unmasked Estep Score: -2241057.250000 Penalty: 4842.827637 Iteration 5Q: 3 clusters Score -2241057 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11576 members Mstep: Class 2 contains 5816 members Entering Unmasked Estep Score: -2241466.750000 Penalty: 4842.827637 Iteration 6Q: 3 clusters Score -2241467 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12271 members Mstep: Class 2 contains 5121 members Entering Unmasked Estep Score: -2241923.000000 Penalty: 4842.827637 Iteration 7Q: 3 clusters Score -2241923 nChanged 800 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13041 members Mstep: Class 2 contains 4351 members Entering Unmasked Estep Score: -2242425.250000 Penalty: 4842.827637 Iteration 8Q: 3 clusters Score -2242425 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13890 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -2243026.000000 Penalty: 4842.827637 Iteration 9Q: 3 clusters Score -2243026 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14727 members Mstep: Class 2 contains 2665 members Entering Unmasked Estep Score: -2243640.500000 Penalty: 4842.827637 Iteration 10Q: 3 clusters Score -2243640 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15467 members Mstep: Class 2 contains 1925 members Entering Unmasked Estep Score: -2244217.250000 Penalty: 4842.827637 Iteration 11Q: 3 clusters Score -2244217 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16046 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -2244702.250000 Penalty: 4842.827637 Iteration 12Q: 3 clusters Score -2244702 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16450 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -2245039.750000 Penalty: 4842.827637 Iteration 13Q: 3 clusters Score -2245040 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16693 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -2245238.000000 Penalty: 4842.827637 Iteration 14Q: 3 clusters Score -2245238 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16823 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -2245342.500000 Penalty: 4842.827637 Iteration 15Q: 3 clusters Score -2245342 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16887 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -2245409.750000 Penalty: 4842.827637 Iteration 16Q: 3 clusters Score -2245410 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16944 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -2245469.000000 Penalty: 4842.827637 Iteration 17Q: 3 clusters Score -2245469 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16982 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -2245515.500000 Penalty: 4842.827637 Iteration 18Q: 3 clusters Score -2245516 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17012 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -2245553.000000 Penalty: 4842.827637 Iteration 19Q: 3 clusters Score -2245553 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17032 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -2245579.250000 Penalty: 4842.827637 Iteration 20F: 3 clusters Score -2245579 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17044 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -2245593.250000 Penalty: 4842.827637 Iteration 21Q: 3 clusters Score -2245593 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17055 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -2245607.500000 Penalty: 4842.827637 Iteration 22Q: 3 clusters Score -2245608 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17060 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -2245613.000000 Penalty: 4842.827637 Iteration 23Q: 3 clusters Score -2245613 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17067 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -2245625.750000 Penalty: 4842.827637 Iteration 24Q: 3 clusters Score -2245626 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17069 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -2245625.500000 Penalty: 4842.827637 Iteration 25Q: 3 clusters Score -2245626 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17069 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -2245630.500000 Penalty: 4842.827637 Iteration 26Q: 3 clusters Score -2245630 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17071 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -2245629.750000 Penalty: 4842.827637 Iteration 27Q: 3 clusters Score -2245630 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17072 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -2245631.500000 Penalty: 4842.827637 Iteration 28Q: 3 clusters Score -2245632 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17072 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -2245631.500000 Penalty: 4842.827637 Iteration 29F: 3 clusters Score -2245632 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (250 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Entering Unmasked Estep Score: -26079.042969 Penalty: 1369.322388 Iteration 0F: 2 clusters Score -26079.04 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124 members Mstep: Class 2 contains 126 members Entering Unmasked Estep Score: -25001.455078 Penalty: 2738.644775 Iteration 0F: 3 clusters Score -25001.46 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -25125.148438 Penalty: 2738.644775 Iteration 1F: 3 clusters Score -25125.15 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145 members Mstep: Class 2 contains 105 members Entering Unmasked Estep Score: -25177.750000 Penalty: 2738.644775 Iteration 2Q: 3 clusters Score -25177.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146 members Mstep: Class 2 contains 104 members Entering Unmasked Estep Score: -25179.177734 Penalty: 2738.644775 Iteration 3Q: 3 clusters Score -25179.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -25185.570312 Penalty: 2738.644775 Iteration 4Q: 3 clusters Score -25185.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -25185.570312 Penalty: 2738.644775 Iteration 5F: 3 clusters Score -25185.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (7690 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7690 members Entering Unmasked Estep Score: -994942.562500 Penalty: 2219.023682 Iteration 0F: 2 clusters Score -994942.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 3891 members Entering Unmasked Estep Score: -988696.250000 Penalty: 4438.047363 Iteration 0F: 3 clusters Score -988696.2 nChanged 3128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3707 members Mstep: Class 2 contains 3983 members Entering Unmasked Estep Score: -990328.750000 Penalty: 4438.047363 Iteration 1F: 3 clusters Score -990328.8 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 4029 members Entering Unmasked Estep Score: -990564.687500 Penalty: 4438.047363 Iteration 2F: 3 clusters Score -990564.7 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3581 members Mstep: Class 2 contains 4109 members Entering Unmasked Estep Score: -990714.437500 Penalty: 4438.047363 Iteration 3Q: 3 clusters Score -990714.4 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3472 members Mstep: Class 2 contains 4218 members Entering Unmasked Estep Score: -990821.937500 Penalty: 4438.047363 Iteration 4Q: 3 clusters Score -990821.9 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 4334 members Entering Unmasked Estep Score: -990908.812500 Penalty: 4438.047363 Iteration 5Q: 3 clusters Score -990908.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 4461 members Entering Unmasked Estep Score: -990986.812500 Penalty: 4438.047363 Iteration 6Q: 3 clusters Score -990986.8 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3091 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -991063.125000 Penalty: 4438.047363 Iteration 7Q: 3 clusters Score -991063.1 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 4747 members Entering Unmasked Estep Score: -991134.125000 Penalty: 4438.047363 Iteration 8Q: 3 clusters Score -991134.1 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2773 members Mstep: Class 2 contains 4917 members Entering Unmasked Estep Score: -991212.437500 Penalty: 4438.047363 Iteration 9Q: 3 clusters Score -991212.4 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 5107 members Entering Unmasked Estep Score: -991315.875000 Penalty: 4438.047363 Iteration 10Q: 3 clusters Score -991315.9 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2349 members Mstep: Class 2 contains 5341 members Entering Unmasked Estep Score: -991448.500000 Penalty: 4438.047363 Iteration 11Q: 3 clusters Score -991448.5 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 5584 members Entering Unmasked Estep Score: -991603.562500 Penalty: 4438.047363 Iteration 12Q: 3 clusters Score -991603.6 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 5848 members Entering Unmasked Estep Score: -991784.312500 Penalty: 4438.047363 Iteration 13Q: 3 clusters Score -991784.3 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 6121 members Entering Unmasked Estep Score: -991989.625000 Penalty: 4438.047363 Iteration 14Q: 3 clusters Score -991989.6 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 6370 members Entering Unmasked Estep Score: -992177.437500 Penalty: 4438.047363 Iteration 15Q: 3 clusters Score -992177.4 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -992353.375000 Penalty: 4438.047363 Iteration 16Q: 3 clusters Score -992353.4 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 6805 members Entering Unmasked Estep Score: -992528.750000 Penalty: 4438.047363 Iteration 17Q: 3 clusters Score -992528.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 717 members Mstep: Class 2 contains 6973 members Entering Unmasked Estep Score: -992673.750000 Penalty: 4438.047363 Iteration 18Q: 3 clusters Score -992673.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 7080 members Entering Unmasked Estep Score: -992767.312500 Penalty: 4438.047363 Iteration 19Q: 3 clusters Score -992767.3 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 7160 members Entering Unmasked Estep Score: -992840.687500 Penalty: 4438.047363 Iteration 20F: 3 clusters Score -992840.7 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 7213 members Entering Unmasked Estep Score: -992894.125000 Penalty: 4438.047363 Iteration 21Q: 3 clusters Score -992894.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 7253 members Entering Unmasked Estep Score: -992936.687500 Penalty: 4438.047363 Iteration 22Q: 3 clusters Score -992936.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 7283 members Entering Unmasked Estep Score: -992965.062500 Penalty: 4438.047363 Iteration 23Q: 3 clusters Score -992965.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 7302 members Entering Unmasked Estep Score: -992984.875000 Penalty: 4438.047363 Iteration 24Q: 3 clusters Score -992984.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 7318 members Entering Unmasked Estep Score: -993010.312500 Penalty: 4438.047363 Iteration 25Q: 3 clusters Score -993010.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 7333 members Entering Unmasked Estep Score: -993034.500000 Penalty: 4438.047363 Iteration 26Q: 3 clusters Score -993034.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 7341 members Entering Unmasked Estep Score: -993045.875000 Penalty: 4438.047363 Iteration 27Q: 3 clusters Score -993045.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 7347 members Entering Unmasked Estep Score: -993050.562500 Penalty: 4438.047363 Iteration 28Q: 3 clusters Score -993050.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 7352 members Entering Unmasked Estep Score: -993059.062500 Penalty: 4438.047363 Iteration 29Q: 3 clusters Score -993059.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 7357 members Entering Unmasked Estep Score: -993065.750000 Penalty: 4438.047363 Iteration 30Q: 3 clusters Score -993065.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 7360 members Entering Unmasked Estep Score: -993069.000000 Penalty: 4438.047363 Iteration 31Q: 3 clusters Score -993069 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 7362 members Entering Unmasked Estep Score: -993071.812500 Penalty: 4438.047363 Iteration 32Q: 3 clusters Score -993071.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 7365 members Entering Unmasked Estep Score: -993076.687500 Penalty: 4438.047363 Iteration 33Q: 3 clusters Score -993076.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 7364 members Entering Unmasked Estep Score: -993077.312500 Penalty: 4438.047363 Iteration 34Q: 3 clusters Score -993077.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 7368 members Entering Unmasked Estep Score: -993084.875000 Penalty: 4438.047363 Iteration 35Q: 3 clusters Score -993084.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 7371 members Entering Unmasked Estep Score: -993086.750000 Penalty: 4438.047363 Iteration 36Q: 3 clusters Score -993086.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 7370 members Entering Unmasked Estep Score: -993090.125000 Penalty: 4438.047363 Iteration 37Q: 3 clusters Score -993090.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 7370 members Entering Unmasked Estep Score: -993090.125000 Penalty: 4438.047363 Iteration 38F: 3 clusters Score -993090.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (14813 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14813 members Entering Unmasked Estep Score: -1902992.875000 Penalty: 2381.608398 Iteration 0F: 2 clusters Score -1902993 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 7395 members Entering Unmasked Estep Score: -1892263.125000 Penalty: 4763.216797 Iteration 0F: 3 clusters Score -1892263 nChanged 6368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7280 members Mstep: Class 2 contains 7533 members Entering Unmasked Estep Score: -1895794.500000 Penalty: 4763.216797 Iteration 1F: 3 clusters Score -1895794 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 7689 members Entering Unmasked Estep Score: -1896258.750000 Penalty: 4763.216797 Iteration 2F: 3 clusters Score -1896259 nChanged 820 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6936 members Mstep: Class 2 contains 7877 members Entering Unmasked Estep Score: -1896656.250000 Penalty: 4763.216797 Iteration 3F: 3 clusters Score -1896656 nChanged 701 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6693 members Mstep: Class 2 contains 8120 members Entering Unmasked Estep Score: -1896990.375000 Penalty: 4763.216797 Iteration 4Q: 3 clusters Score -1896990 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6365 members Mstep: Class 2 contains 8448 members Entering Unmasked Estep Score: -1897352.250000 Penalty: 4763.216797 Iteration 5F: 3 clusters Score -1897352 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5933 members Mstep: Class 2 contains 8880 members Entering Unmasked Estep Score: -1897695.125000 Penalty: 4763.216797 Iteration 6Q: 3 clusters Score -1897695 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5395 members Mstep: Class 2 contains 9418 members Entering Unmasked Estep Score: -1898050.375000 Penalty: 4763.216797 Iteration 7Q: 3 clusters Score -1898050 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4776 members Mstep: Class 2 contains 10037 members Entering Unmasked Estep Score: -1898442.875000 Penalty: 4763.216797 Iteration 8Q: 3 clusters Score -1898443 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4099 members Mstep: Class 2 contains 10714 members Entering Unmasked Estep Score: -1898894.000000 Penalty: 4763.216797 Iteration 9Q: 3 clusters Score -1898894 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3383 members Mstep: Class 2 contains 11430 members Entering Unmasked Estep Score: -1899381.000000 Penalty: 4763.216797 Iteration 10Q: 3 clusters Score -1899381 nChanged 687 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 12109 members Entering Unmasked Estep Score: -1899885.500000 Penalty: 4763.216797 Iteration 11Q: 3 clusters Score -1899886 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 12718 members Entering Unmasked Estep Score: -1900348.125000 Penalty: 4763.216797 Iteration 12Q: 3 clusters Score -1900348 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 13191 members Entering Unmasked Estep Score: -1900713.125000 Penalty: 4763.216797 Iteration 13Q: 3 clusters Score -1900713 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 13536 members Entering Unmasked Estep Score: -1900974.500000 Penalty: 4763.216797 Iteration 14Q: 3 clusters Score -1900974 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 13758 members Entering Unmasked Estep Score: -1901126.875000 Penalty: 4763.216797 Iteration 15Q: 3 clusters Score -1901127 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 13916 members Entering Unmasked Estep Score: -1901230.250000 Penalty: 4763.216797 Iteration 16Q: 3 clusters Score -1901230 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 14017 members Entering Unmasked Estep Score: -1901296.000000 Penalty: 4763.216797 Iteration 17Q: 3 clusters Score -1901296 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 14084 members Entering Unmasked Estep Score: -1901350.875000 Penalty: 4763.216797 Iteration 18Q: 3 clusters Score -1901351 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 14133 members Entering Unmasked Estep Score: -1901392.875000 Penalty: 4763.216797 Iteration 19Q: 3 clusters Score -1901393 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 14169 members Entering Unmasked Estep Score: -1901411.750000 Penalty: 4763.216797 Iteration 20F: 3 clusters Score -1901412 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 14190 members Entering Unmasked Estep Score: -1901415.250000 Penalty: 4763.216797 Iteration 21Q: 3 clusters Score -1901415 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Mstep: Class 2 contains 14197 members Entering Unmasked Estep Score: -1901419.000000 Penalty: 4763.216797 Iteration 22Q: 3 clusters Score -1901419 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 14209 members Entering Unmasked Estep Score: -1901428.375000 Penalty: 4763.216797 Iteration 23Q: 3 clusters Score -1901428 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 14217 members Entering Unmasked Estep Score: -1901433.125000 Penalty: 4763.216797 Iteration 24Q: 3 clusters Score -1901433 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 14218 members Entering Unmasked Estep Score: -1901432.375000 Penalty: 4763.216797 Iteration 25Q: 3 clusters Score -1901432 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 14220 members Entering Unmasked Estep Score: -1901434.500000 Penalty: 4763.216797 Iteration 26Q: 3 clusters Score -1901434 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 14226 members Entering Unmasked Estep Score: -1901437.250000 Penalty: 4763.216797 Iteration 27Q: 3 clusters Score -1901437 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 14233 members Entering Unmasked Estep Score: -1901439.750000 Penalty: 4763.216797 Iteration 28Q: 3 clusters Score -1901440 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 14235 members Entering Unmasked Estep Score: -1901437.125000 Penalty: 4763.216797 Iteration 29Q: 3 clusters Score -1901437 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 14237 members Entering Unmasked Estep Score: -1901441.250000 Penalty: 4763.216797 Iteration 30Q: 3 clusters Score -1901441 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 14240 members Entering Unmasked Estep Score: -1901445.750000 Penalty: 4763.216797 Iteration 31Q: 3 clusters Score -1901446 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 14242 members Entering Unmasked Estep Score: -1901446.250000 Penalty: 4763.216797 Iteration 32Q: 3 clusters Score -1901446 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 14244 members Entering Unmasked Estep Score: -1901448.625000 Penalty: 4763.216797 Iteration 33Q: 3 clusters Score -1901449 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 14246 members Entering Unmasked Estep Score: -1901447.625000 Penalty: 4763.216797 Iteration 34Q: 3 clusters Score -1901448 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 14250 members Entering Unmasked Estep Score: -1901451.125000 Penalty: 4763.216797 Iteration 35Q: 3 clusters Score -1901451 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 14256 members Entering Unmasked Estep Score: -1901455.750000 Penalty: 4763.216797 Iteration 36Q: 3 clusters Score -1901456 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 14262 members Entering Unmasked Estep Score: -1901461.750000 Penalty: 4763.216797 Iteration 37Q: 3 clusters Score -1901462 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 14263 members Entering Unmasked Estep Score: -1901464.375000 Penalty: 4763.216797 Iteration 38Q: 3 clusters Score -1901464 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 14266 members Entering Unmasked Estep Score: -1901464.000000 Penalty: 4763.216797 Iteration 39Q: 3 clusters Score -1901464 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 14268 members Entering Unmasked Estep Score: -1901463.625000 Penalty: 4763.216797 Iteration 40F: 3 clusters Score -1901464 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3990 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Entering Unmasked Estep Score: -506914.343750 Penalty: 2056.303711 Iteration 0F: 2 clusters Score -506914.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -502964.750000 Penalty: 4112.607422 Iteration 0F: 3 clusters Score -502964.8 nChanged 1502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -503862.343750 Penalty: 4112.607422 Iteration 1F: 3 clusters Score -503862.3 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 1846 members Entering Unmasked Estep Score: -504054.656250 Penalty: 4112.607422 Iteration 2F: 3 clusters Score -504054.7 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 1782 members Entering Unmasked Estep Score: -504206.281250 Penalty: 4112.607422 Iteration 3F: 3 clusters Score -504206.3 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -504322.593750 Penalty: 4112.607422 Iteration 4Q: 3 clusters Score -504322.6 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -504401.750000 Penalty: 4112.607422 Iteration 5Q: 3 clusters Score -504401.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -504470.468750 Penalty: 4112.607422 Iteration 6Q: 3 clusters Score -504470.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -504539.187500 Penalty: 4112.607422 Iteration 7Q: 3 clusters Score -504539.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -504601.687500 Penalty: 4112.607422 Iteration 8Q: 3 clusters Score -504601.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -504675.593750 Penalty: 4112.607422 Iteration 9Q: 3 clusters Score -504675.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -504749.406250 Penalty: 4112.607422 Iteration 10Q: 3 clusters Score -504749.4 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -504819.906250 Penalty: 4112.607422 Iteration 11Q: 3 clusters Score -504819.9 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -504893.312500 Penalty: 4112.607422 Iteration 12Q: 3 clusters Score -504893.3 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -504987.843750 Penalty: 4112.607422 Iteration 13Q: 3 clusters Score -504987.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2911 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -505082.125000 Penalty: 4112.607422 Iteration 14Q: 3 clusters Score -505082.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -505178.250000 Penalty: 4112.607422 Iteration 15Q: 3 clusters Score -505178.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -505288.593750 Penalty: 4112.607422 Iteration 16Q: 3 clusters Score -505288.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3015 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -505382.437500 Penalty: 4112.607422 Iteration 17Q: 3 clusters Score -505382.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -505475.187500 Penalty: 4112.607422 Iteration 18Q: 3 clusters Score -505475.2 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -505535.531250 Penalty: 4112.607422 Iteration 19Q: 3 clusters Score -505535.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -505586.656250 Penalty: 4112.607422 Iteration 20F: 3 clusters Score -505586.7 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2937 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -505635.406250 Penalty: 4112.607422 Iteration 21Q: 3 clusters Score -505635.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -505679.500000 Penalty: 4112.607422 Iteration 22Q: 3 clusters Score -505679.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -505714.031250 Penalty: 4112.607422 Iteration 23Q: 3 clusters Score -505714 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -505754.093750 Penalty: 4112.607422 Iteration 24Q: 3 clusters Score -505754.1 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -505814.125000 Penalty: 4112.607422 Iteration 25Q: 3 clusters Score -505814.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2681 members Mstep: Class 2 contains 1309 members Entering Unmasked Estep Score: -505872.968750 Penalty: 4112.607422 Iteration 26Q: 3 clusters Score -505873 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -505939.062500 Penalty: 4112.607422 Iteration 27Q: 3 clusters Score -505939.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -506001.375000 Penalty: 4112.607422 Iteration 28Q: 3 clusters Score -506001.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2481 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -506079.812500 Penalty: 4112.607422 Iteration 29Q: 3 clusters Score -506079.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -506129.656250 Penalty: 4112.607422 Iteration 30Q: 3 clusters Score -506129.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -506177.093750 Penalty: 4112.607422 Iteration 31Q: 3 clusters Score -506177.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2336 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -506210.718750 Penalty: 4112.607422 Iteration 32Q: 3 clusters Score -506210.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -506231.312500 Penalty: 4112.607422 Iteration 33Q: 3 clusters Score -506231.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 1699 members Entering Unmasked Estep Score: -506239.750000 Penalty: 4112.607422 Iteration 34Q: 3 clusters Score -506239.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -506247.687500 Penalty: 4112.607422 Iteration 35Q: 3 clusters Score -506247.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -506254.281250 Penalty: 4112.607422 Iteration 36Q: 3 clusters Score -506254.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -506256.093750 Penalty: 4112.607422 Iteration 37Q: 3 clusters Score -506256.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -506256.875000 Penalty: 4112.607422 Iteration 38Q: 3 clusters Score -506256.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -506257.906250 Penalty: 4112.607422 Iteration 39Q: 3 clusters Score -506257.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -506257.750000 Penalty: 4112.607422 Iteration 40F: 3 clusters Score -506257.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2251 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -506259.343750 Penalty: 4112.607422 Iteration 41Q: 3 clusters Score -506259.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -506260.468750 Penalty: 4112.607422 Iteration 42Q: 3 clusters Score -506260.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2250 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -506260.468750 Penalty: 4112.607422 Iteration 43F: 3 clusters Score -506260.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (58940 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58940 members Entering Unmasked Estep Score: -7592024.500000 Penalty: 2724.100098 Iteration 0F: 2 clusters Score -7592024 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29567 members Mstep: Class 2 contains 29373 members Entering Unmasked Estep Score: -7552374.000000 Penalty: 5448.200195 Iteration 0F: 3 clusters Score -7552374 nChanged 27514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30647 members Mstep: Class 2 contains 28293 members Entering Unmasked Estep Score: -7567802.000000 Penalty: 5448.200195 Iteration 1F: 3 clusters Score -7567802 nChanged 2322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31189 members Mstep: Class 2 contains 27751 members Entering Unmasked Estep Score: -7568507.500000 Penalty: 5448.200195 Iteration 2Q: 3 clusters Score -7568508 nChanged 2278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31967 members Mstep: Class 2 contains 26973 members Entering Unmasked Estep Score: -7569289.500000 Penalty: 5448.200195 Iteration 3Q: 3 clusters Score -7569290 nChanged 2436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33013 members Mstep: Class 2 contains 25927 members Entering Unmasked Estep Score: -7570249.000000 Penalty: 5448.200195 Iteration 4Q: 3 clusters Score -7570249 nChanged 2520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34367 members Mstep: Class 2 contains 24573 members Entering Unmasked Estep Score: -7571447.500000 Penalty: 5448.200195 Iteration 5Q: 3 clusters Score -7571448 nChanged 2815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36060 members Mstep: Class 2 contains 22880 members Entering Unmasked Estep Score: -7573001.500000 Penalty: 5448.200195 Iteration 6Q: 3 clusters Score -7573002 nChanged 3008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38072 members Mstep: Class 2 contains 20868 members Entering Unmasked Estep Score: -7575065.000000 Penalty: 5448.200195 Iteration 7F: 3 clusters Score -7575065 nChanged 3247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40225 members Mstep: Class 2 contains 18715 members Entering Unmasked Estep Score: -7577396.500000 Penalty: 5448.200195 Iteration 8F: 3 clusters Score -7577396 nChanged 3159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42190 members Mstep: Class 2 contains 16750 members Entering Unmasked Estep Score: -7579723.000000 Penalty: 5448.200195 Iteration 9F: 3 clusters Score -7579723 nChanged 2812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43838 members Mstep: Class 2 contains 15102 members Entering Unmasked Estep Score: -7581577.500000 Penalty: 5448.200195 Iteration 10Q: 3 clusters Score -7581578 nChanged 2246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45072 members Mstep: Class 2 contains 13868 members Entering Unmasked Estep Score: -7582744.000000 Penalty: 5448.200195 Iteration 11Q: 3 clusters Score -7582744 nChanged 1749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46155 members Mstep: Class 2 contains 12785 members Entering Unmasked Estep Score: -7583586.500000 Penalty: 5448.200195 Iteration 12Q: 3 clusters Score -7583586 nChanged 1333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47164 members Mstep: Class 2 contains 11776 members Entering Unmasked Estep Score: -7584140.000000 Penalty: 5448.200195 Iteration 13Q: 3 clusters Score -7584140 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48121 members Mstep: Class 2 contains 10819 members Entering Unmasked Estep Score: -7584583.000000 Penalty: 5448.200195 Iteration 14Q: 3 clusters Score -7584583 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49061 members Mstep: Class 2 contains 9879 members Entering Unmasked Estep Score: -7585003.500000 Penalty: 5448.200195 Iteration 15Q: 3 clusters Score -7585004 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50010 members Mstep: Class 2 contains 8930 members Entering Unmasked Estep Score: -7585404.000000 Penalty: 5448.200195 Iteration 16Q: 3 clusters Score -7585404 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50950 members Mstep: Class 2 contains 7990 members Entering Unmasked Estep Score: -7585826.000000 Penalty: 5448.200195 Iteration 17Q: 3 clusters Score -7585826 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51858 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -7586274.000000 Penalty: 5448.200195 Iteration 18Q: 3 clusters Score -7586274 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52660 members Mstep: Class 2 contains 6280 members Entering Unmasked Estep Score: -7586657.500000 Penalty: 5448.200195 Iteration 19Q: 3 clusters Score -7586658 nChanged 778 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53426 members Mstep: Class 2 contains 5514 members Entering Unmasked Estep Score: -7587021.000000 Penalty: 5448.200195 Iteration 20F: 3 clusters Score -7587021 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54158 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -7587375.500000 Penalty: 5448.200195 Iteration 21Q: 3 clusters Score -7587376 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54870 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -7587795.500000 Penalty: 5448.200195 Iteration 22Q: 3 clusters Score -7587796 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55474 members Mstep: Class 2 contains 3466 members Entering Unmasked Estep Score: -7588141.500000 Penalty: 5448.200195 Iteration 23Q: 3 clusters Score -7588142 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56022 members Mstep: Class 2 contains 2918 members Entering Unmasked Estep Score: -7588439.000000 Penalty: 5448.200195 Iteration 24Q: 3 clusters Score -7588439 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56484 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -7588731.000000 Penalty: 5448.200195 Iteration 25Q: 3 clusters Score -7588731 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56829 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -7588953.000000 Penalty: 5448.200195 Iteration 26Q: 3 clusters Score -7588953 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57112 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -7589102.500000 Penalty: 5448.200195 Iteration 27Q: 3 clusters Score -7589102 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57326 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -7589215.000000 Penalty: 5448.200195 Iteration 28Q: 3 clusters Score -7589215 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57506 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -7589297.500000 Penalty: 5448.200195 Iteration 29Q: 3 clusters Score -7589298 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57639 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -7589353.000000 Penalty: 5448.200195 Iteration 30Q: 3 clusters Score -7589353 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57751 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -7589410.500000 Penalty: 5448.200195 Iteration 31Q: 3 clusters Score -7589410 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57845 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -7589482.500000 Penalty: 5448.200195 Iteration 32Q: 3 clusters Score -7589482 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57905 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -7589514.500000 Penalty: 5448.200195 Iteration 33Q: 3 clusters Score -7589514 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57959 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -7589543.500000 Penalty: 5448.200195 Iteration 34Q: 3 clusters Score -7589544 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58001 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -7589566.000000 Penalty: 5448.200195 Iteration 35Q: 3 clusters Score -7589566 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58037 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -7589583.500000 Penalty: 5448.200195 Iteration 36Q: 3 clusters Score -7589584 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58065 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -7589599.500000 Penalty: 5448.200195 Iteration 37Q: 3 clusters Score -7589600 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58090 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -7589624.000000 Penalty: 5448.200195 Iteration 38Q: 3 clusters Score -7589624 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58113 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -7589625.000000 Penalty: 5448.200195 Iteration 39Q: 3 clusters Score -7589625 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58127 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -7589636.500000 Penalty: 5448.200195 Iteration 40F: 3 clusters Score -7589636 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58151 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -7589652.500000 Penalty: 5448.200195 Iteration 41Q: 3 clusters Score -7589652 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58163 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -7589660.500000 Penalty: 5448.200195 Iteration 42Q: 3 clusters Score -7589660 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58175 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -7589666.500000 Penalty: 5448.200195 Iteration 43Q: 3 clusters Score -7589666 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58186 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -7589665.000000 Penalty: 5448.200195 Iteration 44Q: 3 clusters Score -7589665 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58191 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -7589671.500000 Penalty: 5448.200195 Iteration 45Q: 3 clusters Score -7589672 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58196 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -7589666.000000 Penalty: 5448.200195 Iteration 46Q: 3 clusters Score -7589666 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58200 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -7589667.000000 Penalty: 5448.200195 Iteration 47Q: 3 clusters Score -7589667 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58205 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -7589676.000000 Penalty: 5448.200195 Iteration 48Q: 3 clusters Score -7589676 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58211 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -7589670.500000 Penalty: 5448.200195 Iteration 49Q: 3 clusters Score -7589670 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58216 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -7589678.000000 Penalty: 5448.200195 Iteration 50Q: 3 clusters Score -7589678 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58222 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -7589678.000000 Penalty: 5448.200195 Iteration 51Q: 3 clusters Score -7589678 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58224 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -7589679.500000 Penalty: 5448.200195 Iteration 52Q: 3 clusters Score -7589680 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58222 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -7589683.000000 Penalty: 5448.200195 Iteration 53Q: 3 clusters Score -7589683 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58224 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -7589686.500000 Penalty: 5448.200195 Iteration 54Q: 3 clusters Score -7589686 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58229 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -7589685.000000 Penalty: 5448.200195 Iteration 55Q: 3 clusters Score -7589685 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58230 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -7589687.500000 Penalty: 5448.200195 Iteration 56Q: 3 clusters Score -7589688 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58228 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -7589689.000000 Penalty: 5448.200195 Iteration 57Q: 3 clusters Score -7589689 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58230 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -7589691.500000 Penalty: 5448.200195 Iteration 58Q: 3 clusters Score -7589692 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58231 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -7589691.000000 Penalty: 5448.200195 Iteration 59Q: 3 clusters Score -7589691 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58232 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -7589691.000000 Penalty: 5448.200195 Iteration 60F: 3 clusters Score -7589691 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1578 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Entering Unmasked Estep Score: -191094.859375 Penalty: 1826.250610 Iteration 0F: 2 clusters Score -191094.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -188737.328125 Penalty: 3652.501221 Iteration 0F: 3 clusters Score -188737.3 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -189182.906250 Penalty: 3652.501221 Iteration 1F: 3 clusters Score -189182.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -189294.015625 Penalty: 3652.501221 Iteration 2F: 3 clusters Score -189294 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -189367.796875 Penalty: 3652.501221 Iteration 3Q: 3 clusters Score -189367.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -189399.343750 Penalty: 3652.501221 Iteration 4Q: 3 clusters Score -189399.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -189428.140625 Penalty: 3652.501221 Iteration 5Q: 3 clusters Score -189428.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -189443.375000 Penalty: 3652.501221 Iteration 6Q: 3 clusters Score -189443.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -189464.859375 Penalty: 3652.501221 Iteration 7Q: 3 clusters Score -189464.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -189480.843750 Penalty: 3652.501221 Iteration 8Q: 3 clusters Score -189480.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 609 members Entering Unmasked Estep Score: -189498.156250 Penalty: 3652.501221 Iteration 9Q: 3 clusters Score -189498.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -189511.468750 Penalty: 3652.501221 Iteration 10Q: 3 clusters Score -189511.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -189518.984375 Penalty: 3652.501221 Iteration 11Q: 3 clusters Score -189519 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -189524.765625 Penalty: 3652.501221 Iteration 12Q: 3 clusters Score -189524.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -189528.390625 Penalty: 3652.501221 Iteration 13Q: 3 clusters Score -189528.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -189534.546875 Penalty: 3652.501221 Iteration 14Q: 3 clusters Score -189534.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -189541.953125 Penalty: 3652.501221 Iteration 15Q: 3 clusters Score -189542 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -189546.687500 Penalty: 3652.501221 Iteration 16Q: 3 clusters Score -189546.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -189548.890625 Penalty: 3652.501221 Iteration 17Q: 3 clusters Score -189548.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 571 members Entering Unmasked Estep Score: -189551.203125 Penalty: 3652.501221 Iteration 18Q: 3 clusters Score -189551.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -189554.390625 Penalty: 3652.501221 Iteration 19Q: 3 clusters Score -189554.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -189558.875000 Penalty: 3652.501221 Iteration 20F: 3 clusters Score -189558.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -189564.515625 Penalty: 3652.501221 Iteration 21Q: 3 clusters Score -189564.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -189568.828125 Penalty: 3652.501221 Iteration 22Q: 3 clusters Score -189568.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -189570.968750 Penalty: 3652.501221 Iteration 23Q: 3 clusters Score -189571 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -189571.687500 Penalty: 3652.501221 Iteration 24Q: 3 clusters Score -189571.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -189571.984375 Penalty: 3652.501221 Iteration 25Q: 3 clusters Score -189572 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -189571.984375 Penalty: 3652.501221 Iteration 26F: 3 clusters Score -189572 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (1016 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Entering Unmasked Estep Score: -117010.867188 Penalty: 1717.059937 Iteration 0F: 2 clusters Score -117010.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -115113.546875 Penalty: 3434.119873 Iteration 0F: 3 clusters Score -115113.5 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -115434.968750 Penalty: 3434.119873 Iteration 1F: 3 clusters Score -115435 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -115533.023438 Penalty: 3434.119873 Iteration 2F: 3 clusters Score -115533 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -115575.046875 Penalty: 3434.119873 Iteration 3Q: 3 clusters Score -115575 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -115630.484375 Penalty: 3434.119873 Iteration 4Q: 3 clusters Score -115630.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -115665.179688 Penalty: 3434.119873 Iteration 5Q: 3 clusters Score -115665.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 538 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -115684.750000 Penalty: 3434.119873 Iteration 6Q: 3 clusters Score -115684.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -115703.109375 Penalty: 3434.119873 Iteration 7Q: 3 clusters Score -115703.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 462 members Entering Unmasked Estep Score: -115711.257812 Penalty: 3434.119873 Iteration 8Q: 3 clusters Score -115711.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 454 members Entering Unmasked Estep Score: -115725.843750 Penalty: 3434.119873 Iteration 9Q: 3 clusters Score -115725.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -115740.789062 Penalty: 3434.119873 Iteration 10Q: 3 clusters Score -115740.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -115747.382812 Penalty: 3434.119873 Iteration 11Q: 3 clusters Score -115747.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -115754.343750 Penalty: 3434.119873 Iteration 12Q: 3 clusters Score -115754.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -115765.078125 Penalty: 3434.119873 Iteration 13Q: 3 clusters Score -115765.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -115769.351562 Penalty: 3434.119873 Iteration 14Q: 3 clusters Score -115769.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -115773.171875 Penalty: 3434.119873 Iteration 15Q: 3 clusters Score -115773.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -115784.070312 Penalty: 3434.119873 Iteration 16Q: 3 clusters Score -115784.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -115787.875000 Penalty: 3434.119873 Iteration 17Q: 3 clusters Score -115787.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -115792.976562 Penalty: 3434.119873 Iteration 18Q: 3 clusters Score -115793 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -115795.234375 Penalty: 3434.119873 Iteration 19Q: 3 clusters Score -115795.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -115799.687500 Penalty: 3434.119873 Iteration 20F: 3 clusters Score -115799.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -115803.906250 Penalty: 3434.119873 Iteration 21Q: 3 clusters Score -115803.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -115812.539062 Penalty: 3434.119873 Iteration 22Q: 3 clusters Score -115812.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -115817.703125 Penalty: 3434.119873 Iteration 23Q: 3 clusters Score -115817.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -115821.546875 Penalty: 3434.119873 Iteration 24Q: 3 clusters Score -115821.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -115822.250000 Penalty: 3434.119873 Iteration 25Q: 3 clusters Score -115822.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -115822.250000 Penalty: 3434.119873 Iteration 26F: 3 clusters Score -115822.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (4365 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Entering Unmasked Estep Score: -556272.250000 Penalty: 2078.580566 Iteration 0F: 2 clusters Score -556272.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -552128.875000 Penalty: 4157.161133 Iteration 0F: 3 clusters Score -552128.9 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -553089.625000 Penalty: 4157.161133 Iteration 1F: 3 clusters Score -553089.6 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -553264.687500 Penalty: 4157.161133 Iteration 2F: 3 clusters Score -553264.7 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -553344.375000 Penalty: 4157.161133 Iteration 3Q: 3 clusters Score -553344.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -553393.375000 Penalty: 4157.161133 Iteration 4Q: 3 clusters Score -553393.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 2140 members Entering Unmasked Estep Score: -553428.812500 Penalty: 4157.161133 Iteration 5Q: 3 clusters Score -553428.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 2129 members Entering Unmasked Estep Score: -553461.375000 Penalty: 4157.161133 Iteration 6Q: 3 clusters Score -553461.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -553493.062500 Penalty: 4157.161133 Iteration 7Q: 3 clusters Score -553493.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 2105 members Entering Unmasked Estep Score: -553512.937500 Penalty: 4157.161133 Iteration 8Q: 3 clusters Score -553512.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 2106 members Entering Unmasked Estep Score: -553525.375000 Penalty: 4157.161133 Iteration 9Q: 3 clusters Score -553525.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -553537.937500 Penalty: 4157.161133 Iteration 10Q: 3 clusters Score -553537.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2256 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -553545.687500 Penalty: 4157.161133 Iteration 11Q: 3 clusters Score -553545.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -553553.562500 Penalty: 4157.161133 Iteration 12Q: 3 clusters Score -553553.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 2097 members Entering Unmasked Estep Score: -553562.750000 Penalty: 4157.161133 Iteration 13Q: 3 clusters Score -553562.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2266 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -553570.375000 Penalty: 4157.161133 Iteration 14Q: 3 clusters Score -553570.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -553575.875000 Penalty: 4157.161133 Iteration 15Q: 3 clusters Score -553575.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -553581.187500 Penalty: 4157.161133 Iteration 16Q: 3 clusters Score -553581.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -553587.750000 Penalty: 4157.161133 Iteration 17Q: 3 clusters Score -553587.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2272 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -553592.937500 Penalty: 4157.161133 Iteration 18Q: 3 clusters Score -553592.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 2091 members Entering Unmasked Estep Score: -553596.875000 Penalty: 4157.161133 Iteration 19Q: 3 clusters Score -553596.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2282 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -553600.937500 Penalty: 4157.161133 Iteration 20F: 3 clusters Score -553600.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -553605.750000 Penalty: 4157.161133 Iteration 21Q: 3 clusters Score -553605.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -553610.937500 Penalty: 4157.161133 Iteration 22Q: 3 clusters Score -553610.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -553612.875000 Penalty: 4157.161133 Iteration 23Q: 3 clusters Score -553612.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -553617.312500 Penalty: 4157.161133 Iteration 24Q: 3 clusters Score -553617.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -553619.125000 Penalty: 4157.161133 Iteration 25Q: 3 clusters Score -553619.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -553620.062500 Penalty: 4157.161133 Iteration 26Q: 3 clusters Score -553620.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -553621.125000 Penalty: 4157.161133 Iteration 27Q: 3 clusters Score -553621.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2296 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -553622.312500 Penalty: 4157.161133 Iteration 28Q: 3 clusters Score -553622.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -553624.000000 Penalty: 4157.161133 Iteration 29Q: 3 clusters Score -553624 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -553624.375000 Penalty: 4157.161133 Iteration 30Q: 3 clusters Score -553624.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -553623.625000 Penalty: 4157.161133 Iteration 31Q: 3 clusters Score -553623.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2302 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -553623.812500 Penalty: 4157.161133 Iteration 32Q: 3 clusters Score -553623.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -553626.125000 Penalty: 4157.161133 Iteration 33Q: 3 clusters Score -553626.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -553626.625000 Penalty: 4157.161133 Iteration 34Q: 3 clusters Score -553626.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -553628.125000 Penalty: 4157.161133 Iteration 35Q: 3 clusters Score -553628.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -553629.250000 Penalty: 4157.161133 Iteration 36Q: 3 clusters Score -553629.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2292 members Mstep: Class 2 contains 2073 members Entering Unmasked Estep Score: -553632.625000 Penalty: 4157.161133 Iteration 37Q: 3 clusters Score -553632.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -553634.250000 Penalty: 4157.161133 Iteration 38Q: 3 clusters Score -553634.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -553635.250000 Penalty: 4157.161133 Iteration 39Q: 3 clusters Score -553635.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -553635.500000 Penalty: 4157.161133 Iteration 40F: 3 clusters Score -553635.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 2079 members Entering Unmasked Estep Score: -553637.125000 Penalty: 4157.161133 Iteration 41Q: 3 clusters Score -553637.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -553637.625000 Penalty: 4157.161133 Iteration 42Q: 3 clusters Score -553637.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -553640.750000 Penalty: 4157.161133 Iteration 43Q: 3 clusters Score -553640.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -553640.625000 Penalty: 4157.161133 Iteration 44Q: 3 clusters Score -553640.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 2077 members Entering Unmasked Estep Score: -553641.312500 Penalty: 4157.161133 Iteration 45Q: 3 clusters Score -553641.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -553642.000000 Penalty: 4157.161133 Iteration 46Q: 3 clusters Score -553642 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -553643.125000 Penalty: 4157.161133 Iteration 47Q: 3 clusters Score -553643.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -553643.125000 Penalty: 4157.161133 Iteration 48F: 3 clusters Score -553643.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (300 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Entering Unmasked Estep Score: -32398.220703 Penalty: 1414.538086 Iteration 0F: 2 clusters Score -32398.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -31246.310547 Penalty: 2829.076172 Iteration 0F: 3 clusters Score -31246.31 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -31475.761719 Penalty: 2829.076172 Iteration 1F: 3 clusters Score -31475.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 109 members Entering Unmasked Estep Score: -31541.890625 Penalty: 2829.076172 Iteration 2Q: 3 clusters Score -31541.89 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 99 members Entering Unmasked Estep Score: -31634.912109 Penalty: 2829.076172 Iteration 3Q: 3 clusters Score -31634.91 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -31709.101562 Penalty: 2829.076172 Iteration 4Q: 3 clusters Score -31709.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -31788.253906 Penalty: 2829.076172 Iteration 5Q: 3 clusters Score -31788.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -31814.863281 Penalty: 2829.076172 Iteration 6Q: 3 clusters Score -31814.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -31895.599609 Penalty: 2829.076172 Iteration 7Q: 3 clusters Score -31895.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 83 members Entering Unmasked Estep Score: -31921.300781 Penalty: 2829.076172 Iteration 8Q: 3 clusters Score -31921.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 81 members Entering Unmasked Estep Score: -31933.537109 Penalty: 2829.076172 Iteration 9Q: 3 clusters Score -31933.54 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -31999.439453 Penalty: 2829.076172 Iteration 10Q: 3 clusters Score -31999.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -32075.369141 Penalty: 2829.076172 Iteration 11Q: 3 clusters Score -32075.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -32077.695312 Penalty: 2829.076172 Iteration 12Q: 3 clusters Score -32077.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 79 members Entering Unmasked Estep Score: -32082.343750 Penalty: 2829.076172 Iteration 13F: 3 clusters Score -32082.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -32146.583984 Penalty: 2829.076172 Iteration 14Q: 3 clusters Score -32146.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -32146.583984 Penalty: 2829.076172 Iteration 15F: 3 clusters Score -32146.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (2530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2530 members Entering Unmasked Estep Score: -316729.125000 Penalty: 1943.321777 Iteration 0F: 2 clusters Score -316729.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -313796.312500 Penalty: 3886.643555 Iteration 0F: 3 clusters Score -313796.3 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -314352.093750 Penalty: 3886.643555 Iteration 1F: 3 clusters Score -314352.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -314471.156250 Penalty: 3886.643555 Iteration 2F: 3 clusters Score -314471.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1331 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -314556.593750 Penalty: 3886.643555 Iteration 3Q: 3 clusters Score -314556.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1338 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -314613.687500 Penalty: 3886.643555 Iteration 4Q: 3 clusters Score -314613.7 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -314652.750000 Penalty: 3886.643555 Iteration 5Q: 3 clusters Score -314652.8 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -314685.281250 Penalty: 3886.643555 Iteration 6Q: 3 clusters Score -314685.3 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -314704.843750 Penalty: 3886.643555 Iteration 7Q: 3 clusters Score -314704.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -314725.031250 Penalty: 3886.643555 Iteration 8Q: 3 clusters Score -314725 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -314737.375000 Penalty: 3886.643555 Iteration 9Q: 3 clusters Score -314737.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -314746.968750 Penalty: 3886.643555 Iteration 10Q: 3 clusters Score -314747 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -314753.093750 Penalty: 3886.643555 Iteration 11Q: 3 clusters Score -314753.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -314759.562500 Penalty: 3886.643555 Iteration 12Q: 3 clusters Score -314759.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -314764.593750 Penalty: 3886.643555 Iteration 13Q: 3 clusters Score -314764.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -314766.906250 Penalty: 3886.643555 Iteration 14Q: 3 clusters Score -314766.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -314767.531250 Penalty: 3886.643555 Iteration 15Q: 3 clusters Score -314767.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -314768.437500 Penalty: 3886.643555 Iteration 16Q: 3 clusters Score -314768.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -314767.968750 Penalty: 3886.643555 Iteration 17Q: 3 clusters Score -314768 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -314767.968750 Penalty: 3886.643555 Iteration 18F: 3 clusters Score -314768 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (713 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Entering Unmasked Estep Score: -77168.562500 Penalty: 1629.231323 Iteration 0F: 2 clusters Score -77168.56 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -75511.109375 Penalty: 3258.462646 Iteration 0F: 3 clusters Score -75511.11 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -75853.265625 Penalty: 3258.462646 Iteration 1F: 3 clusters Score -75853.27 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -76020.875000 Penalty: 3258.462646 Iteration 2F: 3 clusters Score -76020.88 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -76220.015625 Penalty: 3258.462646 Iteration 3F: 3 clusters Score -76220.02 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -76505.617188 Penalty: 3258.462646 Iteration 4F: 3 clusters Score -76505.62 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -76886.414062 Penalty: 3258.462646 Iteration 5F: 3 clusters Score -76886.41 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -77114.281250 Penalty: 3258.462646 Iteration 6F: 3 clusters Score -77114.28 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -77297.296875 Penalty: 3258.462646 Iteration 7Q: 3 clusters Score -77297.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -77422.007812 Penalty: 3258.462646 Iteration 8Q: 3 clusters Score -77422.01 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -77519.171875 Penalty: 3258.462646 Iteration 9Q: 3 clusters Score -77519.17 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -77810.671875 Penalty: 3258.462646 Iteration 10Q: 3 clusters Score -77810.67 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -77819.546875 Penalty: 3258.462646 Iteration 11Q: 3 clusters Score -77819.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -77819.546875 Penalty: 3258.462646 Iteration 12F: 3 clusters Score -77819.55 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22117 members Mstep: Class 2 contains 4635 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4262 members Mstep: Class 5 contains 330 members Mstep: Class 6 contains 13397 members Mstep: Class 7 contains 17598 members Mstep: Class 8 contains 201805 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 17392 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7690 members Mstep: Class 14 contains 14813 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58940 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4365 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 383 members Mstep: Class 23 contains 31644 members Mstep: Class 24 contains 531 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23356 members Entering Unmasked Estep Score: -55713540.000000 Penalty: 87094.210938 Splitting cluster 22 changes total score from -55714544.000000 to -55713540.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (31644 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31644 members Entering Unmasked Estep Score: -4109856.000000 Penalty: 2569.851318 Iteration 0F: 2 clusters Score -4109856 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15830 members Mstep: Class 2 contains 15814 members Entering Unmasked Estep Score: -4088209.500000 Penalty: 5139.702637 Iteration 0F: 3 clusters Score -4088210 nChanged 14284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15682 members Mstep: Class 2 contains 15962 members Entering Unmasked Estep Score: -4095879.000000 Penalty: 5139.702637 Iteration 1F: 3 clusters Score -4095879 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15492 members Mstep: Class 2 contains 16152 members Entering Unmasked Estep Score: -4096275.250000 Penalty: 5139.702637 Iteration 2Q: 3 clusters Score -4096275 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15322 members Mstep: Class 2 contains 16322 members Entering Unmasked Estep Score: -4096613.000000 Penalty: 5139.702637 Iteration 3Q: 3 clusters Score -4096613 nChanged 1015 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15081 members Mstep: Class 2 contains 16563 members Entering Unmasked Estep Score: -4096854.750000 Penalty: 5139.702637 Iteration 4Q: 3 clusters Score -4096855 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14784 members Mstep: Class 2 contains 16860 members Entering Unmasked Estep Score: -4097124.750000 Penalty: 5139.702637 Iteration 5Q: 3 clusters Score -4097125 nChanged 901 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14383 members Mstep: Class 2 contains 17261 members Entering Unmasked Estep Score: -4097349.750000 Penalty: 5139.702637 Iteration 6Q: 3 clusters Score -4097350 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13850 members Mstep: Class 2 contains 17794 members Entering Unmasked Estep Score: -4097655.250000 Penalty: 5139.702637 Iteration 7Q: 3 clusters Score -4097655 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13185 members Mstep: Class 2 contains 18459 members Entering Unmasked Estep Score: -4097964.500000 Penalty: 5139.702637 Iteration 8Q: 3 clusters Score -4097964 nChanged 1045 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12344 members Mstep: Class 2 contains 19300 members Entering Unmasked Estep Score: -4098417.250000 Penalty: 5139.702637 Iteration 9Q: 3 clusters Score -4098417 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11240 members Mstep: Class 2 contains 20404 members Entering Unmasked Estep Score: -4099052.250000 Penalty: 5139.702637 Iteration 10Q: 3 clusters Score -4099052 nChanged 1468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9888 members Mstep: Class 2 contains 21756 members Entering Unmasked Estep Score: -4099942.500000 Penalty: 5139.702637 Iteration 11Q: 3 clusters Score -4099942 nChanged 1684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8290 members Mstep: Class 2 contains 23354 members Entering Unmasked Estep Score: -4101119.250000 Penalty: 5139.702637 Iteration 12F: 3 clusters Score -4101119 nChanged 1740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6588 members Mstep: Class 2 contains 25056 members Entering Unmasked Estep Score: -4102483.250000 Penalty: 5139.702637 Iteration 13F: 3 clusters Score -4102483 nChanged 1609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5029 members Mstep: Class 2 contains 26615 members Entering Unmasked Estep Score: -4103723.750000 Penalty: 5139.702637 Iteration 14F: 3 clusters Score -4103724 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3701 members Mstep: Class 2 contains 27943 members Entering Unmasked Estep Score: -4104784.500000 Penalty: 5139.702637 Iteration 15Q: 3 clusters Score -4104784 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 29030 members Entering Unmasked Estep Score: -4105644.500000 Penalty: 5139.702637 Iteration 16Q: 3 clusters Score -4105644 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 29841 members Entering Unmasked Estep Score: -4106295.750000 Penalty: 5139.702637 Iteration 17Q: 3 clusters Score -4106296 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 30390 members Entering Unmasked Estep Score: -4106759.500000 Penalty: 5139.702637 Iteration 18Q: 3 clusters Score -4106760 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 30733 members Entering Unmasked Estep Score: -4107050.000000 Penalty: 5139.702637 Iteration 19Q: 3 clusters Score -4107050 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 30942 members Entering Unmasked Estep Score: -4107231.750000 Penalty: 5139.702637 Iteration 20F: 3 clusters Score -4107232 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 31054 members Entering Unmasked Estep Score: -4107332.500000 Penalty: 5139.702637 Iteration 21Q: 3 clusters Score -4107332 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 31127 members Entering Unmasked Estep Score: -4107399.000000 Penalty: 5139.702637 Iteration 22Q: 3 clusters Score -4107399 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 31171 members Entering Unmasked Estep Score: -4107440.500000 Penalty: 5139.702637 Iteration 23Q: 3 clusters Score -4107440 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 31200 members Entering Unmasked Estep Score: -4107485.750000 Penalty: 5139.702637 Iteration 24Q: 3 clusters Score -4107486 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 31224 members Entering Unmasked Estep Score: -4107518.000000 Penalty: 5139.702637 Iteration 25Q: 3 clusters Score -4107518 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 31235 members Entering Unmasked Estep Score: -4107538.750000 Penalty: 5139.702637 Iteration 26Q: 3 clusters Score -4107539 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 31245 members Entering Unmasked Estep Score: -4107550.500000 Penalty: 5139.702637 Iteration 27Q: 3 clusters Score -4107550 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 31257 members Entering Unmasked Estep Score: -4107564.750000 Penalty: 5139.702637 Iteration 28Q: 3 clusters Score -4107565 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 31262 members Entering Unmasked Estep Score: -4107572.250000 Penalty: 5139.702637 Iteration 29Q: 3 clusters Score -4107572 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 31266 members Entering Unmasked Estep Score: -4107574.250000 Penalty: 5139.702637 Iteration 30Q: 3 clusters Score -4107574 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 31268 members Entering Unmasked Estep Score: -4107577.500000 Penalty: 5139.702637 Iteration 31Q: 3 clusters Score -4107578 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 31274 members Entering Unmasked Estep Score: -4107586.500000 Penalty: 5139.702637 Iteration 32Q: 3 clusters Score -4107586 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 31279 members Entering Unmasked Estep Score: -4107596.000000 Penalty: 5139.702637 Iteration 33Q: 3 clusters Score -4107596 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 31285 members Entering Unmasked Estep Score: -4107601.500000 Penalty: 5139.702637 Iteration 34Q: 3 clusters Score -4107602 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 31289 members Entering Unmasked Estep Score: -4107601.750000 Penalty: 5139.702637 Iteration 35Q: 3 clusters Score -4107602 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 31293 members Entering Unmasked Estep Score: -4107609.250000 Penalty: 5139.702637 Iteration 36Q: 3 clusters Score -4107609 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 31295 members Entering Unmasked Estep Score: -4107613.750000 Penalty: 5139.702637 Iteration 37Q: 3 clusters Score -4107614 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 31299 members Entering Unmasked Estep Score: -4107619.250000 Penalty: 5139.702637 Iteration 38Q: 3 clusters Score -4107619 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 31302 members Entering Unmasked Estep Score: -4107619.750000 Penalty: 5139.702637 Iteration 39Q: 3 clusters Score -4107620 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 31304 members Entering Unmasked Estep Score: -4107622.500000 Penalty: 5139.702637 Iteration 40F: 3 clusters Score -4107622 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 31306 members Entering Unmasked Estep Score: -4107627.500000 Penalty: 5139.702637 Iteration 41Q: 3 clusters Score -4107628 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 31308 members Entering Unmasked Estep Score: -4107627.000000 Penalty: 5139.702637 Iteration 42Q: 3 clusters Score -4107627 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 31310 members Entering Unmasked Estep Score: -4107627.750000 Penalty: 5139.702637 Iteration 43Q: 3 clusters Score -4107628 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 31310 members Entering Unmasked Estep Score: -4107630.000000 Penalty: 5139.702637 Iteration 44Q: 3 clusters Score -4107630 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 31311 members Entering Unmasked Estep Score: -4107637.250000 Penalty: 5139.702637 Iteration 45Q: 3 clusters Score -4107637 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 31318 members Entering Unmasked Estep Score: -4107648.750000 Penalty: 5139.702637 Iteration 46Q: 3 clusters Score -4107649 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 31321 members Entering Unmasked Estep Score: -4107653.500000 Penalty: 5139.702637 Iteration 47Q: 3 clusters Score -4107654 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 31322 members Entering Unmasked Estep Score: -4107651.750000 Penalty: 5139.702637 Iteration 48Q: 3 clusters Score -4107652 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 31323 members Entering Unmasked Estep Score: -4107647.250000 Penalty: 5139.702637 Iteration 49Q: 3 clusters Score -4107647 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 31324 members Entering Unmasked Estep Score: -4107650.500000 Penalty: 5139.702637 Iteration 50Q: 3 clusters Score -4107650 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 31326 members Entering Unmasked Estep Score: -4107652.750000 Penalty: 5139.702637 Iteration 51Q: 3 clusters Score -4107653 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 31327 members Entering Unmasked Estep Score: -4107655.500000 Penalty: 5139.702637 Iteration 52Q: 3 clusters Score -4107656 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 31328 members Entering Unmasked Estep Score: -4107658.250000 Penalty: 5139.702637 Iteration 53Q: 3 clusters Score -4107658 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 31330 members Entering Unmasked Estep Score: -4107661.750000 Penalty: 5139.702637 Iteration 54Q: 3 clusters Score -4107662 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 31329 members Entering Unmasked Estep Score: -4107661.000000 Penalty: 5139.702637 Iteration 55Q: 3 clusters Score -4107661 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 31327 members Entering Unmasked Estep Score: -4107660.000000 Penalty: 5139.702637 Iteration 56Q: 3 clusters Score -4107660 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 31327 members Entering Unmasked Estep Score: -4107662.000000 Penalty: 5139.702637 Iteration 57Q: 3 clusters Score -4107662 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 31329 members Entering Unmasked Estep Score: -4107660.250000 Penalty: 5139.702637 Iteration 58Q: 3 clusters Score -4107660 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 31331 members Entering Unmasked Estep Score: -4107664.250000 Penalty: 5139.702637 Iteration 59Q: 3 clusters Score -4107664 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 31335 members Entering Unmasked Estep Score: -4107669.500000 Penalty: 5139.702637 Iteration 60F: 3 clusters Score -4107670 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 31336 members Entering Unmasked Estep Score: -4107672.000000 Penalty: 5139.702637 Iteration 61Q: 3 clusters Score -4107672 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 31338 members Entering Unmasked Estep Score: -4107676.000000 Penalty: 5139.702637 Iteration 62Q: 3 clusters Score -4107676 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 31339 members Entering Unmasked Estep Score: -4107677.000000 Penalty: 5139.702637 Iteration 63Q: 3 clusters Score -4107677 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 31340 members Entering Unmasked Estep Score: -4107678.250000 Penalty: 5139.702637 Iteration 64Q: 3 clusters Score -4107678 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 31341 members Entering Unmasked Estep Score: -4107678.500000 Penalty: 5139.702637 Iteration 65Q: 3 clusters Score -4107678 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 31341 members Entering Unmasked Estep Score: -4107678.500000 Penalty: 5139.702637 Iteration 66F: 3 clusters Score -4107678 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Entering Unmasked Estep Score: -58223.890625 Penalty: 1556.140991 Iteration 0F: 2 clusters Score -58223.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -56662.515625 Penalty: 3112.281982 Iteration 0F: 3 clusters Score -56662.52 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -56866.910156 Penalty: 3112.281982 Iteration 1F: 3 clusters Score -56866.91 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -56943.707031 Penalty: 3112.281982 Iteration 2F: 3 clusters Score -56943.71 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -56994.054688 Penalty: 3112.281982 Iteration 3Q: 3 clusters Score -56994.05 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -57038.792969 Penalty: 3112.281982 Iteration 4Q: 3 clusters Score -57038.79 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -57117.945312 Penalty: 3112.281982 Iteration 5Q: 3 clusters Score -57117.95 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -57216.757812 Penalty: 3112.281982 Iteration 6Q: 3 clusters Score -57216.76 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -57371.152344 Penalty: 3112.281982 Iteration 7F: 3 clusters Score -57371.15 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -57609.175781 Penalty: 3112.281982 Iteration 8Q: 3 clusters Score -57609.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -57892.515625 Penalty: 3112.281982 Iteration 9Q: 3 clusters Score -57892.52 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -58018.750000 Penalty: 3112.281982 Iteration 10Q: 3 clusters Score -58018.75 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -58087.859375 Penalty: 3112.281982 Iteration 11Q: 3 clusters Score -58087.86 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -58150.316406 Penalty: 3112.281982 Iteration 12Q: 3 clusters Score -58150.32 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -58207.136719 Penalty: 3112.281982 Iteration 13Q: 3 clusters Score -58207.14 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -58237.144531 Penalty: 3112.281982 Iteration 14Q: 3 clusters Score -58237.14 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -58274.300781 Penalty: 3112.281982 Iteration 15Q: 3 clusters Score -58274.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -58310.753906 Penalty: 3112.281982 Iteration 16Q: 3 clusters Score -58310.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -58357.519531 Penalty: 3112.281982 Iteration 17Q: 3 clusters Score -58357.52 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -58419.363281 Penalty: 3112.281982 Iteration 18Q: 3 clusters Score -58419.36 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -58481.121094 Penalty: 3112.281982 Iteration 19Q: 3 clusters Score -58481.12 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -58607.628906 Penalty: 3112.281982 Iteration 20F: 3 clusters Score -58607.63 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -59292.382812 Penalty: 3112.281982 Iteration 21Q: 3 clusters Score -59292.38 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -59503.152344 Penalty: 3112.281982 Iteration 22Q: 3 clusters Score -59503.15 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -59818.250000 Penalty: 3112.281982 Iteration 23Q: 3 clusters Score -59818.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -59818.250000 Penalty: 3112.281982 Iteration 24F: 3 clusters Score -59818.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 22117 members Mstep: Class 2 contains 4635 members Mstep: Class 3 contains 4161 members Mstep: Class 4 contains 4262 members Mstep: Class 5 contains 259 members Mstep: Class 6 contains 13397 members Mstep: Class 7 contains 17598 members Mstep: Class 8 contains 201805 members Mstep: Class 9 contains 816 members Mstep: Class 10 contains 3530 members Mstep: Class 11 contains 17392 members Mstep: Class 12 contains 250 members Mstep: Class 13 contains 7690 members Mstep: Class 14 contains 14813 members Mstep: Class 15 contains 3990 members Mstep: Class 16 contains 58940 members Mstep: Class 17 contains 1578 members Mstep: Class 18 contains 1016 members Mstep: Class 19 contains 4365 members Mstep: Class 20 contains 300 members Mstep: Class 21 contains 2530 members Mstep: Class 22 contains 713 members Mstep: Class 23 contains 31644 members Mstep: Class 24 contains 272 members Mstep: Class 25 contains 360 members Mstep: Class 26 contains 3668 members Mstep: Class 27 contains 23356 members Entering Unmasked Estep Score: -55714452.000000 Penalty: 87094.210938 Splitting cluster 24 changes total score from -55714544.000000 to -55714452.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 25 (360 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Entering Unmasked Estep Score: -40424.523438 Penalty: 1459.753784 Iteration 0F: 2 clusters Score -40424.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -39053.675781 Penalty: 2919.507568 Iteration 0F: 3 clusters Score -39053.68 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -39212.523438 Penalty: 2919.507568 Iteration 1F: 3 clusters Score -39212.52 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -39261.878906 Penalty: 2919.507568 Iteration 2Q: 3 clusters Score -39261.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -39294.953125 Penalty: 2919.507568 Iteration 3Q: 3 clusters Score -39294.95 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -39309.539062 Penalty: 2919.507568 Iteration 4Q: 3 clusters Score -39309.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -39315.785156 Penalty: 2919.507568 Iteration 5Q: 3 clusters Score -39315.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -39317.437500 Penalty: 2919.507568 Iteration 6Q: 3 clusters Score -39317.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -39317.437500 Penalty: 2919.507568 Iteration 7F: 3 clusters Score -39317.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 26 (3668 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Entering Unmasked Estep Score: -468448.781250 Penalty: 2035.435791 Iteration 0F: 2 clusters Score -468448.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -464749.562500 Penalty: 4070.871582 Iteration 0F: 3 clusters Score -464749.6 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -465552.281250 Penalty: 4070.871582 Iteration 1F: 3 clusters Score -465552.3 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -465811.093750 Penalty: 4070.871582 Iteration 2F: 3 clusters Score -465811.1 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 1620 members Entering Unmasked Estep Score: -465984.843750 Penalty: 4070.871582 Iteration 3F: 3 clusters Score -465984.8 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -466132.781250 Penalty: 4070.871582 Iteration 4F: 3 clusters Score -466132.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2175 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -466243.875000 Penalty: 4070.871582 Iteration 5Q: 3 clusters Score -466243.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -466345.593750 Penalty: 4070.871582 Iteration 6Q: 3 clusters Score -466345.6 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -466435.687500 Penalty: 4070.871582 Iteration 7Q: 3 clusters Score -466435.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2399 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -466508.906250 Penalty: 4070.871582 Iteration 8Q: 3 clusters Score -466508.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 1204 members Entering Unmasked Estep Score: -466579.156250 Penalty: 4070.871582 Iteration 9Q: 3 clusters Score -466579.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -466647.625000 Penalty: 4070.871582 Iteration 10Q: 3 clusters Score -466647.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2598 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -466710.968750 Penalty: 4070.871582 Iteration 11Q: 3 clusters Score -466711 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -466765.500000 Penalty: 4070.871582 Iteration 12Q: 3 clusters Score -466765.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2710 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -466823.156250 Penalty: 4070.871582 Iteration 13Q: 3 clusters Score -466823.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -466866.406250 Penalty: 4070.871582 Iteration 14Q: 3 clusters Score -466866.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -466904.406250 Penalty: 4070.871582 Iteration 15Q: 3 clusters Score -466904.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -466942.625000 Penalty: 4070.871582 Iteration 16Q: 3 clusters Score -466942.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -466995.781250 Penalty: 4070.871582 Iteration 17Q: 3 clusters Score -466995.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2907 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -467047.218750 Penalty: 4070.871582 Iteration 18Q: 3 clusters Score -467047.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -467101.500000 Penalty: 4070.871582 Iteration 19Q: 3 clusters Score -467101.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2952 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -467181.562500 Penalty: 4070.871582 Iteration 20F: 3 clusters Score -467181.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -467278.468750 Penalty: 4070.871582 Iteration 21Q: 3 clusters Score -467278.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -467351.156250 Penalty: 4070.871582 Iteration 22Q: 3 clusters Score -467351.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3020 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -467427.312500 Penalty: 4070.871582 Iteration 23Q: 3 clusters Score -467427.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -467458.593750 Penalty: 4070.871582 Iteration 24Q: 3 clusters Score -467458.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3032 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -467485.562500 Penalty: 4070.871582 Iteration 25Q: 3 clusters Score -467485.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -467495.625000 Penalty: 4070.871582 Iteration 26Q: 3 clusters Score -467495.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -467502.593750 Penalty: 4070.871582 Iteration 27Q: 3 clusters Score -467502.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 639 members Entering Unmasked Estep Score: -467506.562500 Penalty: 4070.871582 Iteration 28Q: 3 clusters Score -467506.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3028 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -467506.718750 Penalty: 4070.871582 Iteration 29Q: 3 clusters Score -467506.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -467507.281250 Penalty: 4070.871582 Iteration 30Q: 3 clusters Score -467507.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3027 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -467507.281250 Penalty: 4070.871582 Iteration 31F: 3 clusters Score -467507.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 27 (23356 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23356 members Entering Unmasked Estep Score: -3002648.000000 Penalty: 2494.535156 Iteration 0F: 2 clusters Score -3002648 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11777 members Mstep: Class 2 contains 11579 members Entering Unmasked Estep Score: -2986283.000000 Penalty: 4989.070312 Iteration 0F: 3 clusters Score -2986283 nChanged 10478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12525 members Mstep: Class 2 contains 10831 members Entering Unmasked Estep Score: -2991865.750000 Penalty: 4989.070312 Iteration 1F: 3 clusters Score -2991866 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13082 members Mstep: Class 2 contains 10274 members Entering Unmasked Estep Score: -2992410.750000 Penalty: 4989.070312 Iteration 2F: 3 clusters Score -2992411 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13863 members Mstep: Class 2 contains 9493 members Entering Unmasked Estep Score: -2993056.750000 Penalty: 4989.070312 Iteration 3F: 3 clusters Score -2993057 nChanged 1354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14863 members Mstep: Class 2 contains 8493 members Entering Unmasked Estep Score: -2993839.250000 Penalty: 4989.070312 Iteration 4F: 3 clusters Score -2993839 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16129 members Mstep: Class 2 contains 7227 members Entering Unmasked Estep Score: -2994954.500000 Penalty: 4989.070312 Iteration 5F: 3 clusters Score -2994954 nChanged 1768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17653 members Mstep: Class 2 contains 5703 members Entering Unmasked Estep Score: -2996360.000000 Penalty: 4989.070312 Iteration 6F: 3 clusters Score -2996360 nChanged 1706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19201 members Mstep: Class 2 contains 4155 members Entering Unmasked Estep Score: -2997823.250000 Penalty: 4989.070312 Iteration 7F: 3 clusters Score -2997823 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20551 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -2999051.500000 Penalty: 4989.070312 Iteration 8F: 3 clusters Score -2999052 nChanged 934 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21455 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -2999813.000000 Penalty: 4989.070312 Iteration 9Q: 3 clusters Score -2999813 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22001 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -3000255.000000 Penalty: 4989.070312 Iteration 10Q: 3 clusters Score -3000255 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22296 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -3000459.250000 Penalty: 4989.070312 Iteration 11Q: 3 clusters Score -3000459 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22446 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -3000552.750000 Penalty: 4989.070312 Iteration 12Q: 3 clusters Score -3000553 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22537 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -3000610.500000 Penalty: 4989.070312 Iteration 13Q: 3 clusters Score -3000610 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22587 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -3000638.500000 Penalty: 4989.070312 Iteration 14Q: 3 clusters Score -3000638 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22616 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -3000663.000000 Penalty: 4989.070312 Iteration 15Q: 3 clusters Score -3000663 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22639 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -3000671.000000 Penalty: 4989.070312 Iteration 16Q: 3 clusters Score -3000671 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22653 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -3000679.750000 Penalty: 4989.070312 Iteration 17Q: 3 clusters Score -3000680 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22663 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -3000699.750000 Penalty: 4989.070312 Iteration 18Q: 3 clusters Score -3000700 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22671 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -3000705.750000 Penalty: 4989.070312 Iteration 19Q: 3 clusters Score -3000706 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22675 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -3000708.000000 Penalty: 4989.070312 Iteration 20F: 3 clusters Score -3000708 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22675 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -3000710.500000 Penalty: 4989.070312 Iteration 21Q: 3 clusters Score -3000710 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22675 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -3000709.750000 Penalty: 4989.070312 Iteration 22Q: 3 clusters Score -3000710 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22675 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -3000709.750000 Penalty: 4989.070312 Iteration 23F: 3 clusters Score -3000710 nChanged 0 --- Evaluating fit on full set of 1336431 points --- Entering Unmasked Estep Score: -167499888.000000 Penalty: 90952.351562 21->27 Clusters: Score -167499888.000000, best is -167522448.000000 Starting from 22 clusters... Entering ConstructFrom: --- Running on subset of 445477 points --- Entering CEM Assigned 22 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21332 members Mstep: Class 2 contains 21520 members Mstep: Class 3 contains 21052 members Mstep: Class 4 contains 21148 members Mstep: Class 5 contains 21161 members Mstep: Class 6 contains 21332 members Mstep: Class 7 contains 21229 members Mstep: Class 8 contains 21283 members Mstep: Class 9 contains 20942 members Mstep: Class 10 contains 21079 members Mstep: Class 11 contains 21122 members Mstep: Class 12 contains 21308 members Mstep: Class 13 contains 21299 members Mstep: Class 14 contains 21075 members Mstep: Class 15 contains 21339 members Mstep: Class 16 contains 21212 members Mstep: Class 17 contains 21472 members Mstep: Class 18 contains 21309 members Mstep: Class 19 contains 21145 members Mstep: Class 20 contains 20994 members Mstep: Class 21 contains 21124 members Entering Unmasked Estep ConsiderDeletion Deleting Class 4. Lose 117.259621 but Gain 3225.710938 Score: -52852540.000000 Penalty: 64514.226562 Iteration 0F: 21 clusters Score -5.285254e+07 nChanged 422983 Entering Unmasked Mstep Mstep: Class 0 contains 1923 members Mstep: Class 1 contains 34647 members Mstep: Class 2 contains 50416 members Mstep: Class 3 contains 1808 members Mstep: Class 5 contains 7477 members Mstep: Class 6 contains 5150 members Mstep: Class 7 contains 3020 members Mstep: Class 8 contains 15656 members Mstep: Class 9 contains 17307 members Mstep: Class 10 contains 25556 members Mstep: Class 11 contains 81207 members Mstep: Class 12 contains 5434 members Mstep: Class 13 contains 30545 members Mstep: Class 14 contains 11112 members Mstep: Class 15 contains 12773 members Mstep: Class 16 contains 7359 members Mstep: Class 17 contains 15107 members Mstep: Class 18 contains 24594 members Mstep: Class 19 contains 68936 members Mstep: Class 20 contains 2223 members Mstep: Class 21 contains 23227 members Entering Unmasked Estep ConsiderDeletion Score: -54683620.000000 Penalty: 64514.226562 Iteration 1F: 21 clusters Score -5.468362e+07 nChanged 158430 Entering Unmasked Mstep Mstep: Class 0 contains 1495 members Mstep: Class 1 contains 25931 members Mstep: Class 2 contains 66361 members Mstep: Class 3 contains 6670 members Mstep: Class 5 contains 8412 members Mstep: Class 6 contains 2813 members Mstep: Class 7 contains 2918 members Mstep: Class 8 contains 14819 members Mstep: Class 9 contains 11591 members Mstep: Class 10 contains 18198 members Mstep: Class 11 contains 99877 members Mstep: Class 12 contains 6810 members Mstep: Class 13 contains 24915 members Mstep: Class 14 contains 9419 members Mstep: Class 15 contains 10176 members Mstep: Class 16 contains 5710 members Mstep: Class 17 contains 9309 members Mstep: Class 18 contains 22750 members Mstep: Class 19 contains 75019 members Mstep: Class 20 contains 1377 members Mstep: Class 21 contains 20907 members Entering Unmasked Estep ConsiderDeletion Score: -55072664.000000 Penalty: 64514.226562 Iteration 2F: 21 clusters Score -5.507266e+07 nChanged 121006 Entering Unmasked Mstep Mstep: Class 0 contains 1031 members Mstep: Class 1 contains 17810 members Mstep: Class 2 contains 73509 members Mstep: Class 3 contains 13682 members Mstep: Class 5 contains 9393 members Mstep: Class 6 contains 2302 members Mstep: Class 7 contains 4288 members Mstep: Class 8 contains 17346 members Mstep: Class 9 contains 7771 members Mstep: Class 10 contains 14030 members Mstep: Class 11 contains 108866 members Mstep: Class 12 contains 9112 members Mstep: Class 13 contains 19609 members Mstep: Class 14 contains 6133 members Mstep: Class 15 contains 8793 members Mstep: Class 16 contains 3249 members Mstep: Class 17 contains 9755 members Mstep: Class 18 contains 19622 members Mstep: Class 19 contains 81027 members Mstep: Class 20 contains 1463 members Mstep: Class 21 contains 16686 members Entering Unmasked Estep ConsiderDeletion Score: -55256676.000000 Penalty: 64514.226562 Iteration 3F: 21 clusters Score -5.525668e+07 nChanged 85068 Entering Unmasked Mstep Mstep: Class 0 contains 891 members Mstep: Class 1 contains 13628 members Mstep: Class 2 contains 75486 members Mstep: Class 3 contains 17453 members Mstep: Class 5 contains 8411 members Mstep: Class 6 contains 2102 members Mstep: Class 7 contains 5914 members Mstep: Class 8 contains 19345 members Mstep: Class 9 contains 5651 members Mstep: Class 10 contains 11812 members Mstep: Class 11 contains 115394 members Mstep: Class 12 contains 10376 members Mstep: Class 13 contains 17392 members Mstep: Class 14 contains 4516 members Mstep: Class 15 contains 7576 members Mstep: Class 16 contains 1646 members Mstep: Class 17 contains 10076 members Mstep: Class 18 contains 16522 members Mstep: Class 19 contains 87616 members Mstep: Class 20 contains 1395 members Mstep: Class 21 contains 12275 members Entering Unmasked Estep ConsiderDeletion Score: -55359292.000000 Penalty: 64514.226562 Iteration 4F: 21 clusters Score -5.535929e+07 nChanged 64923 Entering Unmasked Mstep Mstep: Class 0 contains 747 members Mstep: Class 1 contains 11131 members Mstep: Class 2 contains 73809 members Mstep: Class 3 contains 19551 members Mstep: Class 5 contains 6512 members Mstep: Class 6 contains 2235 members Mstep: Class 7 contains 7226 members Mstep: Class 8 contains 20248 members Mstep: Class 9 contains 4594 members Mstep: Class 10 contains 10262 members Mstep: Class 11 contains 119818 members Mstep: Class 12 contains 10658 members Mstep: Class 13 contains 18266 members Mstep: Class 14 contains 3922 members Mstep: Class 15 contains 6361 members Mstep: Class 16 contains 1062 members Mstep: Class 17 contains 9871 members Mstep: Class 18 contains 13499 members Mstep: Class 19 contains 94966 members Mstep: Class 20 contains 1434 members Mstep: Class 21 contains 9305 members Entering Unmasked Estep ConsiderDeletion Score: -55467164.000000 Penalty: 64514.226562 Iteration 5F: 21 clusters Score -5.546716e+07 nChanged 52981 Entering Unmasked Mstep Mstep: Class 0 contains 168 members Mstep: Class 1 contains 9308 members Mstep: Class 2 contains 69906 members Mstep: Class 3 contains 20842 members Mstep: Class 5 contains 4489 members Mstep: Class 6 contains 2494 members Mstep: Class 7 contains 8118 members Mstep: Class 8 contains 19857 members Mstep: Class 9 contains 4080 members Mstep: Class 10 contains 9132 members Mstep: Class 11 contains 123823 members Mstep: Class 12 contains 10776 members Mstep: Class 13 contains 20855 members Mstep: Class 14 contains 3516 members Mstep: Class 15 contains 5163 members Mstep: Class 16 contains 926 members Mstep: Class 17 contains 9374 members Mstep: Class 18 contains 10603 members Mstep: Class 19 contains 102181 members Mstep: Class 20 contains 1970 members Mstep: Class 21 contains 7896 members Entering Unmasked Estep ConsiderDeletion Score: -55560716.000000 Penalty: 64514.226562 Iteration 6F: 21 clusters Score -5.556072e+07 nChanged 40361 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 8012 members Mstep: Class 2 contains 66224 members Mstep: Class 3 contains 21452 members Mstep: Class 5 contains 2753 members Mstep: Class 6 contains 2823 members Mstep: Class 7 contains 8522 members Mstep: Class 8 contains 18470 members Mstep: Class 9 contains 3878 members Mstep: Class 10 contains 8359 members Mstep: Class 11 contains 128542 members Mstep: Class 12 contains 11074 members Mstep: Class 13 contains 22332 members Mstep: Class 14 contains 3244 members Mstep: Class 15 contains 4091 members Mstep: Class 16 contains 889 members Mstep: Class 17 contains 8857 members Mstep: Class 18 contains 8087 members Mstep: Class 19 contains 108319 members Mstep: Class 20 contains 2096 members Mstep: Class 21 contains 7433 members Entering Unmasked Estep ConsiderDeletion Score: -55596176.000000 Penalty: 64514.226562 Iteration 7F: 21 clusters Score -5.559618e+07 nChanged 29193 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 63244 members Mstep: Class 3 contains 21725 members Mstep: Class 5 contains 1729 members Mstep: Class 6 contains 3298 members Mstep: Class 7 contains 8704 members Mstep: Class 8 contains 16825 members Mstep: Class 9 contains 3794 members Mstep: Class 10 contains 7923 members Mstep: Class 11 contains 132302 members Mstep: Class 12 contains 11499 members Mstep: Class 13 contains 23131 members Mstep: Class 14 contains 3140 members Mstep: Class 15 contains 3151 members Mstep: Class 16 contains 873 members Mstep: Class 17 contains 8188 members Mstep: Class 18 contains 6139 members Mstep: Class 19 contains 113038 members Mstep: Class 20 contains 2101 members Mstep: Class 21 contains 7581 members Entering Unmasked Estep ConsiderDeletion Score: -55616156.000000 Penalty: 64514.226562 Iteration 8F: 21 clusters Score -5.561616e+07 nChanged 21200 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 6433 members Mstep: Class 2 contains 60873 members Mstep: Class 3 contains 21841 members Mstep: Class 5 contains 1379 members Mstep: Class 6 contains 4033 members Mstep: Class 7 contains 8755 members Mstep: Class 8 contains 15160 members Mstep: Class 9 contains 3701 members Mstep: Class 10 contains 7577 members Mstep: Class 11 contains 134790 members Mstep: Class 12 contains 12125 members Mstep: Class 13 contains 23669 members Mstep: Class 14 contains 3128 members Mstep: Class 15 contains 2447 members Mstep: Class 16 contains 869 members Mstep: Class 17 contains 7337 members Mstep: Class 18 contains 4837 members Mstep: Class 19 contains 116412 members Mstep: Class 20 contains 2109 members Mstep: Class 21 contains 7982 members Entering Unmasked Estep ConsiderDeletion Score: -55629700.000000 Penalty: 64514.226562 Iteration 9Q: 21 clusters Score -5.56297e+07 nChanged 16603 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 6015 members Mstep: Class 2 contains 58745 members Mstep: Class 3 contains 21869 members Mstep: Class 5 contains 1353 members Mstep: Class 6 contains 4738 members Mstep: Class 7 contains 8758 members Mstep: Class 8 contains 13599 members Mstep: Class 9 contains 3634 members Mstep: Class 10 contains 7192 members Mstep: Class 11 contains 136453 members Mstep: Class 12 contains 12986 members Mstep: Class 13 contains 24094 members Mstep: Class 14 contains 3141 members Mstep: Class 15 contains 1959 members Mstep: Class 16 contains 888 members Mstep: Class 17 contains 6396 members Mstep: Class 18 contains 3966 members Mstep: Class 19 contains 119061 members Mstep: Class 20 contains 2115 members Mstep: Class 21 contains 8495 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 3070.398193 but Gain 3225.710938 Score: -55639240.000000 Penalty: 61288.515625 Iteration 10Q: 20 clusters Score -5.563924e+07 nChanged 14879 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 5703 members Mstep: Class 2 contains 56958 members Mstep: Class 3 contains 21877 members Mstep: Class 5 contains 1400 members Mstep: Class 6 contains 5176 members Mstep: Class 7 contains 9377 members Mstep: Class 8 contains 12141 members Mstep: Class 9 contains 3565 members Mstep: Class 10 contains 6802 members Mstep: Class 11 contains 137649 members Mstep: Class 12 contains 14211 members Mstep: Class 13 contains 24361 members Mstep: Class 14 contains 3143 members Mstep: Class 16 contains 937 members Mstep: Class 17 contains 5563 members Mstep: Class 18 contains 3416 members Mstep: Class 19 contains 122049 members Mstep: Class 20 contains 2124 members Mstep: Class 21 contains 9005 members Entering Unmasked Estep ConsiderDeletion Score: -55648328.000000 Penalty: 61288.515625 Iteration 11Q: 20 clusters Score -5.564833e+07 nChanged 10887 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 5466 members Mstep: Class 2 contains 55409 members Mstep: Class 3 contains 21827 members Mstep: Class 5 contains 1454 members Mstep: Class 6 contains 5422 members Mstep: Class 7 contains 9380 members Mstep: Class 8 contains 10688 members Mstep: Class 9 contains 3502 members Mstep: Class 10 contains 6450 members Mstep: Class 11 contains 138361 members Mstep: Class 12 contains 15282 members Mstep: Class 13 contains 24541 members Mstep: Class 14 contains 3161 members Mstep: Class 16 contains 994 members Mstep: Class 17 contains 4838 members Mstep: Class 18 contains 3031 members Mstep: Class 19 contains 124143 members Mstep: Class 20 contains 2127 members Mstep: Class 21 contains 9381 members Entering Unmasked Estep ConsiderDeletion Score: -55653444.000000 Penalty: 61288.515625 Iteration 12Q: 20 clusters Score -5.565344e+07 nChanged 8781 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 5251 members Mstep: Class 2 contains 54084 members Mstep: Class 3 contains 21761 members Mstep: Class 5 contains 1523 members Mstep: Class 6 contains 5643 members Mstep: Class 7 contains 9359 members Mstep: Class 8 contains 9440 members Mstep: Class 9 contains 3451 members Mstep: Class 10 contains 6104 members Mstep: Class 11 contains 138758 members Mstep: Class 12 contains 16208 members Mstep: Class 13 contains 24648 members Mstep: Class 14 contains 3176 members Mstep: Class 16 contains 1004 members Mstep: Class 17 contains 4319 members Mstep: Class 18 contains 2744 members Mstep: Class 19 contains 126156 members Mstep: Class 20 contains 2128 members Mstep: Class 21 contains 9700 members Entering Unmasked Estep ConsiderDeletion Deleting Class 18. Lose 3204.168457 but Gain 3225.710938 Score: -55656704.000000 Penalty: 58062.804688 Iteration 13Q: 19 clusters Score -5.56567e+07 nChanged 9446 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 52933 members Mstep: Class 3 contains 21918 members Mstep: Class 5 contains 1569 members Mstep: Class 6 contains 5759 members Mstep: Class 7 contains 9319 members Mstep: Class 8 contains 8382 members Mstep: Class 9 contains 3407 members Mstep: Class 10 contains 5774 members Mstep: Class 11 contains 139965 members Mstep: Class 12 contains 16986 members Mstep: Class 13 contains 24718 members Mstep: Class 14 contains 3332 members Mstep: Class 16 contains 1010 members Mstep: Class 17 contains 3985 members Mstep: Class 19 contains 128772 members Mstep: Class 20 contains 2129 members Mstep: Class 21 contains 10302 members Entering Unmasked Estep ConsiderDeletion Score: -55661968.000000 Penalty: 58062.804688 Iteration 14Q: 19 clusters Score -5.566197e+07 nChanged 6030 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 5073 members Mstep: Class 2 contains 51743 members Mstep: Class 3 contains 21828 members Mstep: Class 5 contains 1627 members Mstep: Class 6 contains 5813 members Mstep: Class 7 contains 9275 members Mstep: Class 8 contains 7445 members Mstep: Class 9 contains 3368 members Mstep: Class 10 contains 5408 members Mstep: Class 11 contains 140062 members Mstep: Class 12 contains 17586 members Mstep: Class 13 contains 24793 members Mstep: Class 14 contains 3352 members Mstep: Class 16 contains 1012 members Mstep: Class 17 contains 3751 members Mstep: Class 19 contains 130560 members Mstep: Class 20 contains 2129 members Mstep: Class 21 contains 10632 members Entering Unmasked Estep ConsiderDeletion Score: -55663704.000000 Penalty: 58062.804688 Iteration 15Q: 19 clusters Score -5.56637e+07 nChanged 5203 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 50621 members Mstep: Class 3 contains 21733 members Mstep: Class 5 contains 1691 members Mstep: Class 6 contains 5844 members Mstep: Class 7 contains 9238 members Mstep: Class 8 contains 6624 members Mstep: Class 9 contains 3337 members Mstep: Class 10 contains 5080 members Mstep: Class 11 contains 140008 members Mstep: Class 12 contains 18073 members Mstep: Class 13 contains 24835 members Mstep: Class 14 contains 3369 members Mstep: Class 16 contains 1010 members Mstep: Class 17 contains 3595 members Mstep: Class 19 contains 132363 members Mstep: Class 20 contains 2129 members Mstep: Class 21 contains 10914 members Entering Unmasked Estep ConsiderDeletion Score: -55665060.000000 Penalty: 58062.804688 Iteration 16Q: 19 clusters Score -5.566506e+07 nChanged 4684 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4936 members Mstep: Class 2 contains 49474 members Mstep: Class 3 contains 21664 members Mstep: Class 5 contains 1760 members Mstep: Class 6 contains 5857 members Mstep: Class 7 contains 9211 members Mstep: Class 8 contains 5952 members Mstep: Class 9 contains 3307 members Mstep: Class 10 contains 4780 members Mstep: Class 11 contains 139810 members Mstep: Class 12 contains 18450 members Mstep: Class 13 contains 24861 members Mstep: Class 14 contains 3387 members Mstep: Class 16 contains 1011 members Mstep: Class 17 contains 3490 members Mstep: Class 19 contains 134207 members Mstep: Class 20 contains 2129 members Mstep: Class 21 contains 11171 members Entering Unmasked Estep ConsiderDeletion Score: -55666104.000000 Penalty: 58062.804688 Iteration 17Q: 19 clusters Score -5.56661e+07 nChanged 4252 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 48398 members Mstep: Class 3 contains 21576 members Mstep: Class 5 contains 1816 members Mstep: Class 6 contains 5878 members Mstep: Class 7 contains 9200 members Mstep: Class 8 contains 5343 members Mstep: Class 9 contains 3289 members Mstep: Class 10 contains 4492 members Mstep: Class 11 contains 139518 members Mstep: Class 12 contains 18741 members Mstep: Class 13 contains 24876 members Mstep: Class 14 contains 3395 members Mstep: Class 16 contains 1011 members Mstep: Class 17 contains 3415 members Mstep: Class 19 contains 136117 members Mstep: Class 20 contains 2129 members Mstep: Class 21 contains 11392 members Entering Unmasked Estep ConsiderDeletion Score: -55667328.000000 Penalty: 58062.804688 Iteration 18Q: 19 clusters Score -5.566733e+07 nChanged 4006 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4815 members Mstep: Class 2 contains 47336 members Mstep: Class 3 contains 21491 members Mstep: Class 5 contains 1883 members Mstep: Class 6 contains 5907 members Mstep: Class 7 contains 9191 members Mstep: Class 8 contains 4826 members Mstep: Class 9 contains 3269 members Mstep: Class 10 contains 4206 members Mstep: Class 11 contains 139143 members Mstep: Class 12 contains 19004 members Mstep: Class 13 contains 24897 members Mstep: Class 14 contains 3401 members Mstep: Class 16 contains 1010 members Mstep: Class 17 contains 3324 members Mstep: Class 19 contains 138056 members Mstep: Class 20 contains 2129 members Mstep: Class 21 contains 11569 members Entering Unmasked Estep ConsiderDeletion Score: -55668228.000000 Penalty: 58062.804688 Iteration 19Q: 19 clusters Score -5.566823e+07 nChanged 3787 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4779 members Mstep: Class 2 contains 46286 members Mstep: Class 3 contains 21413 members Mstep: Class 5 contains 1936 members Mstep: Class 6 contains 5927 members Mstep: Class 7 contains 9189 members Mstep: Class 8 contains 4399 members Mstep: Class 9 contains 3245 members Mstep: Class 10 contains 3930 members Mstep: Class 11 contains 138637 members Mstep: Class 12 contains 19251 members Mstep: Class 13 contains 24921 members Mstep: Class 14 contains 3400 members Mstep: Class 16 contains 1009 members Mstep: Class 17 contains 3231 members Mstep: Class 19 contains 140019 members Mstep: Class 20 contains 2129 members Mstep: Class 21 contains 11756 members Entering Unmasked Estep ConsiderDeletion Score: -55669108.000000 Penalty: 58062.804688 Iteration 20F: 19 clusters Score -5.566911e+07 nChanged 3557 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 45354 members Mstep: Class 3 contains 21350 members Mstep: Class 5 contains 1978 members Mstep: Class 6 contains 5934 members Mstep: Class 7 contains 9182 members Mstep: Class 8 contains 4018 members Mstep: Class 9 contains 3221 members Mstep: Class 10 contains 3682 members Mstep: Class 11 contains 138026 members Mstep: Class 12 contains 19435 members Mstep: Class 13 contains 24915 members Mstep: Class 14 contains 3400 members Mstep: Class 16 contains 1005 members Mstep: Class 17 contains 3221 members Mstep: Class 19 contains 141977 members Mstep: Class 20 contains 2129 members Mstep: Class 21 contains 11889 members Entering Unmasked Estep ConsiderDeletion Score: -55669856.000000 Penalty: 58062.804688 Iteration 21Q: 19 clusters Score -5.566986e+07 nChanged 3390 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4701 members Mstep: Class 2 contains 44527 members Mstep: Class 3 contains 21276 members Mstep: Class 5 contains 2010 members Mstep: Class 6 contains 5933 members Mstep: Class 7 contains 9179 members Mstep: Class 8 contains 3704 members Mstep: Class 9 contains 3188 members Mstep: Class 10 contains 3466 members Mstep: Class 11 contains 137366 members Mstep: Class 12 contains 19635 members Mstep: Class 13 contains 24909 members Mstep: Class 14 contains 3400 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 3200 members Mstep: Class 19 contains 143817 members Mstep: Class 20 contains 2129 members Mstep: Class 21 contains 12014 members Entering Unmasked Estep ConsiderDeletion Score: -55670656.000000 Penalty: 58062.804688 Iteration 22Q: 19 clusters Score -5.567066e+07 nChanged 3116 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4667 members Mstep: Class 2 contains 43753 members Mstep: Class 3 contains 21233 members Mstep: Class 5 contains 2026 members Mstep: Class 6 contains 5950 members Mstep: Class 7 contains 9181 members Mstep: Class 8 contains 3451 members Mstep: Class 9 contains 3165 members Mstep: Class 10 contains 3253 members Mstep: Class 11 contains 136678 members Mstep: Class 12 contains 19810 members Mstep: Class 13 contains 24913 members Mstep: Class 14 contains 3404 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 3152 members Mstep: Class 19 contains 145571 members Mstep: Class 20 contains 2129 members Mstep: Class 21 contains 12118 members Entering Unmasked Estep ConsiderDeletion Score: -55671328.000000 Penalty: 58062.804688 Iteration 23Q: 19 clusters Score -5.567133e+07 nChanged 2905 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4633 members Mstep: Class 2 contains 43018 members Mstep: Class 3 contains 21199 members Mstep: Class 5 contains 2032 members Mstep: Class 6 contains 5974 members Mstep: Class 7 contains 9176 members Mstep: Class 8 contains 3215 members Mstep: Class 9 contains 3151 members Mstep: Class 10 contains 3066 members Mstep: Class 11 contains 135956 members Mstep: Class 12 contains 19962 members Mstep: Class 13 contains 24915 members Mstep: Class 14 contains 3413 members Mstep: Class 16 contains 1001 members Mstep: Class 17 contains 3097 members Mstep: Class 19 contains 147300 members Mstep: Class 20 contains 2129 members Mstep: Class 21 contains 12220 members Entering Unmasked Estep ConsiderDeletion Score: -55671768.000000 Penalty: 58062.804688 Iteration 24Q: 19 clusters Score -5.567177e+07 nChanged 2643 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4612 members Mstep: Class 2 contains 42345 members Mstep: Class 3 contains 21169 members Mstep: Class 5 contains 2035 members Mstep: Class 6 contains 6006 members Mstep: Class 7 contains 9173 members Mstep: Class 8 contains 3005 members Mstep: Class 9 contains 3143 members Mstep: Class 10 contains 2896 members Mstep: Class 11 contains 135301 members Mstep: Class 12 contains 20056 members Mstep: Class 13 contains 24923 members Mstep: Class 14 contains 3424 members Mstep: Class 16 contains 1002 members Mstep: Class 17 contains 3048 members Mstep: Class 19 contains 148869 members Mstep: Class 20 contains 2129 members Mstep: Class 21 contains 12321 members Entering Unmasked Estep ConsiderDeletion Score: -55672484.000000 Penalty: 58062.804688 Iteration 25Q: 19 clusters Score -5.567248e+07 nChanged 2574 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 41677 members Mstep: Class 3 contains 21148 members Mstep: Class 5 contains 2034 members Mstep: Class 6 contains 6039 members Mstep: Class 7 contains 9169 members Mstep: Class 8 contains 2803 members Mstep: Class 9 contains 3134 members Mstep: Class 10 contains 2766 members Mstep: Class 11 contains 134590 members Mstep: Class 12 contains 20125 members Mstep: Class 13 contains 24920 members Mstep: Class 14 contains 3431 members Mstep: Class 16 contains 1002 members Mstep: Class 17 contains 3008 members Mstep: Class 19 contains 150479 members Mstep: Class 20 contains 2128 members Mstep: Class 21 contains 12420 members Entering Unmasked Estep ConsiderDeletion Score: -55672820.000000 Penalty: 58062.804688 Iteration 26Q: 19 clusters Score -5.567282e+07 nChanged 2559 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4549 members Mstep: Class 2 contains 41037 members Mstep: Class 3 contains 21133 members Mstep: Class 5 contains 2032 members Mstep: Class 6 contains 6078 members Mstep: Class 7 contains 9159 members Mstep: Class 8 contains 2620 members Mstep: Class 9 contains 3116 members Mstep: Class 10 contains 2632 members Mstep: Class 11 contains 133837 members Mstep: Class 12 contains 20182 members Mstep: Class 13 contains 24930 members Mstep: Class 14 contains 3449 members Mstep: Class 16 contains 1002 members Mstep: Class 17 contains 2962 members Mstep: Class 19 contains 152127 members Mstep: Class 20 contains 2128 members Mstep: Class 21 contains 12484 members Entering Unmasked Estep ConsiderDeletion Score: -55673444.000000 Penalty: 58062.804688 Iteration 27Q: 19 clusters Score -5.567344e+07 nChanged 2429 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4507 members Mstep: Class 2 contains 40467 members Mstep: Class 3 contains 21115 members Mstep: Class 5 contains 2030 members Mstep: Class 6 contains 6130 members Mstep: Class 7 contains 9156 members Mstep: Class 8 contains 2483 members Mstep: Class 9 contains 3097 members Mstep: Class 10 contains 2481 members Mstep: Class 11 contains 133042 members Mstep: Class 12 contains 20238 members Mstep: Class 13 contains 24940 members Mstep: Class 14 contains 3460 members Mstep: Class 16 contains 1002 members Mstep: Class 17 contains 2924 members Mstep: Class 19 contains 153706 members Mstep: Class 20 contains 2128 members Mstep: Class 21 contains 12551 members Entering Unmasked Estep ConsiderDeletion Score: -55673700.000000 Penalty: 58062.804688 Iteration 28Q: 19 clusters Score -5.56737e+07 nChanged 2424 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 39919 members Mstep: Class 3 contains 21105 members Mstep: Class 5 contains 2027 members Mstep: Class 6 contains 6184 members Mstep: Class 7 contains 9160 members Mstep: Class 8 contains 2348 members Mstep: Class 9 contains 3084 members Mstep: Class 10 contains 2335 members Mstep: Class 11 contains 132225 members Mstep: Class 12 contains 20306 members Mstep: Class 13 contains 24948 members Mstep: Class 14 contains 3475 members Mstep: Class 16 contains 1002 members Mstep: Class 17 contains 2892 members Mstep: Class 19 contains 155236 members Mstep: Class 20 contains 2128 members Mstep: Class 21 contains 12608 members Entering Unmasked Estep ConsiderDeletion Score: -55674008.000000 Penalty: 58062.804688 Iteration 29Q: 19 clusters Score -5.567401e+07 nChanged 2390 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 39409 members Mstep: Class 3 contains 21089 members Mstep: Class 5 contains 2024 members Mstep: Class 6 contains 6273 members Mstep: Class 7 contains 9154 members Mstep: Class 8 contains 2234 members Mstep: Class 9 contains 3087 members Mstep: Class 10 contains 2212 members Mstep: Class 11 contains 131404 members Mstep: Class 12 contains 20360 members Mstep: Class 13 contains 24950 members Mstep: Class 14 contains 3491 members Mstep: Class 16 contains 1002 members Mstep: Class 17 contains 2854 members Mstep: Class 19 contains 156705 members Mstep: Class 20 contains 2128 members Mstep: Class 21 contains 12656 members Entering Unmasked Estep ConsiderDeletion Score: -55674600.000000 Penalty: 58062.804688 Iteration 30Q: 19 clusters Score -5.56746e+07 nChanged 2399 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 38821 members Mstep: Class 3 contains 21080 members Mstep: Class 5 contains 2021 members Mstep: Class 6 contains 6386 members Mstep: Class 7 contains 9157 members Mstep: Class 8 contains 2152 members Mstep: Class 9 contains 3085 members Mstep: Class 10 contains 2114 members Mstep: Class 11 contains 130633 members Mstep: Class 12 contains 20412 members Mstep: Class 13 contains 24948 members Mstep: Class 14 contains 3504 members Mstep: Class 16 contains 1003 members Mstep: Class 17 contains 2818 members Mstep: Class 19 contains 158090 members Mstep: Class 20 contains 2128 members Mstep: Class 21 contains 12700 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 3183.640381 but Gain 3225.710938 Score: -55675240.000000 Penalty: 54837.093750 Iteration 31Q: 18 clusters Score -5.567524e+07 nChanged 4462 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 38286 members Mstep: Class 3 contains 21096 members Mstep: Class 5 contains 2013 members Mstep: Class 6 contains 6530 members Mstep: Class 7 contains 9145 members Mstep: Class 8 contains 2253 members Mstep: Class 9 contains 3084 members Mstep: Class 11 contains 130277 members Mstep: Class 12 contains 20500 members Mstep: Class 13 contains 24950 members Mstep: Class 14 contains 3521 members Mstep: Class 16 contains 1006 members Mstep: Class 17 contains 2800 members Mstep: Class 19 contains 160693 members Mstep: Class 20 contains 2128 members Mstep: Class 21 contains 12786 members Entering Unmasked Estep ConsiderDeletion Score: -55678276.000000 Penalty: 54837.093750 Iteration 32Q: 18 clusters Score -5.567828e+07 nChanged 3489 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 37505 members Mstep: Class 3 contains 21008 members Mstep: Class 5 contains 2008 members Mstep: Class 6 contains 6744 members Mstep: Class 7 contains 9127 members Mstep: Class 8 contains 2171 members Mstep: Class 9 contains 3079 members Mstep: Class 11 contains 129127 members Mstep: Class 12 contains 20494 members Mstep: Class 13 contains 24951 members Mstep: Class 14 contains 3537 members Mstep: Class 16 contains 1006 members Mstep: Class 17 contains 2762 members Mstep: Class 19 contains 162645 members Mstep: Class 20 contains 2128 members Mstep: Class 21 contains 12800 members Entering Unmasked Estep ConsiderDeletion Score: -55679828.000000 Penalty: 54837.093750 Iteration 33Q: 18 clusters Score -5.567983e+07 nChanged 3571 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4336 members Mstep: Class 2 contains 36717 members Mstep: Class 3 contains 20949 members Mstep: Class 5 contains 2006 members Mstep: Class 6 contains 7056 members Mstep: Class 7 contains 9121 members Mstep: Class 8 contains 2078 members Mstep: Class 9 contains 3073 members Mstep: Class 11 contains 127899 members Mstep: Class 12 contains 20530 members Mstep: Class 13 contains 24954 members Mstep: Class 14 contains 3559 members Mstep: Class 16 contains 1007 members Mstep: Class 17 contains 2719 members Mstep: Class 19 contains 164497 members Mstep: Class 20 contains 2128 members Mstep: Class 21 contains 12828 members Entering Unmasked Estep ConsiderDeletion Score: -55681268.000000 Penalty: 54837.093750 Iteration 34Q: 18 clusters Score -5.568127e+07 nChanged 3667 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 36065 members Mstep: Class 3 contains 20914 members Mstep: Class 5 contains 2006 members Mstep: Class 6 contains 7444 members Mstep: Class 7 contains 9103 members Mstep: Class 8 contains 1995 members Mstep: Class 9 contains 3066 members Mstep: Class 11 contains 126738 members Mstep: Class 12 contains 20588 members Mstep: Class 13 contains 24948 members Mstep: Class 14 contains 3585 members Mstep: Class 16 contains 1007 members Mstep: Class 17 contains 2676 members Mstep: Class 19 contains 166043 members Mstep: Class 20 contains 2128 members Mstep: Class 21 contains 12841 members Entering Unmasked Estep ConsiderDeletion Score: -55682268.000000 Penalty: 54837.093750 Iteration 35Q: 18 clusters Score -5.568227e+07 nChanged 3458 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4298 members Mstep: Class 2 contains 35643 members Mstep: Class 3 contains 20894 members Mstep: Class 5 contains 2003 members Mstep: Class 6 contains 7855 members Mstep: Class 7 contains 9090 members Mstep: Class 8 contains 1913 members Mstep: Class 9 contains 3058 members Mstep: Class 11 contains 125584 members Mstep: Class 12 contains 20647 members Mstep: Class 13 contains 24934 members Mstep: Class 14 contains 3628 members Mstep: Class 16 contains 1007 members Mstep: Class 17 contains 2647 members Mstep: Class 19 contains 167285 members Mstep: Class 20 contains 2128 members Mstep: Class 21 contains 12843 members Entering Unmasked Estep ConsiderDeletion Score: -55682824.000000 Penalty: 54837.093750 Iteration 36Q: 18 clusters Score -5.568282e+07 nChanged 2932 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 35355 members Mstep: Class 3 contains 20891 members Mstep: Class 5 contains 2000 members Mstep: Class 6 contains 8219 members Mstep: Class 7 contains 9081 members Mstep: Class 8 contains 1841 members Mstep: Class 9 contains 3057 members Mstep: Class 11 contains 124522 members Mstep: Class 12 contains 20707 members Mstep: Class 13 contains 24928 members Mstep: Class 14 contains 3682 members Mstep: Class 16 contains 1006 members Mstep: Class 17 contains 2628 members Mstep: Class 19 contains 168269 members Mstep: Class 20 contains 2128 members Mstep: Class 21 contains 12854 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 3207.096191 but Gain 3225.710938 Score: -55683124.000000 Penalty: 51611.382812 Iteration 37Q: 17 clusters Score -5.568312e+07 nChanged 4251 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4295 members Mstep: Class 2 contains 35185 members Mstep: Class 3 contains 20888 members Mstep: Class 5 contains 1998 members Mstep: Class 6 contains 8573 members Mstep: Class 7 contains 9080 members Mstep: Class 9 contains 3053 members Mstep: Class 11 contains 123559 members Mstep: Class 12 contains 21239 members Mstep: Class 13 contains 24929 members Mstep: Class 14 contains 3749 members Mstep: Class 16 contains 1006 members Mstep: Class 17 contains 2703 members Mstep: Class 19 contains 170222 members Mstep: Class 20 contains 2128 members Mstep: Class 21 contains 12850 members Entering Unmasked Estep ConsiderDeletion Score: -55685932.000000 Penalty: 51611.382812 Iteration 38Q: 17 clusters Score -5.568593e+07 nChanged 2625 Entering ConstructFrom: Score: -55685932.000000 Penalty: 51611.382812 Entering ConstructFrom: Trying to split cluster 1 (4314 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4314 members Entering Unmasked Estep Score: -549853.000000 Penalty: 2075.666016 Iteration 0F: 2 clusters Score -549853 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2170 members Mstep: Class 2 contains 2144 members Entering Unmasked Estep Score: -545765.125000 Penalty: 4151.332031 Iteration 0F: 3 clusters Score -545765.1 nChanged 1599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2199 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -546688.750000 Penalty: 4151.332031 Iteration 1F: 3 clusters Score -546688.8 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 2108 members Entering Unmasked Estep Score: -546887.750000 Penalty: 4151.332031 Iteration 2F: 3 clusters Score -546887.8 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -547010.687500 Penalty: 4151.332031 Iteration 3Q: 3 clusters Score -547010.7 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -547112.125000 Penalty: 4151.332031 Iteration 4Q: 3 clusters Score -547112.1 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -547173.250000 Penalty: 4151.332031 Iteration 5Q: 3 clusters Score -547173.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -547209.000000 Penalty: 4151.332031 Iteration 6Q: 3 clusters Score -547209 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -547233.250000 Penalty: 4151.332031 Iteration 7Q: 3 clusters Score -547233.2 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -547251.750000 Penalty: 4151.332031 Iteration 8Q: 3 clusters Score -547251.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -547270.000000 Penalty: 4151.332031 Iteration 9Q: 3 clusters Score -547270 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -547281.187500 Penalty: 4151.332031 Iteration 10Q: 3 clusters Score -547281.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 1928 members Entering Unmasked Estep Score: -547287.937500 Penalty: 4151.332031 Iteration 11Q: 3 clusters Score -547287.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -547292.937500 Penalty: 4151.332031 Iteration 12Q: 3 clusters Score -547292.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 1905 members Entering Unmasked Estep Score: -547296.625000 Penalty: 4151.332031 Iteration 13Q: 3 clusters Score -547296.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2418 members Mstep: Class 2 contains 1896 members Entering Unmasked Estep Score: -547300.062500 Penalty: 4151.332031 Iteration 14Q: 3 clusters Score -547300.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -547305.687500 Penalty: 4151.332031 Iteration 15Q: 3 clusters Score -547305.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -547310.625000 Penalty: 4151.332031 Iteration 16Q: 3 clusters Score -547310.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2450 members Mstep: Class 2 contains 1864 members Entering Unmasked Estep Score: -547315.375000 Penalty: 4151.332031 Iteration 17Q: 3 clusters Score -547315.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2456 members Mstep: Class 2 contains 1858 members Entering Unmasked Estep Score: -547318.500000 Penalty: 4151.332031 Iteration 18Q: 3 clusters Score -547318.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 1849 members Entering Unmasked Estep Score: -547320.687500 Penalty: 4151.332031 Iteration 19Q: 3 clusters Score -547320.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 1836 members Entering Unmasked Estep Score: -547324.250000 Penalty: 4151.332031 Iteration 20F: 3 clusters Score -547324.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -547329.500000 Penalty: 4151.332031 Iteration 21Q: 3 clusters Score -547329.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2500 members Mstep: Class 2 contains 1814 members Entering Unmasked Estep Score: -547333.000000 Penalty: 4151.332031 Iteration 22Q: 3 clusters Score -547333 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -547334.187500 Penalty: 4151.332031 Iteration 23Q: 3 clusters Score -547334.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 1802 members Entering Unmasked Estep Score: -547338.625000 Penalty: 4151.332031 Iteration 24Q: 3 clusters Score -547338.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -547341.187500 Penalty: 4151.332031 Iteration 25Q: 3 clusters Score -547341.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 1783 members Entering Unmasked Estep Score: -547345.750000 Penalty: 4151.332031 Iteration 26Q: 3 clusters Score -547345.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -547348.125000 Penalty: 4151.332031 Iteration 27Q: 3 clusters Score -547348.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2552 members Mstep: Class 2 contains 1762 members Entering Unmasked Estep Score: -547351.750000 Penalty: 4151.332031 Iteration 28Q: 3 clusters Score -547351.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -547356.562500 Penalty: 4151.332031 Iteration 29Q: 3 clusters Score -547356.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -547360.250000 Penalty: 4151.332031 Iteration 30Q: 3 clusters Score -547360.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2591 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -547365.812500 Penalty: 4151.332031 Iteration 31Q: 3 clusters Score -547365.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -547371.750000 Penalty: 4151.332031 Iteration 32Q: 3 clusters Score -547371.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -547376.500000 Penalty: 4151.332031 Iteration 33Q: 3 clusters Score -547376.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2635 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -547378.937500 Penalty: 4151.332031 Iteration 34Q: 3 clusters Score -547378.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -547385.687500 Penalty: 4151.332031 Iteration 35Q: 3 clusters Score -547385.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -547391.437500 Penalty: 4151.332031 Iteration 36Q: 3 clusters Score -547391.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -547397.625000 Penalty: 4151.332031 Iteration 37Q: 3 clusters Score -547397.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -547406.687500 Penalty: 4151.332031 Iteration 38Q: 3 clusters Score -547406.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 1572 members Entering Unmasked Estep Score: -547419.875000 Penalty: 4151.332031 Iteration 39Q: 3 clusters Score -547419.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -547436.000000 Penalty: 4151.332031 Iteration 40F: 3 clusters Score -547436 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -547454.375000 Penalty: 4151.332031 Iteration 41Q: 3 clusters Score -547454.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2852 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -547470.937500 Penalty: 4151.332031 Iteration 42Q: 3 clusters Score -547470.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -547493.000000 Penalty: 4151.332031 Iteration 43Q: 3 clusters Score -547493 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -547514.875000 Penalty: 4151.332031 Iteration 44Q: 3 clusters Score -547514.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3003 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -547544.750000 Penalty: 4151.332031 Iteration 45Q: 3 clusters Score -547544.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -547583.250000 Penalty: 4151.332031 Iteration 46Q: 3 clusters Score -547583.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -547625.250000 Penalty: 4151.332031 Iteration 47Q: 3 clusters Score -547625.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -547675.000000 Penalty: 4151.332031 Iteration 48Q: 3 clusters Score -547675 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -547724.562500 Penalty: 4151.332031 Iteration 49Q: 3 clusters Score -547724.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -547770.375000 Penalty: 4151.332031 Iteration 50Q: 3 clusters Score -547770.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3380 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -547820.687500 Penalty: 4151.332031 Iteration 51Q: 3 clusters Score -547820.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -547877.687500 Penalty: 4151.332031 Iteration 52Q: 3 clusters Score -547877.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3514 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -547933.125000 Penalty: 4151.332031 Iteration 53Q: 3 clusters Score -547933.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3558 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -547971.187500 Penalty: 4151.332031 Iteration 54Q: 3 clusters Score -547971.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -547998.187500 Penalty: 4151.332031 Iteration 55Q: 3 clusters Score -547998.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3627 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -548018.250000 Penalty: 4151.332031 Iteration 56Q: 3 clusters Score -548018.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3653 members Mstep: Class 2 contains 661 members Entering Unmasked Estep Score: -548036.312500 Penalty: 4151.332031 Iteration 57Q: 3 clusters Score -548036.3 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3670 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -548052.125000 Penalty: 4151.332031 Iteration 58Q: 3 clusters Score -548052.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -548067.937500 Penalty: 4151.332031 Iteration 59Q: 3 clusters Score -548067.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3704 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -548078.625000 Penalty: 4151.332031 Iteration 60F: 3 clusters Score -548078.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3717 members Mstep: Class 2 contains 597 members Entering Unmasked Estep Score: -548084.937500 Penalty: 4151.332031 Iteration 61Q: 3 clusters Score -548084.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3731 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -548096.437500 Penalty: 4151.332031 Iteration 62Q: 3 clusters Score -548096.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3742 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -548106.687500 Penalty: 4151.332031 Iteration 63Q: 3 clusters Score -548106.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -548110.187500 Penalty: 4151.332031 Iteration 64Q: 3 clusters Score -548110.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3756 members Mstep: Class 2 contains 558 members Entering Unmasked Estep Score: -548114.437500 Penalty: 4151.332031 Iteration 65Q: 3 clusters Score -548114.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3765 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -548120.875000 Penalty: 4151.332031 Iteration 66Q: 3 clusters Score -548120.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -548125.562500 Penalty: 4151.332031 Iteration 67Q: 3 clusters Score -548125.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -548127.812500 Penalty: 4151.332031 Iteration 68Q: 3 clusters Score -548127.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -548128.937500 Penalty: 4151.332031 Iteration 69Q: 3 clusters Score -548128.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -548131.000000 Penalty: 4151.332031 Iteration 70Q: 3 clusters Score -548131 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3782 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -548131.375000 Penalty: 4151.332031 Iteration 71Q: 3 clusters Score -548131.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3784 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -548134.375000 Penalty: 4151.332031 Iteration 72Q: 3 clusters Score -548134.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -548135.687500 Penalty: 4151.332031 Iteration 73Q: 3 clusters Score -548135.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -548135.812500 Penalty: 4151.332031 Iteration 74Q: 3 clusters Score -548135.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3794 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -548139.000000 Penalty: 4151.332031 Iteration 75Q: 3 clusters Score -548139 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3799 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -548142.812500 Penalty: 4151.332031 Iteration 76Q: 3 clusters Score -548142.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3804 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -548146.312500 Penalty: 4151.332031 Iteration 77Q: 3 clusters Score -548146.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3805 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -548148.125000 Penalty: 4151.332031 Iteration 78Q: 3 clusters Score -548148.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3806 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -548149.375000 Penalty: 4151.332031 Iteration 79Q: 3 clusters Score -548149.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3807 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -548150.625000 Penalty: 4151.332031 Iteration 80F: 3 clusters Score -548150.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -548151.937500 Penalty: 4151.332031 Iteration 81Q: 3 clusters Score -548151.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3811 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -548153.750000 Penalty: 4151.332031 Iteration 82Q: 3 clusters Score -548153.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3813 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -548155.125000 Penalty: 4151.332031 Iteration 83Q: 3 clusters Score -548155.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -548155.812500 Penalty: 4151.332031 Iteration 84Q: 3 clusters Score -548155.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3814 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -548155.812500 Penalty: 4151.332031 Iteration 85F: 3 clusters Score -548155.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (35128 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35128 members Entering Unmasked Estep Score: -4550743.500000 Penalty: 2595.754883 Iteration 0F: 2 clusters Score -4550744 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17530 members Mstep: Class 2 contains 17598 members Entering Unmasked Estep Score: -4526748.000000 Penalty: 5191.509766 Iteration 0F: 3 clusters Score -4526748 nChanged 16058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17558 members Mstep: Class 2 contains 17570 members Entering Unmasked Estep Score: -4535666.500000 Penalty: 5191.509766 Iteration 1F: 3 clusters Score -4535666 nChanged 1260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17500 members Mstep: Class 2 contains 17628 members Entering Unmasked Estep Score: -4535981.000000 Penalty: 5191.509766 Iteration 2Q: 3 clusters Score -4535981 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17408 members Mstep: Class 2 contains 17720 members Entering Unmasked Estep Score: -4536258.000000 Penalty: 5191.509766 Iteration 3Q: 3 clusters Score -4536258 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17299 members Mstep: Class 2 contains 17829 members Entering Unmasked Estep Score: -4536482.000000 Penalty: 5191.509766 Iteration 4Q: 3 clusters Score -4536482 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17163 members Mstep: Class 2 contains 17965 members Entering Unmasked Estep Score: -4536636.500000 Penalty: 5191.509766 Iteration 5Q: 3 clusters Score -4536636 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16987 members Mstep: Class 2 contains 18141 members Entering Unmasked Estep Score: -4536809.000000 Penalty: 5191.509766 Iteration 6Q: 3 clusters Score -4536809 nChanged 789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16754 members Mstep: Class 2 contains 18374 members Entering Unmasked Estep Score: -4536976.500000 Penalty: 5191.509766 Iteration 7Q: 3 clusters Score -4536976 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16476 members Mstep: Class 2 contains 18652 members Entering Unmasked Estep Score: -4537114.500000 Penalty: 5191.509766 Iteration 8Q: 3 clusters Score -4537114 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16054 members Mstep: Class 2 contains 19074 members Entering Unmasked Estep Score: -4537286.000000 Penalty: 5191.509766 Iteration 9Q: 3 clusters Score -4537286 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15423 members Mstep: Class 2 contains 19705 members Entering Unmasked Estep Score: -4537496.500000 Penalty: 5191.509766 Iteration 10Q: 3 clusters Score -4537496 nChanged 975 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14612 members Mstep: Class 2 contains 20516 members Entering Unmasked Estep Score: -4537775.500000 Penalty: 5191.509766 Iteration 11Q: 3 clusters Score -4537776 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13544 members Mstep: Class 2 contains 21584 members Entering Unmasked Estep Score: -4538200.500000 Penalty: 5191.509766 Iteration 12Q: 3 clusters Score -4538200 nChanged 1507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12109 members Mstep: Class 2 contains 23019 members Entering Unmasked Estep Score: -4538894.000000 Penalty: 5191.509766 Iteration 13Q: 3 clusters Score -4538894 nChanged 1821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10318 members Mstep: Class 2 contains 24810 members Entering Unmasked Estep Score: -4539913.500000 Penalty: 5191.509766 Iteration 14F: 3 clusters Score -4539914 nChanged 2170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8172 members Mstep: Class 2 contains 26956 members Entering Unmasked Estep Score: -4541417.500000 Penalty: 5191.509766 Iteration 15F: 3 clusters Score -4541418 nChanged 2426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5758 members Mstep: Class 2 contains 29370 members Entering Unmasked Estep Score: -4543464.000000 Penalty: 5191.509766 Iteration 16F: 3 clusters Score -4543464 nChanged 2198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3572 members Mstep: Class 2 contains 31556 members Entering Unmasked Estep Score: -4545440.000000 Penalty: 5191.509766 Iteration 17F: 3 clusters Score -4545440 nChanged 1555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 33105 members Entering Unmasked Estep Score: -4546882.000000 Penalty: 5191.509766 Iteration 18Q: 3 clusters Score -4546882 nChanged 897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 33990 members Entering Unmasked Estep Score: -4547685.500000 Penalty: 5191.509766 Iteration 19Q: 3 clusters Score -4547686 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 34439 members Entering Unmasked Estep Score: -4548103.000000 Penalty: 5191.509766 Iteration 20F: 3 clusters Score -4548103 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 34636 members Entering Unmasked Estep Score: -4548262.000000 Penalty: 5191.509766 Iteration 21Q: 3 clusters Score -4548262 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 34721 members Entering Unmasked Estep Score: -4548347.500000 Penalty: 5191.509766 Iteration 22Q: 3 clusters Score -4548348 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 34761 members Entering Unmasked Estep Score: -4548389.500000 Penalty: 5191.509766 Iteration 23Q: 3 clusters Score -4548390 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 34785 members Entering Unmasked Estep Score: -4548419.000000 Penalty: 5191.509766 Iteration 24Q: 3 clusters Score -4548419 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 34802 members Entering Unmasked Estep Score: -4548443.500000 Penalty: 5191.509766 Iteration 25Q: 3 clusters Score -4548444 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 34813 members Entering Unmasked Estep Score: -4548444.000000 Penalty: 5191.509766 Iteration 26Q: 3 clusters Score -4548444 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 34822 members Entering Unmasked Estep Score: -4548441.500000 Penalty: 5191.509766 Iteration 27Q: 3 clusters Score -4548442 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 34830 members Entering Unmasked Estep Score: -4548459.000000 Penalty: 5191.509766 Iteration 28Q: 3 clusters Score -4548459 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 34832 members Entering Unmasked Estep Score: -4548464.000000 Penalty: 5191.509766 Iteration 29Q: 3 clusters Score -4548464 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 34837 members Entering Unmasked Estep Score: -4548462.500000 Penalty: 5191.509766 Iteration 30Q: 3 clusters Score -4548462 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 34839 members Entering Unmasked Estep Score: -4548466.000000 Penalty: 5191.509766 Iteration 31Q: 3 clusters Score -4548466 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 34842 members Entering Unmasked Estep Score: -4548473.000000 Penalty: 5191.509766 Iteration 32Q: 3 clusters Score -4548473 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 34846 members Entering Unmasked Estep Score: -4548482.000000 Penalty: 5191.509766 Iteration 33Q: 3 clusters Score -4548482 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 34851 members Entering Unmasked Estep Score: -4548482.000000 Penalty: 5191.509766 Iteration 34Q: 3 clusters Score -4548482 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 34853 members Entering Unmasked Estep Score: -4548486.000000 Penalty: 5191.509766 Iteration 35Q: 3 clusters Score -4548486 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 34856 members Entering Unmasked Estep Score: -4548488.500000 Penalty: 5191.509766 Iteration 36Q: 3 clusters Score -4548488 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 34856 members Entering Unmasked Estep Score: -4548493.500000 Penalty: 5191.509766 Iteration 37Q: 3 clusters Score -4548494 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 34858 members Entering Unmasked Estep Score: -4548497.500000 Penalty: 5191.509766 Iteration 38Q: 3 clusters Score -4548498 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 34858 members Entering Unmasked Estep Score: -4548503.000000 Penalty: 5191.509766 Iteration 39Q: 3 clusters Score -4548503 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 34858 members Entering Unmasked Estep Score: -4548503.000000 Penalty: 5191.509766 Iteration 40F: 3 clusters Score -4548503 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (20867 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20867 members Entering Unmasked Estep Score: -2661256.500000 Penalty: 2466.589111 Iteration 0F: 2 clusters Score -2661256 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10325 members Mstep: Class 2 contains 10542 members Entering Unmasked Estep Score: -2646561.250000 Penalty: 4933.178223 Iteration 0F: 3 clusters Score -2646561 nChanged 9237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9962 members Mstep: Class 2 contains 10905 members Entering Unmasked Estep Score: -2651530.500000 Penalty: 4933.178223 Iteration 1F: 3 clusters Score -2651530 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9740 members Mstep: Class 2 contains 11127 members Entering Unmasked Estep Score: -2652121.000000 Penalty: 4933.178223 Iteration 2F: 3 clusters Score -2652121 nChanged 1175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9397 members Mstep: Class 2 contains 11470 members Entering Unmasked Estep Score: -2652775.750000 Penalty: 4933.178223 Iteration 3F: 3 clusters Score -2652776 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8943 members Mstep: Class 2 contains 11924 members Entering Unmasked Estep Score: -2653576.500000 Penalty: 4933.178223 Iteration 4F: 3 clusters Score -2653576 nChanged 1408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8407 members Mstep: Class 2 contains 12460 members Entering Unmasked Estep Score: -2654873.500000 Penalty: 4933.178223 Iteration 5F: 3 clusters Score -2654874 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7817 members Mstep: Class 2 contains 13050 members Entering Unmasked Estep Score: -2657341.750000 Penalty: 4933.178223 Iteration 6F: 3 clusters Score -2657342 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7193 members Mstep: Class 2 contains 13674 members Entering Unmasked Estep Score: -2661305.000000 Penalty: 4933.178223 Iteration 7F: 3 clusters Score -2661305 nChanged 1719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 14387 members Entering Unmasked Estep Score: -2664412.250000 Penalty: 4933.178223 Iteration 8F: 3 clusters Score -2664412 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6071 members Mstep: Class 2 contains 14796 members Entering Unmasked Estep Score: -2665967.750000 Penalty: 4933.178223 Iteration 9Q: 3 clusters Score -2665968 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5797 members Mstep: Class 2 contains 15070 members Entering Unmasked Estep Score: -2666685.500000 Penalty: 4933.178223 Iteration 10Q: 3 clusters Score -2666686 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5623 members Mstep: Class 2 contains 15244 members Entering Unmasked Estep Score: -2666861.750000 Penalty: 4933.178223 Iteration 11Q: 3 clusters Score -2666862 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5507 members Mstep: Class 2 contains 15360 members Entering Unmasked Estep Score: -2666915.500000 Penalty: 4933.178223 Iteration 12Q: 3 clusters Score -2666916 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5440 members Mstep: Class 2 contains 15427 members Entering Unmasked Estep Score: -2666948.000000 Penalty: 4933.178223 Iteration 13Q: 3 clusters Score -2666948 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5392 members Mstep: Class 2 contains 15475 members Entering Unmasked Estep Score: -2666966.250000 Penalty: 4933.178223 Iteration 14Q: 3 clusters Score -2666966 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5362 members Mstep: Class 2 contains 15505 members Entering Unmasked Estep Score: -2666974.250000 Penalty: 4933.178223 Iteration 15Q: 3 clusters Score -2666974 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 15528 members Entering Unmasked Estep Score: -2666983.500000 Penalty: 4933.178223 Iteration 16Q: 3 clusters Score -2666984 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5329 members Mstep: Class 2 contains 15538 members Entering Unmasked Estep Score: -2666977.750000 Penalty: 4933.178223 Iteration 17Q: 3 clusters Score -2666978 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5320 members Mstep: Class 2 contains 15547 members Entering Unmasked Estep Score: -2666973.250000 Penalty: 4933.178223 Iteration 18Q: 3 clusters Score -2666973 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5314 members Mstep: Class 2 contains 15553 members Entering Unmasked Estep Score: -2666969.500000 Penalty: 4933.178223 Iteration 19Q: 3 clusters Score -2666970 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5311 members Mstep: Class 2 contains 15556 members Entering Unmasked Estep Score: -2666973.500000 Penalty: 4933.178223 Iteration 20F: 3 clusters Score -2666974 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5310 members Mstep: Class 2 contains 15557 members Entering Unmasked Estep Score: -2666971.500000 Penalty: 4933.178223 Iteration 21Q: 3 clusters Score -2666972 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5309 members Mstep: Class 2 contains 15558 members Entering Unmasked Estep Score: -2666969.250000 Penalty: 4933.178223 Iteration 22Q: 3 clusters Score -2666969 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 15559 members Entering Unmasked Estep Score: -2666971.250000 Penalty: 4933.178223 Iteration 23Q: 3 clusters Score -2666971 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5308 members Mstep: Class 2 contains 15559 members Entering Unmasked Estep Score: -2666971.250000 Penalty: 4933.178223 Iteration 24F: 3 clusters Score -2666971 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 35128 members Mstep: Class 3 contains 5308 members Mstep: Class 4 contains 15559 members Mstep: Class 5 contains 2002 members Mstep: Class 6 contains 8892 members Mstep: Class 7 contains 9073 members Mstep: Class 9 contains 3049 members Mstep: Class 11 contains 122451 members Mstep: Class 12 contains 21343 members Mstep: Class 13 contains 24932 members Mstep: Class 14 contains 3812 members Mstep: Class 16 contains 1006 members Mstep: Class 17 contains 2623 members Mstep: Class 19 contains 170980 members Mstep: Class 20 contains 2128 members Mstep: Class 21 contains 12857 members Entering Unmasked Estep Score: -55691040.000000 Penalty: 54837.093750 Splitting cluster 3 changes total score from -55685932.000000 to -55691040.000000 So it's getting split into cluster 4. Entering ConstructFrom: Trying to split cluster 5 (2002 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Entering Unmasked Estep Score: -251956.406250 Penalty: 1885.271729 Iteration 0F: 2 clusters Score -251956.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -249357.656250 Penalty: 3770.543457 Iteration 0F: 3 clusters Score -249357.7 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -250054.171875 Penalty: 3770.543457 Iteration 1F: 3 clusters Score -250054.2 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -251309.296875 Penalty: 3770.543457 Iteration 2F: 3 clusters Score -251309.3 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -252230.093750 Penalty: 3770.543457 Iteration 3F: 3 clusters Score -252230.1 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -252655.421875 Penalty: 3770.543457 Iteration 4F: 3 clusters Score -252655.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -252829.265625 Penalty: 3770.543457 Iteration 5Q: 3 clusters Score -252829.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -252913.937500 Penalty: 3770.543457 Iteration 6Q: 3 clusters Score -252913.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -252932.859375 Penalty: 3770.543457 Iteration 7Q: 3 clusters Score -252932.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1808 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -252939.921875 Penalty: 3770.543457 Iteration 8Q: 3 clusters Score -252939.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1809 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -252941.921875 Penalty: 3770.543457 Iteration 9Q: 3 clusters Score -252941.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -252942.765625 Penalty: 3770.543457 Iteration 10Q: 3 clusters Score -252942.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -252942.765625 Penalty: 3770.543457 Iteration 11F: 3 clusters Score -252942.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 35128 members Mstep: Class 3 contains 5308 members Mstep: Class 4 contains 15559 members Mstep: Class 5 contains 1810 members Mstep: Class 6 contains 8892 members Mstep: Class 7 contains 9073 members Mstep: Class 8 contains 192 members Mstep: Class 9 contains 3049 members Mstep: Class 11 contains 122451 members Mstep: Class 12 contains 21343 members Mstep: Class 13 contains 24932 members Mstep: Class 14 contains 3812 members Mstep: Class 16 contains 1006 members Mstep: Class 17 contains 2623 members Mstep: Class 19 contains 170980 members Mstep: Class 20 contains 2128 members Mstep: Class 21 contains 12857 members Entering Unmasked Estep Score: -55690480.000000 Penalty: 58062.804688 Splitting cluster 5 changes total score from -55685932.000000 to -55690480.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 6 (8892 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8892 members Entering Unmasked Estep Score: -1136590.625000 Penalty: 2255.041016 Iteration 0F: 2 clusters Score -1136591 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -1129581.500000 Penalty: 4510.082031 Iteration 0F: 3 clusters Score -1129582 nChanged 3623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -1131704.875000 Penalty: 4510.082031 Iteration 1F: 3 clusters Score -1131705 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4457 members Mstep: Class 2 contains 4435 members Entering Unmasked Estep Score: -1132182.250000 Penalty: 4510.082031 Iteration 2F: 3 clusters Score -1132182 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 4547 members Entering Unmasked Estep Score: -1132659.625000 Penalty: 4510.082031 Iteration 3F: 3 clusters Score -1132660 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4169 members Mstep: Class 2 contains 4723 members Entering Unmasked Estep Score: -1133152.375000 Penalty: 4510.082031 Iteration 4F: 3 clusters Score -1133152 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 4872 members Entering Unmasked Estep Score: -1133782.500000 Penalty: 4510.082031 Iteration 5F: 3 clusters Score -1133782 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 4997 members Entering Unmasked Estep Score: -1134638.125000 Penalty: 4510.082031 Iteration 6F: 3 clusters Score -1134638 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3856 members Mstep: Class 2 contains 5036 members Entering Unmasked Estep Score: -1135548.250000 Penalty: 4510.082031 Iteration 7F: 3 clusters Score -1135548 nChanged 479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 5029 members Entering Unmasked Estep Score: -1136033.625000 Penalty: 4510.082031 Iteration 8F: 3 clusters Score -1136034 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 5008 members Entering Unmasked Estep Score: -1136187.375000 Penalty: 4510.082031 Iteration 9Q: 3 clusters Score -1136187 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3888 members Mstep: Class 2 contains 5004 members Entering Unmasked Estep Score: -1136225.625000 Penalty: 4510.082031 Iteration 10Q: 3 clusters Score -1136226 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3866 members Mstep: Class 2 contains 5026 members Entering Unmasked Estep Score: -1136236.500000 Penalty: 4510.082031 Iteration 11Q: 3 clusters Score -1136236 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 5048 members Entering Unmasked Estep Score: -1136252.625000 Penalty: 4510.082031 Iteration 12Q: 3 clusters Score -1136253 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 5069 members Entering Unmasked Estep Score: -1136260.250000 Penalty: 4510.082031 Iteration 13Q: 3 clusters Score -1136260 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -1136265.875000 Penalty: 4510.082031 Iteration 14Q: 3 clusters Score -1136266 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 5109 members Entering Unmasked Estep Score: -1136274.375000 Penalty: 4510.082031 Iteration 15Q: 3 clusters Score -1136274 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3764 members Mstep: Class 2 contains 5128 members Entering Unmasked Estep Score: -1136278.750000 Penalty: 4510.082031 Iteration 16Q: 3 clusters Score -1136279 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3743 members Mstep: Class 2 contains 5149 members Entering Unmasked Estep Score: -1136286.125000 Penalty: 4510.082031 Iteration 17Q: 3 clusters Score -1136286 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3730 members Mstep: Class 2 contains 5162 members Entering Unmasked Estep Score: -1136290.625000 Penalty: 4510.082031 Iteration 18Q: 3 clusters Score -1136291 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3710 members Mstep: Class 2 contains 5182 members Entering Unmasked Estep Score: -1136295.875000 Penalty: 4510.082031 Iteration 19Q: 3 clusters Score -1136296 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -1136304.875000 Penalty: 4510.082031 Iteration 20F: 3 clusters Score -1136305 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3660 members Mstep: Class 2 contains 5232 members Entering Unmasked Estep Score: -1136311.000000 Penalty: 4510.082031 Iteration 21Q: 3 clusters Score -1136311 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3634 members Mstep: Class 2 contains 5258 members Entering Unmasked Estep Score: -1136318.125000 Penalty: 4510.082031 Iteration 22Q: 3 clusters Score -1136318 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3613 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -1136325.250000 Penalty: 4510.082031 Iteration 23Q: 3 clusters Score -1136325 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3595 members Mstep: Class 2 contains 5297 members Entering Unmasked Estep Score: -1136327.625000 Penalty: 4510.082031 Iteration 24Q: 3 clusters Score -1136328 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3573 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -1136334.500000 Penalty: 4510.082031 Iteration 25Q: 3 clusters Score -1136334 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3554 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -1136336.125000 Penalty: 4510.082031 Iteration 26Q: 3 clusters Score -1136336 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3539 members Mstep: Class 2 contains 5353 members Entering Unmasked Estep Score: -1136341.875000 Penalty: 4510.082031 Iteration 27Q: 3 clusters Score -1136342 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3515 members Mstep: Class 2 contains 5377 members Entering Unmasked Estep Score: -1136348.875000 Penalty: 4510.082031 Iteration 28Q: 3 clusters Score -1136349 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3495 members Mstep: Class 2 contains 5397 members Entering Unmasked Estep Score: -1136352.125000 Penalty: 4510.082031 Iteration 29Q: 3 clusters Score -1136352 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3474 members Mstep: Class 2 contains 5418 members Entering Unmasked Estep Score: -1136354.625000 Penalty: 4510.082031 Iteration 30Q: 3 clusters Score -1136355 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3459 members Mstep: Class 2 contains 5433 members Entering Unmasked Estep Score: -1136360.875000 Penalty: 4510.082031 Iteration 31Q: 3 clusters Score -1136361 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 5447 members Entering Unmasked Estep Score: -1136361.375000 Penalty: 4510.082031 Iteration 32Q: 3 clusters Score -1136361 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 5456 members Entering Unmasked Estep Score: -1136365.750000 Penalty: 4510.082031 Iteration 33Q: 3 clusters Score -1136366 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -1136369.625000 Penalty: 4510.082031 Iteration 34Q: 3 clusters Score -1136370 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3406 members Mstep: Class 2 contains 5486 members Entering Unmasked Estep Score: -1136373.375000 Penalty: 4510.082031 Iteration 35Q: 3 clusters Score -1136373 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3388 members Mstep: Class 2 contains 5504 members Entering Unmasked Estep Score: -1136374.375000 Penalty: 4510.082031 Iteration 36Q: 3 clusters Score -1136374 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 5524 members Entering Unmasked Estep Score: -1136381.500000 Penalty: 4510.082031 Iteration 37Q: 3 clusters Score -1136382 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 5544 members Entering Unmasked Estep Score: -1136384.750000 Penalty: 4510.082031 Iteration 38Q: 3 clusters Score -1136385 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 5551 members Entering Unmasked Estep Score: -1136384.500000 Penalty: 4510.082031 Iteration 39Q: 3 clusters Score -1136384 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 5559 members Entering Unmasked Estep Score: -1136386.625000 Penalty: 4510.082031 Iteration 40F: 3 clusters Score -1136387 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 5574 members Entering Unmasked Estep Score: -1136391.500000 Penalty: 4510.082031 Iteration 41Q: 3 clusters Score -1136392 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3302 members Mstep: Class 2 contains 5590 members Entering Unmasked Estep Score: -1136396.875000 Penalty: 4510.082031 Iteration 42Q: 3 clusters Score -1136397 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3288 members Mstep: Class 2 contains 5604 members Entering Unmasked Estep Score: -1136397.125000 Penalty: 4510.082031 Iteration 43Q: 3 clusters Score -1136397 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 5614 members Entering Unmasked Estep Score: -1136402.500000 Penalty: 4510.082031 Iteration 44Q: 3 clusters Score -1136402 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3273 members Mstep: Class 2 contains 5619 members Entering Unmasked Estep Score: -1136403.875000 Penalty: 4510.082031 Iteration 45Q: 3 clusters Score -1136404 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3269 members Mstep: Class 2 contains 5623 members Entering Unmasked Estep Score: -1136404.625000 Penalty: 4510.082031 Iteration 46Q: 3 clusters Score -1136405 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 5626 members Entering Unmasked Estep Score: -1136403.250000 Penalty: 4510.082031 Iteration 47Q: 3 clusters Score -1136403 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 5633 members Entering Unmasked Estep Score: -1136405.000000 Penalty: 4510.082031 Iteration 48Q: 3 clusters Score -1136405 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 5636 members Entering Unmasked Estep Score: -1136405.625000 Penalty: 4510.082031 Iteration 49Q: 3 clusters Score -1136406 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3254 members Mstep: Class 2 contains 5638 members Entering Unmasked Estep Score: -1136404.375000 Penalty: 4510.082031 Iteration 50Q: 3 clusters Score -1136404 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 5642 members Entering Unmasked Estep Score: -1136404.750000 Penalty: 4510.082031 Iteration 51Q: 3 clusters Score -1136405 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3245 members Mstep: Class 2 contains 5647 members Entering Unmasked Estep Score: -1136407.000000 Penalty: 4510.082031 Iteration 52Q: 3 clusters Score -1136407 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3241 members Mstep: Class 2 contains 5651 members Entering Unmasked Estep Score: -1136407.625000 Penalty: 4510.082031 Iteration 53Q: 3 clusters Score -1136408 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3237 members Mstep: Class 2 contains 5655 members Entering Unmasked Estep Score: -1136406.750000 Penalty: 4510.082031 Iteration 54Q: 3 clusters Score -1136407 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3235 members Mstep: Class 2 contains 5657 members Entering Unmasked Estep Score: -1136406.750000 Penalty: 4510.082031 Iteration 55Q: 3 clusters Score -1136407 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3234 members Mstep: Class 2 contains 5658 members Entering Unmasked Estep Score: -1136407.375000 Penalty: 4510.082031 Iteration 56Q: 3 clusters Score -1136407 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -1136406.375000 Penalty: 4510.082031 Iteration 57Q: 3 clusters Score -1136406 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3233 members Mstep: Class 2 contains 5659 members Entering Unmasked Estep Score: -1136406.375000 Penalty: 4510.082031 Iteration 58F: 3 clusters Score -1136406 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (9073 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9073 members Entering Unmasked Estep Score: -1150399.875000 Penalty: 2260.038330 Iteration 0F: 2 clusters Score -1150400 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4583 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -1143339.500000 Penalty: 4520.076660 Iteration 0F: 3 clusters Score -1143340 nChanged 3756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -1145403.375000 Penalty: 4520.076660 Iteration 1F: 3 clusters Score -1145403 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -1145805.750000 Penalty: 4520.076660 Iteration 2F: 3 clusters Score -1145806 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4455 members Mstep: Class 2 contains 4618 members Entering Unmasked Estep Score: -1146135.000000 Penalty: 4520.076660 Iteration 3F: 3 clusters Score -1146135 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -1146435.750000 Penalty: 4520.076660 Iteration 4Q: 3 clusters Score -1146436 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -1146807.875000 Penalty: 4520.076660 Iteration 5F: 3 clusters Score -1146808 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4085 members Mstep: Class 2 contains 4988 members Entering Unmasked Estep Score: -1147216.500000 Penalty: 4520.076660 Iteration 6F: 3 clusters Score -1147216 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3880 members Mstep: Class 2 contains 5193 members Entering Unmasked Estep Score: -1147662.875000 Penalty: 4520.076660 Iteration 7F: 3 clusters Score -1147663 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 5428 members Entering Unmasked Estep Score: -1148141.875000 Penalty: 4520.076660 Iteration 8F: 3 clusters Score -1148142 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3416 members Mstep: Class 2 contains 5657 members Entering Unmasked Estep Score: -1148659.375000 Penalty: 4520.076660 Iteration 9F: 3 clusters Score -1148659 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3203 members Mstep: Class 2 contains 5870 members Entering Unmasked Estep Score: -1149173.500000 Penalty: 4520.076660 Iteration 10F: 3 clusters Score -1149174 nChanged 362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 5974 members Entering Unmasked Estep Score: -1149568.000000 Penalty: 4520.076660 Iteration 11Q: 3 clusters Score -1149568 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Mstep: Class 2 contains 6050 members Entering Unmasked Estep Score: -1149812.750000 Penalty: 4520.076660 Iteration 12Q: 3 clusters Score -1149813 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2965 members Mstep: Class 2 contains 6108 members Entering Unmasked Estep Score: -1149925.000000 Penalty: 4520.076660 Iteration 13Q: 3 clusters Score -1149925 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 6150 members Entering Unmasked Estep Score: -1149971.500000 Penalty: 4520.076660 Iteration 14Q: 3 clusters Score -1149972 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2885 members Mstep: Class 2 contains 6188 members Entering Unmasked Estep Score: -1150004.625000 Penalty: 4520.076660 Iteration 15Q: 3 clusters Score -1150005 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2845 members Mstep: Class 2 contains 6228 members Entering Unmasked Estep Score: -1150031.500000 Penalty: 4520.076660 Iteration 16Q: 3 clusters Score -1150032 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -1150040.875000 Penalty: 4520.076660 Iteration 17Q: 3 clusters Score -1150041 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -1150048.750000 Penalty: 4520.076660 Iteration 18Q: 3 clusters Score -1150049 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 6290 members Entering Unmasked Estep Score: -1150053.500000 Penalty: 4520.076660 Iteration 19Q: 3 clusters Score -1150054 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -1150053.125000 Penalty: 4520.076660 Iteration 20F: 3 clusters Score -1150053 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 6307 members Entering Unmasked Estep Score: -1150058.875000 Penalty: 4520.076660 Iteration 21Q: 3 clusters Score -1150059 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2761 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -1150060.125000 Penalty: 4520.076660 Iteration 22Q: 3 clusters Score -1150060 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 6320 members Entering Unmasked Estep Score: -1150063.250000 Penalty: 4520.076660 Iteration 23Q: 3 clusters Score -1150063 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 6328 members Entering Unmasked Estep Score: -1150064.750000 Penalty: 4520.076660 Iteration 24Q: 3 clusters Score -1150065 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 6332 members Entering Unmasked Estep Score: -1150063.500000 Penalty: 4520.076660 Iteration 25Q: 3 clusters Score -1150064 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 6338 members Entering Unmasked Estep Score: -1150065.500000 Penalty: 4520.076660 Iteration 26Q: 3 clusters Score -1150066 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 6342 members Entering Unmasked Estep Score: -1150065.250000 Penalty: 4520.076660 Iteration 27Q: 3 clusters Score -1150065 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 6342 members Entering Unmasked Estep Score: -1150065.250000 Penalty: 4520.076660 Iteration 28F: 3 clusters Score -1150065 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3049 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Entering Unmasked Estep Score: -382313.812500 Penalty: 1989.597046 Iteration 0F: 2 clusters Score -382313.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1491 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -379011.218750 Penalty: 3979.194092 Iteration 0F: 3 clusters Score -379011.2 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -379673.343750 Penalty: 3979.194092 Iteration 1F: 3 clusters Score -379673.3 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -379832.968750 Penalty: 3979.194092 Iteration 2F: 3 clusters Score -379833 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -379934.718750 Penalty: 3979.194092 Iteration 3F: 3 clusters Score -379934.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -379990.625000 Penalty: 3979.194092 Iteration 4Q: 3 clusters Score -379990.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -380030.218750 Penalty: 3979.194092 Iteration 5Q: 3 clusters Score -380030.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -380055.781250 Penalty: 3979.194092 Iteration 6Q: 3 clusters Score -380055.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -380076.406250 Penalty: 3979.194092 Iteration 7Q: 3 clusters Score -380076.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1725 members Entering Unmasked Estep Score: -380093.625000 Penalty: 3979.194092 Iteration 8Q: 3 clusters Score -380093.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -380108.125000 Penalty: 3979.194092 Iteration 9Q: 3 clusters Score -380108.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 1758 members Entering Unmasked Estep Score: -380122.937500 Penalty: 3979.194092 Iteration 10Q: 3 clusters Score -380122.9 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -380136.437500 Penalty: 3979.194092 Iteration 11Q: 3 clusters Score -380136.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -380149.531250 Penalty: 3979.194092 Iteration 12Q: 3 clusters Score -380149.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -380164.343750 Penalty: 3979.194092 Iteration 13Q: 3 clusters Score -380164.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1829 members Entering Unmasked Estep Score: -380175.718750 Penalty: 3979.194092 Iteration 14Q: 3 clusters Score -380175.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1854 members Entering Unmasked Estep Score: -380188.281250 Penalty: 3979.194092 Iteration 15Q: 3 clusters Score -380188.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1868 members Entering Unmasked Estep Score: -380198.781250 Penalty: 3979.194092 Iteration 16Q: 3 clusters Score -380198.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1165 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -380208.468750 Penalty: 3979.194092 Iteration 17Q: 3 clusters Score -380208.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -380215.656250 Penalty: 3979.194092 Iteration 18Q: 3 clusters Score -380215.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -380222.968750 Penalty: 3979.194092 Iteration 19Q: 3 clusters Score -380223 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -380228.218750 Penalty: 3979.194092 Iteration 20F: 3 clusters Score -380228.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -380234.062500 Penalty: 3979.194092 Iteration 21Q: 3 clusters Score -380234.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1947 members Entering Unmasked Estep Score: -380242.687500 Penalty: 3979.194092 Iteration 22Q: 3 clusters Score -380242.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -380252.343750 Penalty: 3979.194092 Iteration 23Q: 3 clusters Score -380252.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -380264.625000 Penalty: 3979.194092 Iteration 24Q: 3 clusters Score -380264.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -380274.812500 Penalty: 3979.194092 Iteration 25Q: 3 clusters Score -380274.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -380283.375000 Penalty: 3979.194092 Iteration 26Q: 3 clusters Score -380283.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 2036 members Entering Unmasked Estep Score: -380291.906250 Penalty: 3979.194092 Iteration 27Q: 3 clusters Score -380291.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -380298.468750 Penalty: 3979.194092 Iteration 28Q: 3 clusters Score -380298.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -380304.062500 Penalty: 3979.194092 Iteration 29Q: 3 clusters Score -380304.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -380308.343750 Penalty: 3979.194092 Iteration 30Q: 3 clusters Score -380308.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -380311.218750 Penalty: 3979.194092 Iteration 31Q: 3 clusters Score -380311.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -380312.625000 Penalty: 3979.194092 Iteration 32Q: 3 clusters Score -380312.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -380314.437500 Penalty: 3979.194092 Iteration 33Q: 3 clusters Score -380314.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -380319.656250 Penalty: 3979.194092 Iteration 34Q: 3 clusters Score -380319.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -380322.687500 Penalty: 3979.194092 Iteration 35Q: 3 clusters Score -380322.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 2111 members Entering Unmasked Estep Score: -380325.656250 Penalty: 3979.194092 Iteration 36Q: 3 clusters Score -380325.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -380328.562500 Penalty: 3979.194092 Iteration 37Q: 3 clusters Score -380328.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -380332.625000 Penalty: 3979.194092 Iteration 38Q: 3 clusters Score -380332.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -380337.250000 Penalty: 3979.194092 Iteration 39Q: 3 clusters Score -380337.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 2141 members Entering Unmasked Estep Score: -380342.000000 Penalty: 3979.194092 Iteration 40F: 3 clusters Score -380342 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -380349.156250 Penalty: 3979.194092 Iteration 41Q: 3 clusters Score -380349.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 2169 members Entering Unmasked Estep Score: -380355.687500 Penalty: 3979.194092 Iteration 42Q: 3 clusters Score -380355.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -380363.062500 Penalty: 3979.194092 Iteration 43Q: 3 clusters Score -380363.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 2194 members Entering Unmasked Estep Score: -380375.500000 Penalty: 3979.194092 Iteration 44Q: 3 clusters Score -380375.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -380386.718750 Penalty: 3979.194092 Iteration 45Q: 3 clusters Score -380386.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 2231 members Entering Unmasked Estep Score: -380399.593750 Penalty: 3979.194092 Iteration 46Q: 3 clusters Score -380399.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -380409.781250 Penalty: 3979.194092 Iteration 47Q: 3 clusters Score -380409.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 789 members Mstep: Class 2 contains 2260 members Entering Unmasked Estep Score: -380419.531250 Penalty: 3979.194092 Iteration 48Q: 3 clusters Score -380419.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -380428.875000 Penalty: 3979.194092 Iteration 49Q: 3 clusters Score -380428.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 2284 members Entering Unmasked Estep Score: -380435.687500 Penalty: 3979.194092 Iteration 50Q: 3 clusters Score -380435.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -380444.656250 Penalty: 3979.194092 Iteration 51Q: 3 clusters Score -380444.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 2312 members Entering Unmasked Estep Score: -380452.156250 Penalty: 3979.194092 Iteration 52Q: 3 clusters Score -380452.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 2324 members Entering Unmasked Estep Score: -380459.218750 Penalty: 3979.194092 Iteration 53Q: 3 clusters Score -380459.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 2336 members Entering Unmasked Estep Score: -380466.343750 Penalty: 3979.194092 Iteration 54Q: 3 clusters Score -380466.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -380474.031250 Penalty: 3979.194092 Iteration 55Q: 3 clusters Score -380474 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -380481.093750 Penalty: 3979.194092 Iteration 56Q: 3 clusters Score -380481.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 675 members Mstep: Class 2 contains 2374 members Entering Unmasked Estep Score: -380488.312500 Penalty: 3979.194092 Iteration 57Q: 3 clusters Score -380488.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -380492.906250 Penalty: 3979.194092 Iteration 58Q: 3 clusters Score -380492.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -380498.125000 Penalty: 3979.194092 Iteration 59Q: 3 clusters Score -380498.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -380501.562500 Penalty: 3979.194092 Iteration 60F: 3 clusters Score -380501.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -380504.812500 Penalty: 3979.194092 Iteration 61Q: 3 clusters Score -380504.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -380507.812500 Penalty: 3979.194092 Iteration 62Q: 3 clusters Score -380507.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 2415 members Entering Unmasked Estep Score: -380513.312500 Penalty: 3979.194092 Iteration 63Q: 3 clusters Score -380513.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -380516.468750 Penalty: 3979.194092 Iteration 64Q: 3 clusters Score -380516.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -380523.843750 Penalty: 3979.194092 Iteration 65Q: 3 clusters Score -380523.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -380528.906250 Penalty: 3979.194092 Iteration 66Q: 3 clusters Score -380528.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 598 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -380534.375000 Penalty: 3979.194092 Iteration 67Q: 3 clusters Score -380534.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -380538.125000 Penalty: 3979.194092 Iteration 68Q: 3 clusters Score -380538.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 2462 members Entering Unmasked Estep Score: -380541.406250 Penalty: 3979.194092 Iteration 69Q: 3 clusters Score -380541.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -380542.812500 Penalty: 3979.194092 Iteration 70Q: 3 clusters Score -380542.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 2469 members Entering Unmasked Estep Score: -380544.468750 Penalty: 3979.194092 Iteration 71Q: 3 clusters Score -380544.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -380544.781250 Penalty: 3979.194092 Iteration 72Q: 3 clusters Score -380544.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -380547.437500 Penalty: 3979.194092 Iteration 73Q: 3 clusters Score -380547.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 2479 members Entering Unmasked Estep Score: -380549.875000 Penalty: 3979.194092 Iteration 74Q: 3 clusters Score -380549.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -380549.906250 Penalty: 3979.194092 Iteration 75Q: 3 clusters Score -380549.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 2480 members Entering Unmasked Estep Score: -380549.906250 Penalty: 3979.194092 Iteration 76F: 3 clusters Score -380549.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (122451 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122451 members Entering Unmasked Estep Score: -15632084.000000 Penalty: 2905.435791 Iteration 0F: 2 clusters Score -1.563208e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61355 members Mstep: Class 2 contains 61096 members Entering Unmasked Estep Score: -15550269.000000 Penalty: 5810.871582 Iteration 0F: 3 clusters Score -1.555027e+07 nChanged 58295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63242 members Mstep: Class 2 contains 59209 members Entering Unmasked Estep Score: -15583432.000000 Penalty: 5810.871582 Iteration 1F: 3 clusters Score -1.558343e+07 nChanged 4191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64349 members Mstep: Class 2 contains 58102 members Entering Unmasked Estep Score: -15584569.000000 Penalty: 5810.871582 Iteration 2Q: 3 clusters Score -1.558457e+07 nChanged 4326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65911 members Mstep: Class 2 contains 56540 members Entering Unmasked Estep Score: -15585903.000000 Penalty: 5810.871582 Iteration 3Q: 3 clusters Score -1.55859e+07 nChanged 4858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68353 members Mstep: Class 2 contains 54098 members Entering Unmasked Estep Score: -15587829.000000 Penalty: 5810.871582 Iteration 4Q: 3 clusters Score -1.558783e+07 nChanged 5561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71792 members Mstep: Class 2 contains 50659 members Entering Unmasked Estep Score: -15590331.000000 Penalty: 5810.871582 Iteration 5Q: 3 clusters Score -1.559033e+07 nChanged 6488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76424 members Mstep: Class 2 contains 46027 members Entering Unmasked Estep Score: -15594248.000000 Penalty: 5810.871582 Iteration 6F: 3 clusters Score -1.559425e+07 nChanged 7373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81849 members Mstep: Class 2 contains 40602 members Entering Unmasked Estep Score: -15599808.000000 Penalty: 5810.871582 Iteration 7F: 3 clusters Score -1.559981e+07 nChanged 7816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87427 members Mstep: Class 2 contains 35024 members Entering Unmasked Estep Score: -15606406.000000 Penalty: 5810.871582 Iteration 8F: 3 clusters Score -1.560641e+07 nChanged 7099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92130 members Mstep: Class 2 contains 30321 members Entering Unmasked Estep Score: -15612491.000000 Penalty: 5810.871582 Iteration 9F: 3 clusters Score -1.561249e+07 nChanged 5768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95338 members Mstep: Class 2 contains 27113 members Entering Unmasked Estep Score: -15616655.000000 Penalty: 5810.871582 Iteration 10Q: 3 clusters Score -1.561666e+07 nChanged 4184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97602 members Mstep: Class 2 contains 24849 members Entering Unmasked Estep Score: -15618915.000000 Penalty: 5810.871582 Iteration 11Q: 3 clusters Score -1.561892e+07 nChanged 3040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99448 members Mstep: Class 2 contains 23003 members Entering Unmasked Estep Score: -15620134.000000 Penalty: 5810.871582 Iteration 12Q: 3 clusters Score -1.562013e+07 nChanged 2266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101150 members Mstep: Class 2 contains 21301 members Entering Unmasked Estep Score: -15620985.000000 Penalty: 5810.871582 Iteration 13Q: 3 clusters Score -1.562098e+07 nChanged 1839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102733 members Mstep: Class 2 contains 19718 members Entering Unmasked Estep Score: -15621692.000000 Penalty: 5810.871582 Iteration 14Q: 3 clusters Score -1.562169e+07 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104312 members Mstep: Class 2 contains 18139 members Entering Unmasked Estep Score: -15622262.000000 Penalty: 5810.871582 Iteration 15Q: 3 clusters Score -1.562226e+07 nChanged 1577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105831 members Mstep: Class 2 contains 16620 members Entering Unmasked Estep Score: -15622888.000000 Penalty: 5810.871582 Iteration 16Q: 3 clusters Score -1.562289e+07 nChanged 1489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107276 members Mstep: Class 2 contains 15175 members Entering Unmasked Estep Score: -15623412.000000 Penalty: 5810.871582 Iteration 17Q: 3 clusters Score -1.562341e+07 nChanged 1492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108740 members Mstep: Class 2 contains 13711 members Entering Unmasked Estep Score: -15623992.000000 Penalty: 5810.871582 Iteration 18Q: 3 clusters Score -1.562399e+07 nChanged 1523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110247 members Mstep: Class 2 contains 12204 members Entering Unmasked Estep Score: -15624527.000000 Penalty: 5810.871582 Iteration 19Q: 3 clusters Score -1.562453e+07 nChanged 1462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111693 members Mstep: Class 2 contains 10758 members Entering Unmasked Estep Score: -15625209.000000 Penalty: 5810.871582 Iteration 20F: 3 clusters Score -1.562521e+07 nChanged 1354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113035 members Mstep: Class 2 contains 9416 members Entering Unmasked Estep Score: -15625782.000000 Penalty: 5810.871582 Iteration 21Q: 3 clusters Score -1.562578e+07 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114291 members Mstep: Class 2 contains 8160 members Entering Unmasked Estep Score: -15626349.000000 Penalty: 5810.871582 Iteration 22Q: 3 clusters Score -1.562635e+07 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115449 members Mstep: Class 2 contains 7002 members Entering Unmasked Estep Score: -15626894.000000 Penalty: 5810.871582 Iteration 23Q: 3 clusters Score -1.562689e+07 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116531 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -15627361.000000 Penalty: 5810.871582 Iteration 24Q: 3 clusters Score -1.562736e+07 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117437 members Mstep: Class 2 contains 5014 members Entering Unmasked Estep Score: -15627844.000000 Penalty: 5810.871582 Iteration 25Q: 3 clusters Score -1.562784e+07 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118161 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -15628198.000000 Penalty: 5810.871582 Iteration 26Q: 3 clusters Score -1.56282e+07 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118759 members Mstep: Class 2 contains 3692 members Entering Unmasked Estep Score: -15628464.000000 Penalty: 5810.871582 Iteration 27Q: 3 clusters Score -1.562846e+07 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119240 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -15628663.000000 Penalty: 5810.871582 Iteration 28Q: 3 clusters Score -1.562866e+07 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119661 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -15628846.000000 Penalty: 5810.871582 Iteration 29Q: 3 clusters Score -1.562885e+07 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120013 members Mstep: Class 2 contains 2438 members Entering Unmasked Estep Score: -15628979.000000 Penalty: 5810.871582 Iteration 30Q: 3 clusters Score -1.562898e+07 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120287 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -15629097.000000 Penalty: 5810.871582 Iteration 31Q: 3 clusters Score -1.56291e+07 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120500 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -15629190.000000 Penalty: 5810.871582 Iteration 32Q: 3 clusters Score -1.562919e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120673 members Mstep: Class 2 contains 1778 members Entering Unmasked Estep Score: -15629284.000000 Penalty: 5810.871582 Iteration 33Q: 3 clusters Score -1.562928e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120828 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -15629370.000000 Penalty: 5810.871582 Iteration 34Q: 3 clusters Score -1.562937e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120937 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -15629407.000000 Penalty: 5810.871582 Iteration 35Q: 3 clusters Score -1.562941e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121038 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -15629442.000000 Penalty: 5810.871582 Iteration 36Q: 3 clusters Score -1.562944e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121112 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -15629484.000000 Penalty: 5810.871582 Iteration 37Q: 3 clusters Score -1.562948e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121171 members Mstep: Class 2 contains 1280 members Entering Unmasked Estep Score: -15629490.000000 Penalty: 5810.871582 Iteration 38Q: 3 clusters Score -1.562949e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121223 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -15629515.000000 Penalty: 5810.871582 Iteration 39Q: 3 clusters Score -1.562952e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121258 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -15629526.000000 Penalty: 5810.871582 Iteration 40F: 3 clusters Score -1.562953e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121291 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -15629561.000000 Penalty: 5810.871582 Iteration 41Q: 3 clusters Score -1.562956e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121327 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -15629594.000000 Penalty: 5810.871582 Iteration 42Q: 3 clusters Score -1.562959e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121361 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -15629600.000000 Penalty: 5810.871582 Iteration 43Q: 3 clusters Score -1.56296e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121389 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -15629627.000000 Penalty: 5810.871582 Iteration 44Q: 3 clusters Score -1.562963e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121410 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -15629640.000000 Penalty: 5810.871582 Iteration 45Q: 3 clusters Score -1.562964e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121428 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -15629656.000000 Penalty: 5810.871582 Iteration 46Q: 3 clusters Score -1.562966e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121439 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -15629664.000000 Penalty: 5810.871582 Iteration 47Q: 3 clusters Score -1.562966e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121450 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -15629678.000000 Penalty: 5810.871582 Iteration 48Q: 3 clusters Score -1.562968e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121461 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -15629686.000000 Penalty: 5810.871582 Iteration 49Q: 3 clusters Score -1.562969e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121468 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -15629703.000000 Penalty: 5810.871582 Iteration 50Q: 3 clusters Score -1.56297e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121476 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -15629700.000000 Penalty: 5810.871582 Iteration 51Q: 3 clusters Score -1.56297e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121481 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -15629707.000000 Penalty: 5810.871582 Iteration 52Q: 3 clusters Score -1.562971e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121483 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -15629696.000000 Penalty: 5810.871582 Iteration 53Q: 3 clusters Score -1.56297e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121483 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -15629696.000000 Penalty: 5810.871582 Iteration 54F: 3 clusters Score -1.56297e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (21343 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21343 members Entering Unmasked Estep Score: -2661518.750000 Penalty: 2472.182861 Iteration 0F: 2 clusters Score -2661519 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10646 members Mstep: Class 2 contains 10697 members Entering Unmasked Estep Score: -2646544.000000 Penalty: 4944.365723 Iteration 0F: 3 clusters Score -2646544 nChanged 9420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10278 members Mstep: Class 2 contains 11065 members Entering Unmasked Estep Score: -2651587.750000 Penalty: 4944.365723 Iteration 1F: 3 clusters Score -2651588 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10027 members Mstep: Class 2 contains 11316 members Entering Unmasked Estep Score: -2651983.250000 Penalty: 4944.365723 Iteration 2F: 3 clusters Score -2651983 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9696 members Mstep: Class 2 contains 11647 members Entering Unmasked Estep Score: -2652336.250000 Penalty: 4944.365723 Iteration 3Q: 3 clusters Score -2652336 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9243 members Mstep: Class 2 contains 12100 members Entering Unmasked Estep Score: -2652670.500000 Penalty: 4944.365723 Iteration 4Q: 3 clusters Score -2652670 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8708 members Mstep: Class 2 contains 12635 members Entering Unmasked Estep Score: -2652985.250000 Penalty: 4944.365723 Iteration 5Q: 3 clusters Score -2652985 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8047 members Mstep: Class 2 contains 13296 members Entering Unmasked Estep Score: -2653386.000000 Penalty: 4944.365723 Iteration 6Q: 3 clusters Score -2653386 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7211 members Mstep: Class 2 contains 14132 members Entering Unmasked Estep Score: -2653879.000000 Penalty: 4944.365723 Iteration 7Q: 3 clusters Score -2653879 nChanged 1098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6199 members Mstep: Class 2 contains 15144 members Entering Unmasked Estep Score: -2654541.500000 Penalty: 4944.365723 Iteration 8F: 3 clusters Score -2654542 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5108 members Mstep: Class 2 contains 16235 members Entering Unmasked Estep Score: -2655316.000000 Penalty: 4944.365723 Iteration 9F: 3 clusters Score -2655316 nChanged 1176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3964 members Mstep: Class 2 contains 17379 members Entering Unmasked Estep Score: -2656193.000000 Penalty: 4944.365723 Iteration 10F: 3 clusters Score -2656193 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 18461 members Entering Unmasked Estep Score: -2657074.750000 Penalty: 4944.365723 Iteration 11F: 3 clusters Score -2657075 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1992 members Mstep: Class 2 contains 19351 members Entering Unmasked Estep Score: -2657847.750000 Penalty: 4944.365723 Iteration 12Q: 3 clusters Score -2657848 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 19970 members Entering Unmasked Estep Score: -2658396.500000 Penalty: 4944.365723 Iteration 13Q: 3 clusters Score -2658396 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 20330 members Entering Unmasked Estep Score: -2658757.500000 Penalty: 4944.365723 Iteration 14Q: 3 clusters Score -2658758 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 20571 members Entering Unmasked Estep Score: -2658980.000000 Penalty: 4944.365723 Iteration 15Q: 3 clusters Score -2658980 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 20705 members Entering Unmasked Estep Score: -2659114.000000 Penalty: 4944.365723 Iteration 16Q: 3 clusters Score -2659114 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 20787 members Entering Unmasked Estep Score: -2659211.500000 Penalty: 4944.365723 Iteration 17Q: 3 clusters Score -2659212 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 20839 members Entering Unmasked Estep Score: -2659269.750000 Penalty: 4944.365723 Iteration 18Q: 3 clusters Score -2659270 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 20871 members Entering Unmasked Estep Score: -2659309.250000 Penalty: 4944.365723 Iteration 19Q: 3 clusters Score -2659309 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 20889 members Entering Unmasked Estep Score: -2659345.250000 Penalty: 4944.365723 Iteration 20F: 3 clusters Score -2659345 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 20915 members Entering Unmasked Estep Score: -2659367.000000 Penalty: 4944.365723 Iteration 21Q: 3 clusters Score -2659367 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 20926 members Entering Unmasked Estep Score: -2659378.000000 Penalty: 4944.365723 Iteration 22Q: 3 clusters Score -2659378 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 20933 members Entering Unmasked Estep Score: -2659384.500000 Penalty: 4944.365723 Iteration 23Q: 3 clusters Score -2659384 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 20938 members Entering Unmasked Estep Score: -2659390.500000 Penalty: 4944.365723 Iteration 24Q: 3 clusters Score -2659390 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 20945 members Entering Unmasked Estep Score: -2659402.000000 Penalty: 4944.365723 Iteration 25Q: 3 clusters Score -2659402 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 20949 members Entering Unmasked Estep Score: -2659403.000000 Penalty: 4944.365723 Iteration 26Q: 3 clusters Score -2659403 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 20952 members Entering Unmasked Estep Score: -2659406.750000 Penalty: 4944.365723 Iteration 27Q: 3 clusters Score -2659407 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 20955 members Entering Unmasked Estep Score: -2659409.250000 Penalty: 4944.365723 Iteration 28Q: 3 clusters Score -2659409 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 20959 members Entering Unmasked Estep Score: -2659412.000000 Penalty: 4944.365723 Iteration 29Q: 3 clusters Score -2659412 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 20961 members Entering Unmasked Estep Score: -2659408.750000 Penalty: 4944.365723 Iteration 30Q: 3 clusters Score -2659409 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 20961 members Entering Unmasked Estep Score: -2659408.750000 Penalty: 4944.365723 Iteration 31F: 3 clusters Score -2659409 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (24932 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24932 members Entering Unmasked Estep Score: -3201300.750000 Penalty: 2510.729004 Iteration 0F: 2 clusters Score -3201301 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12516 members Mstep: Class 2 contains 12416 members Entering Unmasked Estep Score: -3184055.000000 Penalty: 5021.458008 Iteration 0F: 3 clusters Score -3184055 nChanged 11151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12651 members Mstep: Class 2 contains 12281 members Entering Unmasked Estep Score: -3190144.500000 Penalty: 5021.458008 Iteration 1F: 3 clusters Score -3190144 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12700 members Mstep: Class 2 contains 12232 members Entering Unmasked Estep Score: -3190606.250000 Penalty: 5021.458008 Iteration 2Q: 3 clusters Score -3190606 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12735 members Mstep: Class 2 contains 12197 members Entering Unmasked Estep Score: -3190994.500000 Penalty: 5021.458008 Iteration 3Q: 3 clusters Score -3190994 nChanged 1012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12715 members Mstep: Class 2 contains 12217 members Entering Unmasked Estep Score: -3191406.000000 Penalty: 5021.458008 Iteration 4Q: 3 clusters Score -3191406 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12643 members Mstep: Class 2 contains 12289 members Entering Unmasked Estep Score: -3191838.750000 Penalty: 5021.458008 Iteration 5Q: 3 clusters Score -3191839 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12546 members Mstep: Class 2 contains 12386 members Entering Unmasked Estep Score: -3192233.750000 Penalty: 5021.458008 Iteration 6Q: 3 clusters Score -3192234 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12387 members Mstep: Class 2 contains 12545 members Entering Unmasked Estep Score: -3192642.000000 Penalty: 5021.458008 Iteration 7Q: 3 clusters Score -3192642 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12187 members Mstep: Class 2 contains 12745 members Entering Unmasked Estep Score: -3193020.500000 Penalty: 5021.458008 Iteration 8Q: 3 clusters Score -3193020 nChanged 970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11911 members Mstep: Class 2 contains 13021 members Entering Unmasked Estep Score: -3193426.500000 Penalty: 5021.458008 Iteration 9Q: 3 clusters Score -3193426 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11614 members Mstep: Class 2 contains 13318 members Entering Unmasked Estep Score: -3193776.250000 Penalty: 5021.458008 Iteration 10Q: 3 clusters Score -3193776 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11224 members Mstep: Class 2 contains 13708 members Entering Unmasked Estep Score: -3194123.250000 Penalty: 5021.458008 Iteration 11Q: 3 clusters Score -3194123 nChanged 828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10800 members Mstep: Class 2 contains 14132 members Entering Unmasked Estep Score: -3194433.000000 Penalty: 5021.458008 Iteration 12Q: 3 clusters Score -3194433 nChanged 742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10344 members Mstep: Class 2 contains 14588 members Entering Unmasked Estep Score: -3194719.250000 Penalty: 5021.458008 Iteration 13Q: 3 clusters Score -3194719 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9866 members Mstep: Class 2 contains 15066 members Entering Unmasked Estep Score: -3194954.250000 Penalty: 5021.458008 Iteration 14Q: 3 clusters Score -3194954 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9356 members Mstep: Class 2 contains 15576 members Entering Unmasked Estep Score: -3195221.750000 Penalty: 5021.458008 Iteration 15Q: 3 clusters Score -3195222 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8788 members Mstep: Class 2 contains 16144 members Entering Unmasked Estep Score: -3195477.500000 Penalty: 5021.458008 Iteration 16Q: 3 clusters Score -3195478 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8181 members Mstep: Class 2 contains 16751 members Entering Unmasked Estep Score: -3195757.500000 Penalty: 5021.458008 Iteration 17Q: 3 clusters Score -3195758 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 17366 members Entering Unmasked Estep Score: -3196066.000000 Penalty: 5021.458008 Iteration 18Q: 3 clusters Score -3196066 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6973 members Mstep: Class 2 contains 17959 members Entering Unmasked Estep Score: -3196356.000000 Penalty: 5021.458008 Iteration 19Q: 3 clusters Score -3196356 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6418 members Mstep: Class 2 contains 18514 members Entering Unmasked Estep Score: -3196638.750000 Penalty: 5021.458008 Iteration 20F: 3 clusters Score -3196639 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5892 members Mstep: Class 2 contains 19040 members Entering Unmasked Estep Score: -3196899.500000 Penalty: 5021.458008 Iteration 21Q: 3 clusters Score -3196900 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5386 members Mstep: Class 2 contains 19546 members Entering Unmasked Estep Score: -3197133.500000 Penalty: 5021.458008 Iteration 22Q: 3 clusters Score -3197134 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4903 members Mstep: Class 2 contains 20029 members Entering Unmasked Estep Score: -3197388.750000 Penalty: 5021.458008 Iteration 23Q: 3 clusters Score -3197389 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4456 members Mstep: Class 2 contains 20476 members Entering Unmasked Estep Score: -3197604.250000 Penalty: 5021.458008 Iteration 24Q: 3 clusters Score -3197604 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 20857 members Entering Unmasked Estep Score: -3197784.250000 Penalty: 5021.458008 Iteration 25Q: 3 clusters Score -3197784 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3694 members Mstep: Class 2 contains 21238 members Entering Unmasked Estep Score: -3197975.000000 Penalty: 5021.458008 Iteration 26Q: 3 clusters Score -3197975 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 21569 members Entering Unmasked Estep Score: -3198127.000000 Penalty: 5021.458008 Iteration 27Q: 3 clusters Score -3198127 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 21860 members Entering Unmasked Estep Score: -3198284.500000 Penalty: 5021.458008 Iteration 28Q: 3 clusters Score -3198284 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 22120 members Entering Unmasked Estep Score: -3198417.500000 Penalty: 5021.458008 Iteration 29Q: 3 clusters Score -3198418 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 22374 members Entering Unmasked Estep Score: -3198528.500000 Penalty: 5021.458008 Iteration 30Q: 3 clusters Score -3198528 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 22592 members Entering Unmasked Estep Score: -3198648.500000 Penalty: 5021.458008 Iteration 31Q: 3 clusters Score -3198648 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 22804 members Entering Unmasked Estep Score: -3198749.750000 Penalty: 5021.458008 Iteration 32Q: 3 clusters Score -3198750 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 22979 members Entering Unmasked Estep Score: -3198834.250000 Penalty: 5021.458008 Iteration 33Q: 3 clusters Score -3198834 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 23146 members Entering Unmasked Estep Score: -3198919.000000 Penalty: 5021.458008 Iteration 34Q: 3 clusters Score -3198919 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1650 members Mstep: Class 2 contains 23282 members Entering Unmasked Estep Score: -3198984.500000 Penalty: 5021.458008 Iteration 35Q: 3 clusters Score -3198984 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 23399 members Entering Unmasked Estep Score: -3199036.000000 Penalty: 5021.458008 Iteration 36Q: 3 clusters Score -3199036 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1441 members Mstep: Class 2 contains 23491 members Entering Unmasked Estep Score: -3199096.250000 Penalty: 5021.458008 Iteration 37Q: 3 clusters Score -3199096 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 23577 members Entering Unmasked Estep Score: -3199158.500000 Penalty: 5021.458008 Iteration 38Q: 3 clusters Score -3199158 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 23656 members Entering Unmasked Estep Score: -3199194.500000 Penalty: 5021.458008 Iteration 39Q: 3 clusters Score -3199194 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 23716 members Entering Unmasked Estep Score: -3199224.000000 Penalty: 5021.458008 Iteration 40F: 3 clusters Score -3199224 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 23761 members Entering Unmasked Estep Score: -3199266.250000 Penalty: 5021.458008 Iteration 41Q: 3 clusters Score -3199266 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 23809 members Entering Unmasked Estep Score: -3199287.000000 Penalty: 5021.458008 Iteration 42Q: 3 clusters Score -3199287 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 23852 members Entering Unmasked Estep Score: -3199303.250000 Penalty: 5021.458008 Iteration 43Q: 3 clusters Score -3199303 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 23885 members Entering Unmasked Estep Score: -3199324.500000 Penalty: 5021.458008 Iteration 44Q: 3 clusters Score -3199324 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 23913 members Entering Unmasked Estep Score: -3199341.000000 Penalty: 5021.458008 Iteration 45Q: 3 clusters Score -3199341 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 23947 members Entering Unmasked Estep Score: -3199349.750000 Penalty: 5021.458008 Iteration 46Q: 3 clusters Score -3199350 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 23970 members Entering Unmasked Estep Score: -3199362.000000 Penalty: 5021.458008 Iteration 47Q: 3 clusters Score -3199362 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 23992 members Entering Unmasked Estep Score: -3199382.000000 Penalty: 5021.458008 Iteration 48Q: 3 clusters Score -3199382 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 24021 members Entering Unmasked Estep Score: -3199395.500000 Penalty: 5021.458008 Iteration 49Q: 3 clusters Score -3199396 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 24041 members Entering Unmasked Estep Score: -3199412.250000 Penalty: 5021.458008 Iteration 50Q: 3 clusters Score -3199412 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 24054 members Entering Unmasked Estep Score: -3199420.250000 Penalty: 5021.458008 Iteration 51Q: 3 clusters Score -3199420 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 24065 members Entering Unmasked Estep Score: -3199425.500000 Penalty: 5021.458008 Iteration 52Q: 3 clusters Score -3199426 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 24075 members Entering Unmasked Estep Score: -3199432.750000 Penalty: 5021.458008 Iteration 53Q: 3 clusters Score -3199433 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 24083 members Entering Unmasked Estep Score: -3199433.500000 Penalty: 5021.458008 Iteration 54Q: 3 clusters Score -3199434 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 24096 members Entering Unmasked Estep Score: -3199439.250000 Penalty: 5021.458008 Iteration 55Q: 3 clusters Score -3199439 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 24104 members Entering Unmasked Estep Score: -3199445.500000 Penalty: 5021.458008 Iteration 56Q: 3 clusters Score -3199446 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 24110 members Entering Unmasked Estep Score: -3199446.250000 Penalty: 5021.458008 Iteration 57Q: 3 clusters Score -3199446 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 24115 members Entering Unmasked Estep Score: -3199450.500000 Penalty: 5021.458008 Iteration 58Q: 3 clusters Score -3199450 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 24124 members Entering Unmasked Estep Score: -3199453.500000 Penalty: 5021.458008 Iteration 59Q: 3 clusters Score -3199454 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 24130 members Entering Unmasked Estep Score: -3199459.750000 Penalty: 5021.458008 Iteration 60F: 3 clusters Score -3199460 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 24132 members Entering Unmasked Estep Score: -3199458.000000 Penalty: 5021.458008 Iteration 61Q: 3 clusters Score -3199458 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 24134 members Entering Unmasked Estep Score: -3199463.000000 Penalty: 5021.458008 Iteration 62Q: 3 clusters Score -3199463 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 24136 members Entering Unmasked Estep Score: -3199463.000000 Penalty: 5021.458008 Iteration 63Q: 3 clusters Score -3199463 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 793 members Mstep: Class 2 contains 24139 members Entering Unmasked Estep Score: -3199468.000000 Penalty: 5021.458008 Iteration 64Q: 3 clusters Score -3199468 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 24142 members Entering Unmasked Estep Score: -3199463.000000 Penalty: 5021.458008 Iteration 65Q: 3 clusters Score -3199463 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 24144 members Entering Unmasked Estep Score: -3199463.750000 Penalty: 5021.458008 Iteration 66Q: 3 clusters Score -3199464 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 24146 members Entering Unmasked Estep Score: -3199466.250000 Penalty: 5021.458008 Iteration 67Q: 3 clusters Score -3199466 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 24147 members Entering Unmasked Estep Score: -3199465.750000 Penalty: 5021.458008 Iteration 68Q: 3 clusters Score -3199466 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 24150 members Entering Unmasked Estep Score: -3199471.750000 Penalty: 5021.458008 Iteration 69Q: 3 clusters Score -3199472 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 24153 members Entering Unmasked Estep Score: -3199476.500000 Penalty: 5021.458008 Iteration 70Q: 3 clusters Score -3199476 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 24154 members Entering Unmasked Estep Score: -3199475.500000 Penalty: 5021.458008 Iteration 71Q: 3 clusters Score -3199476 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 24156 members Entering Unmasked Estep Score: -3199478.250000 Penalty: 5021.458008 Iteration 72Q: 3 clusters Score -3199478 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 24160 members Entering Unmasked Estep Score: -3199477.750000 Penalty: 5021.458008 Iteration 73Q: 3 clusters Score -3199478 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 24164 members Entering Unmasked Estep Score: -3199483.250000 Penalty: 5021.458008 Iteration 74Q: 3 clusters Score -3199483 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 24168 members Entering Unmasked Estep Score: -3199486.250000 Penalty: 5021.458008 Iteration 75Q: 3 clusters Score -3199486 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 24170 members Entering Unmasked Estep Score: -3199488.250000 Penalty: 5021.458008 Iteration 76Q: 3 clusters Score -3199488 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 24172 members Entering Unmasked Estep Score: -3199488.750000 Penalty: 5021.458008 Iteration 77Q: 3 clusters Score -3199489 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 24177 members Entering Unmasked Estep Score: -3199490.750000 Penalty: 5021.458008 Iteration 78Q: 3 clusters Score -3199491 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 24179 members Entering Unmasked Estep Score: -3199489.000000 Penalty: 5021.458008 Iteration 79Q: 3 clusters Score -3199489 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 24182 members Entering Unmasked Estep Score: -3199492.000000 Penalty: 5021.458008 Iteration 80F: 3 clusters Score -3199492 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 24187 members Entering Unmasked Estep Score: -3199491.000000 Penalty: 5021.458008 Iteration 81Q: 3 clusters Score -3199491 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 24191 members Entering Unmasked Estep Score: -3199494.000000 Penalty: 5021.458008 Iteration 82Q: 3 clusters Score -3199494 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 24194 members Entering Unmasked Estep Score: -3199492.750000 Penalty: 5021.458008 Iteration 83Q: 3 clusters Score -3199493 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 24195 members Entering Unmasked Estep Score: -3199493.500000 Penalty: 5021.458008 Iteration 84Q: 3 clusters Score -3199494 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 24195 members Entering Unmasked Estep Score: -3199493.500000 Penalty: 5021.458008 Iteration 85F: 3 clusters Score -3199494 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (3812 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3812 members Entering Unmasked Estep Score: -491612.781250 Penalty: 2044.985596 Iteration 0F: 2 clusters Score -491612.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -487862.531250 Penalty: 4089.971191 Iteration 0F: 3 clusters Score -487862.5 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 1903 members Entering Unmasked Estep Score: -488699.812500 Penalty: 4089.971191 Iteration 1F: 3 clusters Score -488699.8 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1928 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -488866.031250 Penalty: 4089.971191 Iteration 2F: 3 clusters Score -488866 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 1861 members Entering Unmasked Estep Score: -488987.812500 Penalty: 4089.971191 Iteration 3F: 3 clusters Score -488987.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1965 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -489091.343750 Penalty: 4089.971191 Iteration 4Q: 3 clusters Score -489091.3 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2002 members Mstep: Class 2 contains 1810 members Entering Unmasked Estep Score: -489178.375000 Penalty: 4089.971191 Iteration 5Q: 3 clusters Score -489178.4 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -489247.375000 Penalty: 4089.971191 Iteration 6Q: 3 clusters Score -489247.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -489314.187500 Penalty: 4089.971191 Iteration 7Q: 3 clusters Score -489314.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -489395.250000 Penalty: 4089.971191 Iteration 8Q: 3 clusters Score -489395.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -489479.093750 Penalty: 4089.971191 Iteration 9Q: 3 clusters Score -489479.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -489573.187500 Penalty: 4089.971191 Iteration 10Q: 3 clusters Score -489573.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -489663.250000 Penalty: 4089.971191 Iteration 11Q: 3 clusters Score -489663.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -489749.093750 Penalty: 4089.971191 Iteration 12Q: 3 clusters Score -489749.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -489830.750000 Penalty: 4089.971191 Iteration 13Q: 3 clusters Score -489830.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -489912.718750 Penalty: 4089.971191 Iteration 14Q: 3 clusters Score -489912.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -489978.437500 Penalty: 4089.971191 Iteration 15Q: 3 clusters Score -489978.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2388 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -490023.593750 Penalty: 4089.971191 Iteration 16Q: 3 clusters Score -490023.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -490061.343750 Penalty: 4089.971191 Iteration 17Q: 3 clusters Score -490061.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2449 members Mstep: Class 2 contains 1363 members Entering Unmasked Estep Score: -490089.031250 Penalty: 4089.971191 Iteration 18Q: 3 clusters Score -490089 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -490108.000000 Penalty: 4089.971191 Iteration 19Q: 3 clusters Score -490108 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -490122.250000 Penalty: 4089.971191 Iteration 20F: 3 clusters Score -490122.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -490131.531250 Penalty: 4089.971191 Iteration 21Q: 3 clusters Score -490131.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -490135.031250 Penalty: 4089.971191 Iteration 22Q: 3 clusters Score -490135 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -490136.062500 Penalty: 4089.971191 Iteration 23Q: 3 clusters Score -490136.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -490137.812500 Penalty: 4089.971191 Iteration 24Q: 3 clusters Score -490137.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -490138.687500 Penalty: 4089.971191 Iteration 25Q: 3 clusters Score -490138.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 1314 members Entering Unmasked Estep Score: -490138.375000 Penalty: 4089.971191 Iteration 26Q: 3 clusters Score -490138.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -490139.156250 Penalty: 4089.971191 Iteration 27Q: 3 clusters Score -490139.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -490139.156250 Penalty: 4089.971191 Iteration 28F: 3 clusters Score -490139.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (1006 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Entering Unmasked Estep Score: -109289.062500 Penalty: 1714.606812 Iteration 0F: 2 clusters Score -109289.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -107501.445312 Penalty: 3429.213623 Iteration 0F: 3 clusters Score -107501.4 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 451 members Entering Unmasked Estep Score: -108296.164062 Penalty: 3429.213623 Iteration 1F: 3 clusters Score -108296.2 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -108841.054688 Penalty: 3429.213623 Iteration 2F: 3 clusters Score -108841.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -109505.710938 Penalty: 3429.213623 Iteration 3F: 3 clusters Score -109505.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -110246.304688 Penalty: 3429.213623 Iteration 4F: 3 clusters Score -110246.3 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -110547.242188 Penalty: 3429.213623 Iteration 5F: 3 clusters Score -110547.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -110765.617188 Penalty: 3429.213623 Iteration 6Q: 3 clusters Score -110765.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -110900.320312 Penalty: 3429.213623 Iteration 7Q: 3 clusters Score -110900.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 562 members Mstep: Class 2 contains 444 members Entering Unmasked Estep Score: -111155.445312 Penalty: 3429.213623 Iteration 8Q: 3 clusters Score -111155.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 561 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -111417.875000 Penalty: 3429.213623 Iteration 9Q: 3 clusters Score -111417.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -111514.703125 Penalty: 3429.213623 Iteration 10Q: 3 clusters Score -111514.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -111592.937500 Penalty: 3429.213623 Iteration 11Q: 3 clusters Score -111592.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -111644.984375 Penalty: 3429.213623 Iteration 12Q: 3 clusters Score -111645 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -111670.140625 Penalty: 3429.213623 Iteration 13Q: 3 clusters Score -111670.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -111679.539062 Penalty: 3429.213623 Iteration 14Q: 3 clusters Score -111679.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -111693.609375 Penalty: 3429.213623 Iteration 15Q: 3 clusters Score -111693.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -111700.367188 Penalty: 3429.213623 Iteration 16Q: 3 clusters Score -111700.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -111712.851562 Penalty: 3429.213623 Iteration 17Q: 3 clusters Score -111712.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -111715.867188 Penalty: 3429.213623 Iteration 18Q: 3 clusters Score -111715.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -111718.531250 Penalty: 3429.213623 Iteration 19Q: 3 clusters Score -111718.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -111745.281250 Penalty: 3429.213623 Iteration 20F: 3 clusters Score -111745.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 423 members Entering Unmasked Estep Score: -111775.625000 Penalty: 3429.213623 Iteration 21Q: 3 clusters Score -111775.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -111787.390625 Penalty: 3429.213623 Iteration 22Q: 3 clusters Score -111787.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -111798.585938 Penalty: 3429.213623 Iteration 23Q: 3 clusters Score -111798.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 591 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -111813.039062 Penalty: 3429.213623 Iteration 24Q: 3 clusters Score -111813 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -111819.492188 Penalty: 3429.213623 Iteration 25Q: 3 clusters Score -111819.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -111823.304688 Penalty: 3429.213623 Iteration 26Q: 3 clusters Score -111823.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -111826.773438 Penalty: 3429.213623 Iteration 27Q: 3 clusters Score -111826.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -111830.390625 Penalty: 3429.213623 Iteration 28Q: 3 clusters Score -111830.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -111833.171875 Penalty: 3429.213623 Iteration 29F: 3 clusters Score -111833.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -111840.093750 Penalty: 3429.213623 Iteration 30Q: 3 clusters Score -111840.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -111844.453125 Penalty: 3429.213623 Iteration 31Q: 3 clusters Score -111844.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 601 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -111844.453125 Penalty: 3429.213623 Iteration 32F: 3 clusters Score -111844.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 35128 members Mstep: Class 3 contains 5308 members Mstep: Class 4 contains 15559 members Mstep: Class 5 contains 1810 members Mstep: Class 6 contains 8892 members Mstep: Class 7 contains 9073 members Mstep: Class 8 contains 192 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 405 members Mstep: Class 11 contains 122451 members Mstep: Class 12 contains 21343 members Mstep: Class 13 contains 24932 members Mstep: Class 14 contains 3812 members Mstep: Class 16 contains 601 members Mstep: Class 17 contains 2623 members Mstep: Class 19 contains 170980 members Mstep: Class 20 contains 2128 members Mstep: Class 21 contains 12857 members Entering Unmasked Estep Score: -55691524.000000 Penalty: 61288.515625 Splitting cluster 16 changes total score from -55685932.000000 to -55691524.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 17 (2623 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Entering Unmasked Estep Score: -311436.562500 Penalty: 1952.274414 Iteration 0F: 2 clusters Score -311436.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -308413.593750 Penalty: 3904.548828 Iteration 0F: 3 clusters Score -308413.6 nChanged 907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -309009.343750 Penalty: 3904.548828 Iteration 1F: 3 clusters Score -309009.3 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -309266.843750 Penalty: 3904.548828 Iteration 2F: 3 clusters Score -309266.8 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -309490.937500 Penalty: 3904.548828 Iteration 3F: 3 clusters Score -309490.9 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -309742.250000 Penalty: 3904.548828 Iteration 4F: 3 clusters Score -309742.2 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -310089.656250 Penalty: 3904.548828 Iteration 5F: 3 clusters Score -310089.7 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -310449.125000 Penalty: 3904.548828 Iteration 6F: 3 clusters Score -310449.1 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -310723.875000 Penalty: 3904.548828 Iteration 7F: 3 clusters Score -310723.9 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -310896.062500 Penalty: 3904.548828 Iteration 8Q: 3 clusters Score -310896.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -310997.000000 Penalty: 3904.548828 Iteration 9Q: 3 clusters Score -310997 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -311050.593750 Penalty: 3904.548828 Iteration 10Q: 3 clusters Score -311050.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -311072.375000 Penalty: 3904.548828 Iteration 11Q: 3 clusters Score -311072.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -311085.625000 Penalty: 3904.548828 Iteration 12Q: 3 clusters Score -311085.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1535 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -311093.750000 Penalty: 3904.548828 Iteration 13Q: 3 clusters Score -311093.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -311095.562500 Penalty: 3904.548828 Iteration 14Q: 3 clusters Score -311095.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -311096.406250 Penalty: 3904.548828 Iteration 15Q: 3 clusters Score -311096.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -311096.562500 Penalty: 3904.548828 Iteration 16Q: 3 clusters Score -311096.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -311096.562500 Penalty: 3904.548828 Iteration 17F: 3 clusters Score -311096.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (170980 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170980 members Entering Unmasked Estep Score: -21553924.000000 Penalty: 2988.226807 Iteration 0F: 2 clusters Score -2.155392e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85325 members Mstep: Class 2 contains 85655 members Entering Unmasked Estep Score: -21439596.000000 Penalty: 5976.453613 Iteration 0F: 3 clusters Score -2.14396e+07 nChanged 81704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85199 members Mstep: Class 2 contains 85781 members Entering Unmasked Estep Score: -21487110.000000 Penalty: 5976.453613 Iteration 1F: 3 clusters Score -2.148711e+07 nChanged 5306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84799 members Mstep: Class 2 contains 86181 members Entering Unmasked Estep Score: -21488518.000000 Penalty: 5976.453613 Iteration 2Q: 3 clusters Score -2.148852e+07 nChanged 5789 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84204 members Mstep: Class 2 contains 86776 members Entering Unmasked Estep Score: -21490220.000000 Penalty: 5976.453613 Iteration 3Q: 3 clusters Score -2.149022e+07 nChanged 6425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83063 members Mstep: Class 2 contains 87917 members Entering Unmasked Estep Score: -21492638.000000 Penalty: 5976.453613 Iteration 4Q: 3 clusters Score -2.149264e+07 nChanged 7293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81214 members Mstep: Class 2 contains 89766 members Entering Unmasked Estep Score: -21495406.000000 Penalty: 5976.453613 Iteration 5Q: 3 clusters Score -2.149541e+07 nChanged 7834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78446 members Mstep: Class 2 contains 92534 members Entering Unmasked Estep Score: -21498966.000000 Penalty: 5976.453613 Iteration 6Q: 3 clusters Score -2.149897e+07 nChanged 8561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74621 members Mstep: Class 2 contains 96359 members Entering Unmasked Estep Score: -21503282.000000 Penalty: 5976.453613 Iteration 7F: 3 clusters Score -2.150328e+07 nChanged 9246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69819 members Mstep: Class 2 contains 101161 members Entering Unmasked Estep Score: -21508412.000000 Penalty: 5976.453613 Iteration 8F: 3 clusters Score -2.150841e+07 nChanged 9581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64392 members Mstep: Class 2 contains 106588 members Entering Unmasked Estep Score: -21514286.000000 Penalty: 5976.453613 Iteration 9F: 3 clusters Score -2.151429e+07 nChanged 9198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59176 members Mstep: Class 2 contains 111804 members Entering Unmasked Estep Score: -21519796.000000 Penalty: 5976.453613 Iteration 10F: 3 clusters Score -2.15198e+07 nChanged 8221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54479 members Mstep: Class 2 contains 116501 members Entering Unmasked Estep Score: -21524406.000000 Penalty: 5976.453613 Iteration 11Q: 3 clusters Score -2.152441e+07 nChanged 6548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50453 members Mstep: Class 2 contains 120527 members Entering Unmasked Estep Score: -21527606.000000 Penalty: 5976.453613 Iteration 12Q: 3 clusters Score -2.152761e+07 nChanged 5078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46895 members Mstep: Class 2 contains 124085 members Entering Unmasked Estep Score: -21529668.000000 Penalty: 5976.453613 Iteration 13Q: 3 clusters Score -2.152967e+07 nChanged 3966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43509 members Mstep: Class 2 contains 127471 members Entering Unmasked Estep Score: -21531090.000000 Penalty: 5976.453613 Iteration 14Q: 3 clusters Score -2.153109e+07 nChanged 3419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40216 members Mstep: Class 2 contains 130764 members Entering Unmasked Estep Score: -21532430.000000 Penalty: 5976.453613 Iteration 15Q: 3 clusters Score -2.153243e+07 nChanged 3399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36833 members Mstep: Class 2 contains 134147 members Entering Unmasked Estep Score: -21533656.000000 Penalty: 5976.453613 Iteration 16Q: 3 clusters Score -2.153366e+07 nChanged 3403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33438 members Mstep: Class 2 contains 137542 members Entering Unmasked Estep Score: -21535094.000000 Penalty: 5976.453613 Iteration 17Q: 3 clusters Score -2.153509e+07 nChanged 3442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30000 members Mstep: Class 2 contains 140980 members Entering Unmasked Estep Score: -21536634.000000 Penalty: 5976.453613 Iteration 18Q: 3 clusters Score -2.153663e+07 nChanged 3473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26535 members Mstep: Class 2 contains 144445 members Entering Unmasked Estep Score: -21538402.000000 Penalty: 5976.453613 Iteration 19Q: 3 clusters Score -2.15384e+07 nChanged 3344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23205 members Mstep: Class 2 contains 147775 members Entering Unmasked Estep Score: -21540066.000000 Penalty: 5976.453613 Iteration 20F: 3 clusters Score -2.154007e+07 nChanged 3253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19960 members Mstep: Class 2 contains 151020 members Entering Unmasked Estep Score: -21541818.000000 Penalty: 5976.453613 Iteration 21Q: 3 clusters Score -2.154182e+07 nChanged 3133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16837 members Mstep: Class 2 contains 154143 members Entering Unmasked Estep Score: -21543650.000000 Penalty: 5976.453613 Iteration 22Q: 3 clusters Score -2.154365e+07 nChanged 2896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13945 members Mstep: Class 2 contains 157035 members Entering Unmasked Estep Score: -21545534.000000 Penalty: 5976.453613 Iteration 23Q: 3 clusters Score -2.154553e+07 nChanged 2562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11401 members Mstep: Class 2 contains 159579 members Entering Unmasked Estep Score: -21547178.000000 Penalty: 5976.453613 Iteration 24Q: 3 clusters Score -2.154718e+07 nChanged 2252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9171 members Mstep: Class 2 contains 161809 members Entering Unmasked Estep Score: -21548652.000000 Penalty: 5976.453613 Iteration 25Q: 3 clusters Score -2.154865e+07 nChanged 1846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7351 members Mstep: Class 2 contains 163629 members Entering Unmasked Estep Score: -21550078.000000 Penalty: 5976.453613 Iteration 26Q: 3 clusters Score -2.155008e+07 nChanged 1381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6000 members Mstep: Class 2 contains 164980 members Entering Unmasked Estep Score: -21551030.000000 Penalty: 5976.453613 Iteration 27Q: 3 clusters Score -2.155103e+07 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 165964 members Entering Unmasked Estep Score: -21551836.000000 Penalty: 5976.453613 Iteration 28Q: 3 clusters Score -2.155184e+07 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 166625 members Entering Unmasked Estep Score: -21552266.000000 Penalty: 5976.453613 Iteration 29Q: 3 clusters Score -2.155227e+07 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 167076 members Entering Unmasked Estep Score: -21552614.000000 Penalty: 5976.453613 Iteration 30Q: 3 clusters Score -2.155261e+07 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 167414 members Entering Unmasked Estep Score: -21552774.000000 Penalty: 5976.453613 Iteration 31Q: 3 clusters Score -2.155277e+07 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3318 members Mstep: Class 2 contains 167662 members Entering Unmasked Estep Score: -21552890.000000 Penalty: 5976.453613 Iteration 32Q: 3 clusters Score -2.155289e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3146 members Mstep: Class 2 contains 167834 members Entering Unmasked Estep Score: -21552944.000000 Penalty: 5976.453613 Iteration 33Q: 3 clusters Score -2.155294e+07 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3035 members Mstep: Class 2 contains 167945 members Entering Unmasked Estep Score: -21553000.000000 Penalty: 5976.453613 Iteration 34Q: 3 clusters Score -2.1553e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 168012 members Entering Unmasked Estep Score: -21553030.000000 Penalty: 5976.453613 Iteration 35Q: 3 clusters Score -2.155303e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2919 members Mstep: Class 2 contains 168061 members Entering Unmasked Estep Score: -21553042.000000 Penalty: 5976.453613 Iteration 36Q: 3 clusters Score -2.155304e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 168090 members Entering Unmasked Estep Score: -21553036.000000 Penalty: 5976.453613 Iteration 37Q: 3 clusters Score -2.155304e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2866 members Mstep: Class 2 contains 168114 members Entering Unmasked Estep Score: -21553036.000000 Penalty: 5976.453613 Iteration 38Q: 3 clusters Score -2.155304e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 168133 members Entering Unmasked Estep Score: -21553012.000000 Penalty: 5976.453613 Iteration 39Q: 3 clusters Score -2.155301e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2829 members Mstep: Class 2 contains 168151 members Entering Unmasked Estep Score: -21553016.000000 Penalty: 5976.453613 Iteration 40F: 3 clusters Score -2.155302e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2814 members Mstep: Class 2 contains 168166 members Entering Unmasked Estep Score: -21553038.000000 Penalty: 5976.453613 Iteration 41Q: 3 clusters Score -2.155304e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2797 members Mstep: Class 2 contains 168183 members Entering Unmasked Estep Score: -21553018.000000 Penalty: 5976.453613 Iteration 42Q: 3 clusters Score -2.155302e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 168198 members Entering Unmasked Estep Score: -21553024.000000 Penalty: 5976.453613 Iteration 43Q: 3 clusters Score -2.155302e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 168212 members Entering Unmasked Estep Score: -21553024.000000 Penalty: 5976.453613 Iteration 44Q: 3 clusters Score -2.155302e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 168223 members Entering Unmasked Estep Score: -21553030.000000 Penalty: 5976.453613 Iteration 45Q: 3 clusters Score -2.155303e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2747 members Mstep: Class 2 contains 168233 members Entering Unmasked Estep Score: -21553034.000000 Penalty: 5976.453613 Iteration 46Q: 3 clusters Score -2.155303e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 168251 members Entering Unmasked Estep Score: -21553050.000000 Penalty: 5976.453613 Iteration 47Q: 3 clusters Score -2.155305e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 168271 members Entering Unmasked Estep Score: -21553052.000000 Penalty: 5976.453613 Iteration 48Q: 3 clusters Score -2.155305e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 168285 members Entering Unmasked Estep Score: -21553074.000000 Penalty: 5976.453613 Iteration 49Q: 3 clusters Score -2.155307e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 168292 members Entering Unmasked Estep Score: -21553076.000000 Penalty: 5976.453613 Iteration 50Q: 3 clusters Score -2.155308e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 168301 members Entering Unmasked Estep Score: -21553082.000000 Penalty: 5976.453613 Iteration 51Q: 3 clusters Score -2.155308e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2669 members Mstep: Class 2 contains 168311 members Entering Unmasked Estep Score: -21553082.000000 Penalty: 5976.453613 Iteration 52Q: 3 clusters Score -2.155308e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 168320 members Entering Unmasked Estep Score: -21553082.000000 Penalty: 5976.453613 Iteration 53Q: 3 clusters Score -2.155308e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 168328 members Entering Unmasked Estep Score: -21553082.000000 Penalty: 5976.453613 Iteration 54Q: 3 clusters Score -2.155308e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2645 members Mstep: Class 2 contains 168335 members Entering Unmasked Estep Score: -21553080.000000 Penalty: 5976.453613 Iteration 55Q: 3 clusters Score -2.155308e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 168340 members Entering Unmasked Estep Score: -21553070.000000 Penalty: 5976.453613 Iteration 56Q: 3 clusters Score -2.155307e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2636 members Mstep: Class 2 contains 168344 members Entering Unmasked Estep Score: -21553068.000000 Penalty: 5976.453613 Iteration 57Q: 3 clusters Score -2.155307e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2631 members Mstep: Class 2 contains 168349 members Entering Unmasked Estep Score: -21553068.000000 Penalty: 5976.453613 Iteration 58Q: 3 clusters Score -2.155307e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 168353 members Entering Unmasked Estep Score: -21553058.000000 Penalty: 5976.453613 Iteration 59Q: 3 clusters Score -2.155306e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 168355 members Entering Unmasked Estep Score: -21553088.000000 Penalty: 5976.453613 Iteration 60F: 3 clusters Score -2.155309e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 168362 members Entering Unmasked Estep Score: -21553080.000000 Penalty: 5976.453613 Iteration 61Q: 3 clusters Score -2.155308e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 168370 members Entering Unmasked Estep Score: -21553066.000000 Penalty: 5976.453613 Iteration 62Q: 3 clusters Score -2.155307e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2601 members Mstep: Class 2 contains 168379 members Entering Unmasked Estep Score: -21553082.000000 Penalty: 5976.453613 Iteration 63Q: 3 clusters Score -2.155308e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 168385 members Entering Unmasked Estep Score: -21553080.000000 Penalty: 5976.453613 Iteration 64Q: 3 clusters Score -2.155308e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2590 members Mstep: Class 2 contains 168390 members Entering Unmasked Estep Score: -21553086.000000 Penalty: 5976.453613 Iteration 65Q: 3 clusters Score -2.155309e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 168393 members Entering Unmasked Estep Score: -21553078.000000 Penalty: 5976.453613 Iteration 66Q: 3 clusters Score -2.155308e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2587 members Mstep: Class 2 contains 168393 members Entering Unmasked Estep Score: -21553078.000000 Penalty: 5976.453613 Iteration 67F: 3 clusters Score -2.155308e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (2128 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Entering Unmasked Estep Score: -218965.546875 Penalty: 1900.408569 Iteration 0F: 2 clusters Score -218965.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -216410.125000 Penalty: 3800.817139 Iteration 0F: 3 clusters Score -216410.1 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -218667.046875 Penalty: 3800.817139 Iteration 1F: 3 clusters Score -218667 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -222513.546875 Penalty: 3800.817139 Iteration 2F: 3 clusters Score -222513.5 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -226144.687500 Penalty: 3800.817139 Iteration 3F: 3 clusters Score -226144.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -226470.937500 Penalty: 3800.817139 Iteration 4Q: 3 clusters Score -226470.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -226527.125000 Penalty: 3800.817139 Iteration 5Q: 3 clusters Score -226527.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -226571.984375 Penalty: 3800.817139 Iteration 6Q: 3 clusters Score -226572 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -226639.968750 Penalty: 3800.817139 Iteration 7Q: 3 clusters Score -226640 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -226685.406250 Penalty: 3800.817139 Iteration 8Q: 3 clusters Score -226685.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -226701.328125 Penalty: 3800.817139 Iteration 9Q: 3 clusters Score -226701.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -226708.015625 Penalty: 3800.817139 Iteration 10Q: 3 clusters Score -226708 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -226712.000000 Penalty: 3800.817139 Iteration 11Q: 3 clusters Score -226712 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -226712.265625 Penalty: 3800.817139 Iteration 12Q: 3 clusters Score -226712.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -226712.265625 Penalty: 3800.817139 Iteration 13F: 3 clusters Score -226712.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 35128 members Mstep: Class 3 contains 5308 members Mstep: Class 4 contains 15559 members Mstep: Class 5 contains 1810 members Mstep: Class 6 contains 8892 members Mstep: Class 7 contains 9073 members Mstep: Class 8 contains 192 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 405 members Mstep: Class 11 contains 122451 members Mstep: Class 12 contains 21343 members Mstep: Class 13 contains 24932 members Mstep: Class 14 contains 3812 members Mstep: Class 15 contains 1082 members Mstep: Class 16 contains 601 members Mstep: Class 17 contains 2623 members Mstep: Class 19 contains 170980 members Mstep: Class 20 contains 1046 members Mstep: Class 21 contains 12857 members Entering Unmasked Estep Score: -55697968.000000 Penalty: 64514.226562 Splitting cluster 20 changes total score from -55685932.000000 to -55697968.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 21 (12857 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12857 members Entering Unmasked Estep Score: -1660553.750000 Penalty: 2346.487549 Iteration 0F: 2 clusters Score -1660554 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6324 members Mstep: Class 2 contains 6533 members Entering Unmasked Estep Score: -1651053.375000 Penalty: 4692.975098 Iteration 0F: 3 clusters Score -1651053 nChanged 5508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5938 members Mstep: Class 2 contains 6919 members Entering Unmasked Estep Score: -1654008.875000 Penalty: 4692.975098 Iteration 1F: 3 clusters Score -1654009 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5725 members Mstep: Class 2 contains 7132 members Entering Unmasked Estep Score: -1654313.500000 Penalty: 4692.975098 Iteration 2F: 3 clusters Score -1654314 nChanged 602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 7380 members Entering Unmasked Estep Score: -1654543.250000 Penalty: 4692.975098 Iteration 3Q: 3 clusters Score -1654543 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5173 members Mstep: Class 2 contains 7684 members Entering Unmasked Estep Score: -1654730.500000 Penalty: 4692.975098 Iteration 4Q: 3 clusters Score -1654730 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 8055 members Entering Unmasked Estep Score: -1654926.500000 Penalty: 4692.975098 Iteration 5Q: 3 clusters Score -1654926 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 8497 members Entering Unmasked Estep Score: -1655161.625000 Penalty: 4692.975098 Iteration 6Q: 3 clusters Score -1655162 nChanged 524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3870 members Mstep: Class 2 contains 8987 members Entering Unmasked Estep Score: -1655445.250000 Penalty: 4692.975098 Iteration 7Q: 3 clusters Score -1655445 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3309 members Mstep: Class 2 contains 9548 members Entering Unmasked Estep Score: -1655806.125000 Penalty: 4692.975098 Iteration 8Q: 3 clusters Score -1655806 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 10165 members Entering Unmasked Estep Score: -1656245.000000 Penalty: 4692.975098 Iteration 9Q: 3 clusters Score -1656245 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 10826 members Entering Unmasked Estep Score: -1656783.500000 Penalty: 4692.975098 Iteration 10F: 3 clusters Score -1656784 nChanged 608 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 11430 members Entering Unmasked Estep Score: -1657326.750000 Penalty: 4692.975098 Iteration 11Q: 3 clusters Score -1657327 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 11879 members Entering Unmasked Estep Score: -1657754.875000 Penalty: 4692.975098 Iteration 12Q: 3 clusters Score -1657755 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 12204 members Entering Unmasked Estep Score: -1658067.000000 Penalty: 4692.975098 Iteration 13Q: 3 clusters Score -1658067 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 12372 members Entering Unmasked Estep Score: -1658217.625000 Penalty: 4692.975098 Iteration 14Q: 3 clusters Score -1658218 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 12449 members Entering Unmasked Estep Score: -1658301.125000 Penalty: 4692.975098 Iteration 15Q: 3 clusters Score -1658301 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 12509 members Entering Unmasked Estep Score: -1658384.000000 Penalty: 4692.975098 Iteration 16Q: 3 clusters Score -1658384 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 12539 members Entering Unmasked Estep Score: -1658428.500000 Penalty: 4692.975098 Iteration 17Q: 3 clusters Score -1658428 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 12551 members Entering Unmasked Estep Score: -1658450.875000 Penalty: 4692.975098 Iteration 18Q: 3 clusters Score -1658451 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 12561 members Entering Unmasked Estep Score: -1658465.250000 Penalty: 4692.975098 Iteration 19Q: 3 clusters Score -1658465 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 12566 members Entering Unmasked Estep Score: -1658476.875000 Penalty: 4692.975098 Iteration 20F: 3 clusters Score -1658477 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 12571 members Entering Unmasked Estep Score: -1658484.750000 Penalty: 4692.975098 Iteration 21Q: 3 clusters Score -1658485 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 12575 members Entering Unmasked Estep Score: -1658491.375000 Penalty: 4692.975098 Iteration 22Q: 3 clusters Score -1658491 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 12577 members Entering Unmasked Estep Score: -1658493.875000 Penalty: 4692.975098 Iteration 23Q: 3 clusters Score -1658494 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 12577 members Entering Unmasked Estep Score: -1658493.875000 Penalty: 4692.975098 Iteration 24F: 3 clusters Score -1658494 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4314 members Mstep: Class 2 contains 35128 members Mstep: Class 3 contains 5308 members Mstep: Class 5 contains 1810 members Mstep: Class 6 contains 8892 members Mstep: Class 7 contains 9073 members Mstep: Class 9 contains 3049 members Mstep: Class 11 contains 122451 members Mstep: Class 12 contains 21343 members Mstep: Class 13 contains 24932 members Mstep: Class 14 contains 3812 members Mstep: Class 16 contains 601 members Mstep: Class 17 contains 2623 members Mstep: Class 19 contains 170980 members Mstep: Class 20 contains 1046 members Mstep: Class 21 contains 12857 members Entering Unmasked Estep ConsiderDeletion Score: -55699612.000000 Penalty: 64514.226562 Iteration 39Q: 21 clusters Score -5.569961e+07 nChanged 4123 Entering Unmasked Mstep Mstep: Class 0 contains 20 members Mstep: Class 1 contains 4327 members Mstep: Class 2 contains 35111 members Mstep: Class 3 contains 5309 members Mstep: Class 4 contains 15322 members Mstep: Class 5 contains 2134 members Mstep: Class 6 contains 9180 members Mstep: Class 7 contains 9090 members Mstep: Class 8 contains 185 members Mstep: Class 9 contains 3055 members Mstep: Class 10 contains 406 members Mstep: Class 11 contains 121397 members Mstep: Class 12 contains 21412 members Mstep: Class 13 contains 24927 members Mstep: Class 14 contains 3890 members Mstep: Class 15 contains 1081 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 2566 members Mstep: Class 19 contains 171505 members Mstep: Class 20 contains 1048 members Mstep: Class 21 contains 12910 members Entering Unmasked Estep ConsiderDeletion Score: -55700708.000000 Penalty: 64514.226562 Iteration 40F: 21 clusters Score -5.570071e+07 nChanged 2698 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 35099 members Mstep: Class 3 contains 5348 members Mstep: Class 4 contains 15268 members Mstep: Class 5 contains 2300 members Mstep: Class 6 contains 9425 members Mstep: Class 7 contains 9083 members Mstep: Class 8 contains 183 members Mstep: Class 9 contains 3055 members Mstep: Class 10 contains 441 members Mstep: Class 11 contains 120399 members Mstep: Class 12 contains 21473 members Mstep: Class 13 contains 24921 members Mstep: Class 14 contains 3984 members Mstep: Class 15 contains 1080 members Mstep: Class 16 contains 605 members Mstep: Class 17 contains 2499 members Mstep: Class 19 contains 172005 members Mstep: Class 20 contains 1048 members Mstep: Class 21 contains 12932 members Entering Unmasked Estep ConsiderDeletion Score: -55701196.000000 Penalty: 64514.226562 Iteration 41Q: 21 clusters Score -5.57012e+07 nChanged 2114 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 35090 members Mstep: Class 3 contains 5384 members Mstep: Class 4 contains 15279 members Mstep: Class 5 contains 2387 members Mstep: Class 6 contains 9652 members Mstep: Class 7 contains 9077 members Mstep: Class 8 contains 182 members Mstep: Class 9 contains 3055 members Mstep: Class 10 contains 449 members Mstep: Class 11 contains 119440 members Mstep: Class 12 contains 21541 members Mstep: Class 13 contains 24915 members Mstep: Class 14 contains 4069 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 606 members Mstep: Class 17 contains 2442 members Mstep: Class 19 contains 172517 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12945 members Entering Unmasked Estep ConsiderDeletion Score: -55701472.000000 Penalty: 64514.226562 Iteration 42Q: 21 clusters Score -5.570147e+07 nChanged 1745 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 35075 members Mstep: Class 3 contains 5415 members Mstep: Class 4 contains 15293 members Mstep: Class 5 contains 2438 members Mstep: Class 6 contains 9840 members Mstep: Class 7 contains 9074 members Mstep: Class 8 contains 181 members Mstep: Class 9 contains 3054 members Mstep: Class 10 contains 451 members Mstep: Class 11 contains 118549 members Mstep: Class 12 contains 21610 members Mstep: Class 13 contains 24905 members Mstep: Class 14 contains 4165 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 607 members Mstep: Class 17 contains 2384 members Mstep: Class 19 contains 173031 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12958 members Entering Unmasked Estep ConsiderDeletion Score: -55701720.000000 Penalty: 64514.226562 Iteration 43Q: 21 clusters Score -5.570172e+07 nChanged 1522 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4310 members Mstep: Class 2 contains 35077 members Mstep: Class 3 contains 5449 members Mstep: Class 4 contains 15304 members Mstep: Class 5 contains 2479 members Mstep: Class 6 contains 9998 members Mstep: Class 7 contains 9068 members Mstep: Class 8 contains 180 members Mstep: Class 9 contains 3056 members Mstep: Class 10 contains 451 members Mstep: Class 11 contains 117674 members Mstep: Class 12 contains 21675 members Mstep: Class 13 contains 24901 members Mstep: Class 14 contains 4278 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 608 members Mstep: Class 17 contains 2337 members Mstep: Class 19 contains 173536 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12949 members Entering Unmasked Estep ConsiderDeletion Score: -55701796.000000 Penalty: 64514.226562 Iteration 44Q: 21 clusters Score -5.57018e+07 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 35079 members Mstep: Class 3 contains 5457 members Mstep: Class 4 contains 15317 members Mstep: Class 5 contains 2505 members Mstep: Class 6 contains 10132 members Mstep: Class 7 contains 9069 members Mstep: Class 8 contains 179 members Mstep: Class 9 contains 3052 members Mstep: Class 10 contains 453 members Mstep: Class 11 contains 116881 members Mstep: Class 12 contains 21723 members Mstep: Class 13 contains 24903 members Mstep: Class 14 contains 4421 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 607 members Mstep: Class 17 contains 2292 members Mstep: Class 19 contains 174010 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12928 members Entering Unmasked Estep ConsiderDeletion Score: -55701944.000000 Penalty: 64514.226562 Iteration 45Q: 21 clusters Score -5.570194e+07 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4323 members Mstep: Class 2 contains 35074 members Mstep: Class 3 contains 5474 members Mstep: Class 4 contains 15328 members Mstep: Class 5 contains 2516 members Mstep: Class 6 contains 10226 members Mstep: Class 7 contains 9066 members Mstep: Class 8 contains 178 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 455 members Mstep: Class 11 contains 116143 members Mstep: Class 12 contains 21766 members Mstep: Class 13 contains 24902 members Mstep: Class 14 contains 4581 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 607 members Mstep: Class 17 contains 2253 members Mstep: Class 19 contains 174474 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12914 members Entering Unmasked Estep ConsiderDeletion Score: -55701900.000000 Penalty: 64514.226562 Iteration 46Q: 21 clusters Score -5.57019e+07 nChanged 1118 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4317 members Mstep: Class 2 contains 35072 members Mstep: Class 3 contains 5485 members Mstep: Class 4 contains 15344 members Mstep: Class 5 contains 2525 members Mstep: Class 6 contains 10328 members Mstep: Class 7 contains 9068 members Mstep: Class 8 contains 178 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 456 members Mstep: Class 11 contains 115393 members Mstep: Class 12 contains 21808 members Mstep: Class 13 contains 24895 members Mstep: Class 14 contains 4776 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 608 members Mstep: Class 17 contains 2221 members Mstep: Class 19 contains 174915 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12891 members Entering Unmasked Estep ConsiderDeletion Score: -55701968.000000 Penalty: 64514.226562 Iteration 47Q: 21 clusters Score -5.570197e+07 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 35080 members Mstep: Class 3 contains 5495 members Mstep: Class 4 contains 15357 members Mstep: Class 5 contains 2534 members Mstep: Class 6 contains 10418 members Mstep: Class 7 contains 9068 members Mstep: Class 8 contains 177 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 456 members Mstep: Class 11 contains 114675 members Mstep: Class 12 contains 21834 members Mstep: Class 13 contains 24891 members Mstep: Class 14 contains 4988 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 607 members Mstep: Class 17 contains 2194 members Mstep: Class 19 contains 175313 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12872 members Entering Unmasked Estep ConsiderDeletion Score: -55702052.000000 Penalty: 64514.226562 Iteration 48Q: 21 clusters Score -5.570205e+07 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4333 members Mstep: Class 2 contains 35084 members Mstep: Class 3 contains 5506 members Mstep: Class 4 contains 15365 members Mstep: Class 5 contains 2541 members Mstep: Class 6 contains 10487 members Mstep: Class 7 contains 9072 members Mstep: Class 8 contains 176 members Mstep: Class 9 contains 3052 members Mstep: Class 10 contains 456 members Mstep: Class 11 contains 113907 members Mstep: Class 12 contains 21857 members Mstep: Class 13 contains 24892 members Mstep: Class 14 contains 5251 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 607 members Mstep: Class 17 contains 2165 members Mstep: Class 19 contains 175725 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12854 members Entering Unmasked Estep ConsiderDeletion Score: -55702060.000000 Penalty: 64514.226562 Iteration 49Q: 21 clusters Score -5.570206e+07 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4332 members Mstep: Class 2 contains 35087 members Mstep: Class 3 contains 5521 members Mstep: Class 4 contains 15371 members Mstep: Class 5 contains 2544 members Mstep: Class 6 contains 10540 members Mstep: Class 7 contains 9072 members Mstep: Class 8 contains 176 members Mstep: Class 9 contains 3053 members Mstep: Class 10 contains 456 members Mstep: Class 11 contains 113152 members Mstep: Class 12 contains 21869 members Mstep: Class 13 contains 24891 members Mstep: Class 14 contains 5535 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 607 members Mstep: Class 17 contains 2143 members Mstep: Class 19 contains 176143 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12838 members Entering Unmasked Estep ConsiderDeletion Score: -55702000.000000 Penalty: 64514.226562 Iteration 50Q: 21 clusters Score -5.5702e+07 nChanged 1100 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 35077 members Mstep: Class 3 contains 5533 members Mstep: Class 4 contains 15379 members Mstep: Class 5 contains 2547 members Mstep: Class 6 contains 10582 members Mstep: Class 7 contains 9071 members Mstep: Class 8 contains 176 members Mstep: Class 9 contains 3052 members Mstep: Class 10 contains 456 members Mstep: Class 11 contains 112352 members Mstep: Class 12 contains 21884 members Mstep: Class 13 contains 24890 members Mstep: Class 14 contains 5862 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 607 members Mstep: Class 17 contains 2127 members Mstep: Class 19 contains 176567 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12831 members Entering Unmasked Estep ConsiderDeletion Score: -55702196.000000 Penalty: 64514.226562 Iteration 51Q: 21 clusters Score -5.57022e+07 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4338 members Mstep: Class 2 contains 35068 members Mstep: Class 3 contains 5547 members Mstep: Class 4 contains 15383 members Mstep: Class 5 contains 2548 members Mstep: Class 6 contains 10624 members Mstep: Class 7 contains 9071 members Mstep: Class 8 contains 176 members Mstep: Class 9 contains 3051 members Mstep: Class 10 contains 456 members Mstep: Class 11 contains 111471 members Mstep: Class 12 contains 21905 members Mstep: Class 13 contains 24891 members Mstep: Class 14 contains 6256 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 607 members Mstep: Class 17 contains 2105 members Mstep: Class 19 contains 177004 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12829 members Entering Unmasked Estep ConsiderDeletion Score: -55702280.000000 Penalty: 64514.226562 Iteration 52Q: 21 clusters Score -5.570228e+07 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 35065 members Mstep: Class 3 contains 5554 members Mstep: Class 4 contains 15383 members Mstep: Class 5 contains 2549 members Mstep: Class 6 contains 10664 members Mstep: Class 7 contains 9073 members Mstep: Class 8 contains 176 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 456 members Mstep: Class 11 contains 110517 members Mstep: Class 12 contains 21916 members Mstep: Class 13 contains 24886 members Mstep: Class 14 contains 6687 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 607 members Mstep: Class 17 contains 2089 members Mstep: Class 19 contains 177490 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12827 members Entering Unmasked Estep ConsiderDeletion Score: -55702420.000000 Penalty: 64514.226562 Iteration 53Q: 21 clusters Score -5.570242e+07 nChanged 1371 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4347 members Mstep: Class 2 contains 35051 members Mstep: Class 3 contains 5561 members Mstep: Class 4 contains 15388 members Mstep: Class 5 contains 2552 members Mstep: Class 6 contains 10700 members Mstep: Class 7 contains 9071 members Mstep: Class 8 contains 176 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 457 members Mstep: Class 11 contains 109498 members Mstep: Class 12 contains 21919 members Mstep: Class 13 contains 24876 members Mstep: Class 14 contains 7192 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 608 members Mstep: Class 17 contains 2084 members Mstep: Class 19 contains 177969 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12831 members Entering Unmasked Estep ConsiderDeletion Score: -55702828.000000 Penalty: 64514.226562 Iteration 54Q: 21 clusters Score -5.570283e+07 nChanged 1435 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4357 members Mstep: Class 2 contains 35051 members Mstep: Class 3 contains 5566 members Mstep: Class 4 contains 15393 members Mstep: Class 5 contains 2554 members Mstep: Class 6 contains 10721 members Mstep: Class 7 contains 9072 members Mstep: Class 8 contains 176 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 458 members Mstep: Class 11 contains 108408 members Mstep: Class 12 contains 21928 members Mstep: Class 13 contains 24871 members Mstep: Class 14 contains 7773 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 608 members Mstep: Class 17 contains 2079 members Mstep: Class 19 contains 178423 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12842 members Entering Unmasked Estep ConsiderDeletion Score: -55703092.000000 Penalty: 64514.226562 Iteration 55Q: 21 clusters Score -5.570309e+07 nChanged 1513 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 35045 members Mstep: Class 3 contains 5571 members Mstep: Class 4 contains 15397 members Mstep: Class 5 contains 2556 members Mstep: Class 6 contains 10738 members Mstep: Class 7 contains 9073 members Mstep: Class 8 contains 176 members Mstep: Class 9 contains 3051 members Mstep: Class 10 contains 458 members Mstep: Class 11 contains 107278 members Mstep: Class 12 contains 21933 members Mstep: Class 13 contains 24867 members Mstep: Class 14 contains 8391 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 609 members Mstep: Class 17 contains 2076 members Mstep: Class 19 contains 178894 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12854 members Entering Unmasked Estep ConsiderDeletion Score: -55703540.000000 Penalty: 64514.226562 Iteration 56Q: 21 clusters Score -5.570354e+07 nChanged 1638 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4374 members Mstep: Class 2 contains 35034 members Mstep: Class 3 contains 5580 members Mstep: Class 4 contains 15400 members Mstep: Class 5 contains 2560 members Mstep: Class 6 contains 10759 members Mstep: Class 7 contains 9071 members Mstep: Class 8 contains 176 members Mstep: Class 9 contains 3052 members Mstep: Class 10 contains 459 members Mstep: Class 11 contains 106044 members Mstep: Class 12 contains 21943 members Mstep: Class 13 contains 24862 members Mstep: Class 14 contains 9071 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 609 members Mstep: Class 17 contains 2074 members Mstep: Class 19 contains 179400 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12862 members Entering Unmasked Estep ConsiderDeletion Score: -55703856.000000 Penalty: 64514.226562 Iteration 57Q: 21 clusters Score -5.570386e+07 nChanged 1773 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 35039 members Mstep: Class 3 contains 5594 members Mstep: Class 4 contains 15401 members Mstep: Class 5 contains 2566 members Mstep: Class 6 contains 10779 members Mstep: Class 7 contains 9066 members Mstep: Class 8 contains 176 members Mstep: Class 9 contains 3053 members Mstep: Class 10 contains 459 members Mstep: Class 11 contains 104731 members Mstep: Class 12 contains 21965 members Mstep: Class 13 contains 24850 members Mstep: Class 14 contains 9780 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 609 members Mstep: Class 17 contains 2072 members Mstep: Class 19 contains 179932 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12862 members Entering Unmasked Estep ConsiderDeletion Score: -55703916.000000 Penalty: 64514.226562 Iteration 58Q: 21 clusters Score -5.570392e+07 nChanged 1835 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4418 members Mstep: Class 2 contains 35045 members Mstep: Class 3 contains 5603 members Mstep: Class 4 contains 15405 members Mstep: Class 5 contains 2570 members Mstep: Class 6 contains 10789 members Mstep: Class 7 contains 9069 members Mstep: Class 8 contains 176 members Mstep: Class 9 contains 3053 members Mstep: Class 10 contains 459 members Mstep: Class 11 contains 103357 members Mstep: Class 12 contains 21978 members Mstep: Class 13 contains 24841 members Mstep: Class 14 contains 10529 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 609 members Mstep: Class 17 contains 2069 members Mstep: Class 19 contains 180499 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12861 members Entering Unmasked Estep ConsiderDeletion Score: -55704368.000000 Penalty: 64514.226562 Iteration 59Q: 21 clusters Score -5.570437e+07 nChanged 1863 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 35039 members Mstep: Class 3 contains 5614 members Mstep: Class 4 contains 15415 members Mstep: Class 5 contains 2573 members Mstep: Class 6 contains 10798 members Mstep: Class 7 contains 9064 members Mstep: Class 8 contains 176 members Mstep: Class 9 contains 3053 members Mstep: Class 10 contains 460 members Mstep: Class 11 contains 101994 members Mstep: Class 12 contains 22000 members Mstep: Class 13 contains 24824 members Mstep: Class 14 contains 11314 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 609 members Mstep: Class 17 contains 2066 members Mstep: Class 19 contains 181033 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12869 members Entering Unmasked Estep ConsiderDeletion Score: -55704744.000000 Penalty: 64514.226562 Iteration 60F: 21 clusters Score -5.570474e+07 nChanged 1835 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 35042 members Mstep: Class 3 contains 5627 members Mstep: Class 4 contains 15424 members Mstep: Class 5 contains 2574 members Mstep: Class 6 contains 10813 members Mstep: Class 7 contains 9063 members Mstep: Class 8 contains 176 members Mstep: Class 9 contains 3052 members Mstep: Class 10 contains 460 members Mstep: Class 11 contains 100652 members Mstep: Class 12 contains 22008 members Mstep: Class 13 contains 24814 members Mstep: Class 14 contains 12109 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 609 members Mstep: Class 17 contains 2064 members Mstep: Class 19 contains 181555 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12853 members Entering Unmasked Estep ConsiderDeletion Score: -55705188.000000 Penalty: 64514.226562 Iteration 61Q: 21 clusters Score -5.570519e+07 nChanged 1869 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 35043 members Mstep: Class 3 contains 5640 members Mstep: Class 4 contains 15435 members Mstep: Class 5 contains 2575 members Mstep: Class 6 contains 10826 members Mstep: Class 7 contains 9063 members Mstep: Class 8 contains 176 members Mstep: Class 9 contains 3054 members Mstep: Class 10 contains 460 members Mstep: Class 11 contains 99294 members Mstep: Class 12 contains 22029 members Mstep: Class 13 contains 24798 members Mstep: Class 14 contains 12896 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 609 members Mstep: Class 17 contains 2063 members Mstep: Class 19 contains 182090 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12846 members Entering Unmasked Estep ConsiderDeletion Score: -55705452.000000 Penalty: 64514.226562 Iteration 62Q: 21 clusters Score -5.570545e+07 nChanged 1769 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4435 members Mstep: Class 2 contains 35026 members Mstep: Class 3 contains 5655 members Mstep: Class 4 contains 15442 members Mstep: Class 5 contains 2576 members Mstep: Class 6 contains 10825 members Mstep: Class 7 contains 9062 members Mstep: Class 8 contains 175 members Mstep: Class 9 contains 3053 members Mstep: Class 10 contains 461 members Mstep: Class 11 contains 98076 members Mstep: Class 12 contains 22049 members Mstep: Class 13 contains 24784 members Mstep: Class 14 contains 13668 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 609 members Mstep: Class 17 contains 2059 members Mstep: Class 19 contains 182531 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12844 members Entering Unmasked Estep ConsiderDeletion Score: -55705720.000000 Penalty: 64514.226562 Iteration 63Q: 21 clusters Score -5.570572e+07 nChanged 1645 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 35019 members Mstep: Class 3 contains 5656 members Mstep: Class 4 contains 15449 members Mstep: Class 5 contains 2573 members Mstep: Class 6 contains 10834 members Mstep: Class 7 contains 9059 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3053 members Mstep: Class 10 contains 461 members Mstep: Class 11 contains 96925 members Mstep: Class 12 contains 22063 members Mstep: Class 13 contains 24772 members Mstep: Class 14 contains 14370 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 609 members Mstep: Class 17 contains 2056 members Mstep: Class 19 contains 182975 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12837 members Entering Unmasked Estep ConsiderDeletion Score: -55705808.000000 Penalty: 64514.226562 Iteration 64Q: 21 clusters Score -5.570581e+07 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 35025 members Mstep: Class 3 contains 5664 members Mstep: Class 4 contains 15454 members Mstep: Class 5 contains 2575 members Mstep: Class 6 contains 10848 members Mstep: Class 7 contains 9052 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3053 members Mstep: Class 10 contains 461 members Mstep: Class 11 contains 95822 members Mstep: Class 12 contains 22086 members Mstep: Class 13 contains 24761 members Mstep: Class 14 contains 15011 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 609 members Mstep: Class 17 contains 2053 members Mstep: Class 19 contains 183393 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12837 members Entering Unmasked Estep ConsiderDeletion Score: -55706088.000000 Penalty: 64514.226562 Iteration 65Q: 21 clusters Score -5.570609e+07 nChanged 1469 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 35035 members Mstep: Class 3 contains 5672 members Mstep: Class 4 contains 15459 members Mstep: Class 5 contains 2578 members Mstep: Class 6 contains 10860 members Mstep: Class 7 contains 9051 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 461 members Mstep: Class 11 contains 94775 members Mstep: Class 12 contains 22116 members Mstep: Class 13 contains 24755 members Mstep: Class 14 contains 15605 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 609 members Mstep: Class 17 contains 2049 members Mstep: Class 19 contains 183797 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12837 members Entering Unmasked Estep ConsiderDeletion Score: -55706216.000000 Penalty: 64514.226562 Iteration 66Q: 21 clusters Score -5.570622e+07 nChanged 1328 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4436 members Mstep: Class 2 contains 35035 members Mstep: Class 3 contains 5685 members Mstep: Class 4 contains 15465 members Mstep: Class 5 contains 2581 members Mstep: Class 6 contains 10868 members Mstep: Class 7 contains 9048 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 461 members Mstep: Class 11 contains 93843 members Mstep: Class 12 contains 22128 members Mstep: Class 13 contains 24752 members Mstep: Class 14 contains 16090 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 609 members Mstep: Class 17 contains 2048 members Mstep: Class 19 contains 184220 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12837 members Entering Unmasked Estep ConsiderDeletion Score: -55706156.000000 Penalty: 64514.226562 Iteration 67Q: 21 clusters Score -5.570616e+07 nChanged 1228 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 35039 members Mstep: Class 3 contains 5699 members Mstep: Class 4 contains 15474 members Mstep: Class 5 contains 2582 members Mstep: Class 6 contains 10872 members Mstep: Class 7 contains 9048 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3052 members Mstep: Class 10 contains 463 members Mstep: Class 11 contains 92951 members Mstep: Class 12 contains 22156 members Mstep: Class 13 contains 24752 members Mstep: Class 14 contains 16533 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 609 members Mstep: Class 17 contains 2043 members Mstep: Class 19 contains 184630 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12825 members Entering Unmasked Estep ConsiderDeletion Score: -55706440.000000 Penalty: 64514.226562 Iteration 68Q: 21 clusters Score -5.570644e+07 nChanged 1115 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4425 members Mstep: Class 2 contains 35038 members Mstep: Class 3 contains 5717 members Mstep: Class 4 contains 15480 members Mstep: Class 5 contains 2582 members Mstep: Class 6 contains 10872 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3052 members Mstep: Class 10 contains 464 members Mstep: Class 11 contains 92144 members Mstep: Class 12 contains 22188 members Mstep: Class 13 contains 24749 members Mstep: Class 14 contains 16895 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 609 members Mstep: Class 17 contains 2038 members Mstep: Class 19 contains 185042 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12815 members Entering Unmasked Estep ConsiderDeletion Score: -55706392.000000 Penalty: 64514.226562 Iteration 69Q: 21 clusters Score -5.570639e+07 nChanged 976 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 35023 members Mstep: Class 3 contains 5732 members Mstep: Class 4 contains 15488 members Mstep: Class 5 contains 2583 members Mstep: Class 6 contains 10875 members Mstep: Class 7 contains 9045 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3052 members Mstep: Class 10 contains 464 members Mstep: Class 11 contains 91465 members Mstep: Class 12 contains 22219 members Mstep: Class 13 contains 24744 members Mstep: Class 14 contains 17185 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 609 members Mstep: Class 17 contains 2034 members Mstep: Class 19 contains 185430 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12793 members Entering Unmasked Estep ConsiderDeletion Score: -55706504.000000 Penalty: 64514.226562 Iteration 70Q: 21 clusters Score -5.57065e+07 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 35012 members Mstep: Class 3 contains 5749 members Mstep: Class 4 contains 15495 members Mstep: Class 5 contains 2584 members Mstep: Class 6 contains 10882 members Mstep: Class 7 contains 9044 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3052 members Mstep: Class 10 contains 464 members Mstep: Class 11 contains 90867 members Mstep: Class 12 contains 22245 members Mstep: Class 13 contains 24742 members Mstep: Class 14 contains 17441 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 609 members Mstep: Class 17 contains 2029 members Mstep: Class 19 contains 185765 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12768 members Entering Unmasked Estep ConsiderDeletion Score: -55706620.000000 Penalty: 64514.226562 Iteration 71Q: 21 clusters Score -5.570662e+07 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 35013 members Mstep: Class 3 contains 5757 members Mstep: Class 4 contains 15502 members Mstep: Class 5 contains 2585 members Mstep: Class 6 contains 10896 members Mstep: Class 7 contains 9042 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3052 members Mstep: Class 10 contains 464 members Mstep: Class 11 contains 90297 members Mstep: Class 12 contains 22266 members Mstep: Class 13 contains 24738 members Mstep: Class 14 contains 17697 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 610 members Mstep: Class 17 contains 2028 members Mstep: Class 19 contains 186051 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12749 members Entering Unmasked Estep ConsiderDeletion Score: -55706644.000000 Penalty: 64514.226562 Iteration 72Q: 21 clusters Score -5.570664e+07 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 35007 members Mstep: Class 3 contains 5772 members Mstep: Class 4 contains 15506 members Mstep: Class 5 contains 2583 members Mstep: Class 6 contains 10904 members Mstep: Class 7 contains 9041 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3051 members Mstep: Class 10 contains 464 members Mstep: Class 11 contains 89809 members Mstep: Class 12 contains 22287 members Mstep: Class 13 contains 24734 members Mstep: Class 14 contains 17904 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 610 members Mstep: Class 17 contains 2028 members Mstep: Class 19 contains 186318 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12732 members Entering Unmasked Estep ConsiderDeletion Score: -55706740.000000 Penalty: 64514.226562 Iteration 73Q: 21 clusters Score -5.570674e+07 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 34996 members Mstep: Class 3 contains 5785 members Mstep: Class 4 contains 15512 members Mstep: Class 5 contains 2583 members Mstep: Class 6 contains 10909 members Mstep: Class 7 contains 9038 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3052 members Mstep: Class 10 contains 464 members Mstep: Class 11 contains 89386 members Mstep: Class 12 contains 22313 members Mstep: Class 13 contains 24729 members Mstep: Class 14 contains 18076 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 610 members Mstep: Class 17 contains 2027 members Mstep: Class 19 contains 186550 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12721 members Entering Unmasked Estep ConsiderDeletion Score: -55706896.000000 Penalty: 64514.226562 Iteration 74Q: 21 clusters Score -5.57069e+07 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 34988 members Mstep: Class 3 contains 5796 members Mstep: Class 4 contains 15516 members Mstep: Class 5 contains 2582 members Mstep: Class 6 contains 10914 members Mstep: Class 7 contains 9033 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3051 members Mstep: Class 10 contains 464 members Mstep: Class 11 contains 89027 members Mstep: Class 12 contains 22347 members Mstep: Class 13 contains 24730 members Mstep: Class 14 contains 18216 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 610 members Mstep: Class 17 contains 2024 members Mstep: Class 19 contains 186738 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12715 members Entering Unmasked Estep ConsiderDeletion Score: -55706944.000000 Penalty: 64514.226562 Iteration 75Q: 21 clusters Score -5.570694e+07 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 34981 members Mstep: Class 3 contains 5806 members Mstep: Class 4 contains 15519 members Mstep: Class 5 contains 2582 members Mstep: Class 6 contains 10920 members Mstep: Class 7 contains 9030 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3051 members Mstep: Class 10 contains 464 members Mstep: Class 11 contains 88687 members Mstep: Class 12 contains 22378 members Mstep: Class 13 contains 24728 members Mstep: Class 14 contains 18339 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 610 members Mstep: Class 17 contains 2022 members Mstep: Class 19 contains 186920 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12713 members Entering Unmasked Estep ConsiderDeletion Score: -55706964.000000 Penalty: 64514.226562 Iteration 76Q: 21 clusters Score -5.570696e+07 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 34970 members Mstep: Class 3 contains 5808 members Mstep: Class 4 contains 15521 members Mstep: Class 5 contains 2585 members Mstep: Class 6 contains 10921 members Mstep: Class 7 contains 9030 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3052 members Mstep: Class 10 contains 464 members Mstep: Class 11 contains 88396 members Mstep: Class 12 contains 22409 members Mstep: Class 13 contains 24729 members Mstep: Class 14 contains 18432 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 610 members Mstep: Class 17 contains 2018 members Mstep: Class 19 contains 187099 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12706 members Entering Unmasked Estep ConsiderDeletion Score: -55706972.000000 Penalty: 64514.226562 Iteration 77Q: 21 clusters Score -5.570697e+07 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 34962 members Mstep: Class 3 contains 5817 members Mstep: Class 4 contains 15525 members Mstep: Class 5 contains 2589 members Mstep: Class 6 contains 10929 members Mstep: Class 7 contains 9031 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3053 members Mstep: Class 10 contains 464 members Mstep: Class 11 contains 88120 members Mstep: Class 12 contains 22438 members Mstep: Class 13 contains 24721 members Mstep: Class 14 contains 18533 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 610 members Mstep: Class 17 contains 2014 members Mstep: Class 19 contains 187239 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12703 members Entering Unmasked Estep ConsiderDeletion Score: -55707092.000000 Penalty: 64514.226562 Iteration 78Q: 21 clusters Score -5.570709e+07 nChanged 339 Entering ConstructFrom: Score: -55707092.000000 Penalty: 64514.226562 Entering ConstructFrom: Trying to split cluster 1 (4408 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4408 members Entering Unmasked Estep Score: -562260.250000 Penalty: 2081.011719 Iteration 0F: 2 clusters Score -562260.2 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 2192 members Entering Unmasked Estep Score: -558098.437500 Penalty: 4162.023438 Iteration 0F: 3 clusters Score -558098.4 nChanged 1638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -559065.500000 Penalty: 4162.023438 Iteration 1F: 3 clusters Score -559065.5 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -559242.875000 Penalty: 4162.023438 Iteration 2F: 3 clusters Score -559242.9 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -559341.875000 Penalty: 4162.023438 Iteration 3Q: 3 clusters Score -559341.9 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -559410.250000 Penalty: 4162.023438 Iteration 4Q: 3 clusters Score -559410.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -559460.625000 Penalty: 4162.023438 Iteration 5Q: 3 clusters Score -559460.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2252 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -559514.562500 Penalty: 4162.023438 Iteration 6Q: 3 clusters Score -559514.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -559557.062500 Penalty: 4162.023438 Iteration 7Q: 3 clusters Score -559557.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 2164 members Entering Unmasked Estep Score: -559580.812500 Penalty: 4162.023438 Iteration 8Q: 3 clusters Score -559580.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -559601.812500 Penalty: 4162.023438 Iteration 9Q: 3 clusters Score -559601.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 2172 members Entering Unmasked Estep Score: -559620.250000 Penalty: 4162.023438 Iteration 10Q: 3 clusters Score -559620.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -559637.937500 Penalty: 4162.023438 Iteration 11Q: 3 clusters Score -559637.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 2173 members Entering Unmasked Estep Score: -559653.562500 Penalty: 4162.023438 Iteration 12Q: 3 clusters Score -559653.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -559668.687500 Penalty: 4162.023438 Iteration 13Q: 3 clusters Score -559668.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -559680.875000 Penalty: 4162.023438 Iteration 14Q: 3 clusters Score -559680.9 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -559688.500000 Penalty: 4162.023438 Iteration 15Q: 3 clusters Score -559688.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2269 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -559695.812500 Penalty: 4162.023438 Iteration 16Q: 3 clusters Score -559695.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 2133 members Entering Unmasked Estep Score: -559701.750000 Penalty: 4162.023438 Iteration 17Q: 3 clusters Score -559701.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 2132 members Entering Unmasked Estep Score: -559705.375000 Penalty: 4162.023438 Iteration 18Q: 3 clusters Score -559705.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -559708.812500 Penalty: 4162.023438 Iteration 19Q: 3 clusters Score -559708.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 2125 members Entering Unmasked Estep Score: -559713.000000 Penalty: 4162.023438 Iteration 20F: 3 clusters Score -559713 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2287 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -559715.687500 Penalty: 4162.023438 Iteration 21Q: 3 clusters Score -559715.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 2115 members Entering Unmasked Estep Score: -559720.000000 Penalty: 4162.023438 Iteration 22Q: 3 clusters Score -559720 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2304 members Mstep: Class 2 contains 2104 members Entering Unmasked Estep Score: -559724.250000 Penalty: 4162.023438 Iteration 23Q: 3 clusters Score -559724.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -559728.875000 Penalty: 4162.023438 Iteration 24Q: 3 clusters Score -559728.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 2100 members Entering Unmasked Estep Score: -559732.125000 Penalty: 4162.023438 Iteration 25Q: 3 clusters Score -559732.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -559735.375000 Penalty: 4162.023438 Iteration 26Q: 3 clusters Score -559735.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -559737.375000 Penalty: 4162.023438 Iteration 27Q: 3 clusters Score -559737.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2319 members Mstep: Class 2 contains 2089 members Entering Unmasked Estep Score: -559740.937500 Penalty: 4162.023438 Iteration 28Q: 3 clusters Score -559740.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -559743.125000 Penalty: 4162.023438 Iteration 29Q: 3 clusters Score -559743.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -559743.625000 Penalty: 4162.023438 Iteration 30Q: 3 clusters Score -559743.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 2081 members Entering Unmasked Estep Score: -559744.625000 Penalty: 4162.023438 Iteration 31Q: 3 clusters Score -559744.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -559746.187500 Penalty: 4162.023438 Iteration 32Q: 3 clusters Score -559746.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 2074 members Entering Unmasked Estep Score: -559749.500000 Penalty: 4162.023438 Iteration 33Q: 3 clusters Score -559749.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -559749.687500 Penalty: 4162.023438 Iteration 34Q: 3 clusters Score -559749.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -559750.750000 Penalty: 4162.023438 Iteration 35Q: 3 clusters Score -559750.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -559751.687500 Penalty: 4162.023438 Iteration 36Q: 3 clusters Score -559751.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -559752.375000 Penalty: 4162.023438 Iteration 37Q: 3 clusters Score -559752.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -559753.125000 Penalty: 4162.023438 Iteration 38Q: 3 clusters Score -559753.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -559752.250000 Penalty: 4162.023438 Iteration 39Q: 3 clusters Score -559752.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -559753.500000 Penalty: 4162.023438 Iteration 40F: 3 clusters Score -559753.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 2066 members Entering Unmasked Estep Score: -559753.312500 Penalty: 4162.023438 Iteration 41Q: 3 clusters Score -559753.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -559753.000000 Penalty: 4162.023438 Iteration 42Q: 3 clusters Score -559753 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 2065 members Entering Unmasked Estep Score: -559753.000000 Penalty: 4162.023438 Iteration 43F: 3 clusters Score -559753 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (34957 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34957 members Entering Unmasked Estep Score: -4529838.000000 Penalty: 2594.544678 Iteration 0F: 2 clusters Score -4529838 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17472 members Mstep: Class 2 contains 17485 members Entering Unmasked Estep Score: -4505976.500000 Penalty: 5189.089355 Iteration 0F: 3 clusters Score -4505976 nChanged 15906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17346 members Mstep: Class 2 contains 17611 members Entering Unmasked Estep Score: -4514739.000000 Penalty: 5189.089355 Iteration 1F: 3 clusters Score -4514739 nChanged 1489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17293 members Mstep: Class 2 contains 17664 members Entering Unmasked Estep Score: -4515193.000000 Penalty: 5189.089355 Iteration 2Q: 3 clusters Score -4515193 nChanged 1398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17185 members Mstep: Class 2 contains 17772 members Entering Unmasked Estep Score: -4515669.500000 Penalty: 5189.089355 Iteration 3Q: 3 clusters Score -4515670 nChanged 1376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16941 members Mstep: Class 2 contains 18016 members Entering Unmasked Estep Score: -4516158.500000 Penalty: 5189.089355 Iteration 4Q: 3 clusters Score -4516158 nChanged 1414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16651 members Mstep: Class 2 contains 18306 members Entering Unmasked Estep Score: -4516734.000000 Penalty: 5189.089355 Iteration 5Q: 3 clusters Score -4516734 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16282 members Mstep: Class 2 contains 18675 members Entering Unmasked Estep Score: -4517446.000000 Penalty: 5189.089355 Iteration 6Q: 3 clusters Score -4517446 nChanged 1544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15904 members Mstep: Class 2 contains 19053 members Entering Unmasked Estep Score: -4518201.000000 Penalty: 5189.089355 Iteration 7Q: 3 clusters Score -4518201 nChanged 1602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15430 members Mstep: Class 2 contains 19527 members Entering Unmasked Estep Score: -4519129.000000 Penalty: 5189.089355 Iteration 8Q: 3 clusters Score -4519129 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15014 members Mstep: Class 2 contains 19943 members Entering Unmasked Estep Score: -4520301.500000 Penalty: 5189.089355 Iteration 9Q: 3 clusters Score -4520302 nChanged 1801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14683 members Mstep: Class 2 contains 20274 members Entering Unmasked Estep Score: -4521470.500000 Penalty: 5189.089355 Iteration 10F: 3 clusters Score -4521470 nChanged 1595 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14432 members Mstep: Class 2 contains 20525 members Entering Unmasked Estep Score: -4522291.500000 Penalty: 5189.089355 Iteration 11Q: 3 clusters Score -4522292 nChanged 1119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14241 members Mstep: Class 2 contains 20716 members Entering Unmasked Estep Score: -4522661.000000 Penalty: 5189.089355 Iteration 12Q: 3 clusters Score -4522661 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14037 members Mstep: Class 2 contains 20920 members Entering Unmasked Estep Score: -4522839.500000 Penalty: 5189.089355 Iteration 13Q: 3 clusters Score -4522840 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13819 members Mstep: Class 2 contains 21138 members Entering Unmasked Estep Score: -4522933.500000 Penalty: 5189.089355 Iteration 14Q: 3 clusters Score -4522934 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13663 members Mstep: Class 2 contains 21294 members Entering Unmasked Estep Score: -4522993.000000 Penalty: 5189.089355 Iteration 15Q: 3 clusters Score -4522993 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13492 members Mstep: Class 2 contains 21465 members Entering Unmasked Estep Score: -4523041.000000 Penalty: 5189.089355 Iteration 16Q: 3 clusters Score -4523041 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13310 members Mstep: Class 2 contains 21647 members Entering Unmasked Estep Score: -4523106.500000 Penalty: 5189.089355 Iteration 17Q: 3 clusters Score -4523106 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13114 members Mstep: Class 2 contains 21843 members Entering Unmasked Estep Score: -4523159.500000 Penalty: 5189.089355 Iteration 18Q: 3 clusters Score -4523160 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12912 members Mstep: Class 2 contains 22045 members Entering Unmasked Estep Score: -4523231.500000 Penalty: 5189.089355 Iteration 19Q: 3 clusters Score -4523232 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12718 members Mstep: Class 2 contains 22239 members Entering Unmasked Estep Score: -4523278.000000 Penalty: 5189.089355 Iteration 20F: 3 clusters Score -4523278 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12520 members Mstep: Class 2 contains 22437 members Entering Unmasked Estep Score: -4523321.000000 Penalty: 5189.089355 Iteration 21Q: 3 clusters Score -4523321 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12320 members Mstep: Class 2 contains 22637 members Entering Unmasked Estep Score: -4523368.000000 Penalty: 5189.089355 Iteration 22Q: 3 clusters Score -4523368 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12103 members Mstep: Class 2 contains 22854 members Entering Unmasked Estep Score: -4523425.500000 Penalty: 5189.089355 Iteration 23Q: 3 clusters Score -4523426 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11843 members Mstep: Class 2 contains 23114 members Entering Unmasked Estep Score: -4523494.500000 Penalty: 5189.089355 Iteration 24Q: 3 clusters Score -4523494 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11591 members Mstep: Class 2 contains 23366 members Entering Unmasked Estep Score: -4523532.000000 Penalty: 5189.089355 Iteration 25Q: 3 clusters Score -4523532 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11354 members Mstep: Class 2 contains 23603 members Entering Unmasked Estep Score: -4523566.000000 Penalty: 5189.089355 Iteration 26Q: 3 clusters Score -4523566 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11124 members Mstep: Class 2 contains 23833 members Entering Unmasked Estep Score: -4523628.500000 Penalty: 5189.089355 Iteration 27Q: 3 clusters Score -4523628 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10891 members Mstep: Class 2 contains 24066 members Entering Unmasked Estep Score: -4523670.000000 Penalty: 5189.089355 Iteration 28Q: 3 clusters Score -4523670 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10663 members Mstep: Class 2 contains 24294 members Entering Unmasked Estep Score: -4523719.000000 Penalty: 5189.089355 Iteration 29Q: 3 clusters Score -4523719 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10434 members Mstep: Class 2 contains 24523 members Entering Unmasked Estep Score: -4523755.500000 Penalty: 5189.089355 Iteration 30Q: 3 clusters Score -4523756 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10166 members Mstep: Class 2 contains 24791 members Entering Unmasked Estep Score: -4523832.000000 Penalty: 5189.089355 Iteration 31Q: 3 clusters Score -4523832 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9897 members Mstep: Class 2 contains 25060 members Entering Unmasked Estep Score: -4523903.000000 Penalty: 5189.089355 Iteration 32Q: 3 clusters Score -4523903 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9599 members Mstep: Class 2 contains 25358 members Entering Unmasked Estep Score: -4523978.500000 Penalty: 5189.089355 Iteration 33Q: 3 clusters Score -4523978 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9303 members Mstep: Class 2 contains 25654 members Entering Unmasked Estep Score: -4524031.500000 Penalty: 5189.089355 Iteration 34Q: 3 clusters Score -4524032 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8991 members Mstep: Class 2 contains 25966 members Entering Unmasked Estep Score: -4524123.500000 Penalty: 5189.089355 Iteration 35Q: 3 clusters Score -4524124 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8660 members Mstep: Class 2 contains 26297 members Entering Unmasked Estep Score: -4524218.500000 Penalty: 5189.089355 Iteration 36Q: 3 clusters Score -4524218 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8309 members Mstep: Class 2 contains 26648 members Entering Unmasked Estep Score: -4524299.500000 Penalty: 5189.089355 Iteration 37Q: 3 clusters Score -4524300 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7931 members Mstep: Class 2 contains 27026 members Entering Unmasked Estep Score: -4524439.500000 Penalty: 5189.089355 Iteration 38Q: 3 clusters Score -4524440 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7545 members Mstep: Class 2 contains 27412 members Entering Unmasked Estep Score: -4524548.000000 Penalty: 5189.089355 Iteration 39Q: 3 clusters Score -4524548 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7154 members Mstep: Class 2 contains 27803 members Entering Unmasked Estep Score: -4524696.000000 Penalty: 5189.089355 Iteration 40F: 3 clusters Score -4524696 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6806 members Mstep: Class 2 contains 28151 members Entering Unmasked Estep Score: -4524778.500000 Penalty: 5189.089355 Iteration 41Q: 3 clusters Score -4524778 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6454 members Mstep: Class 2 contains 28503 members Entering Unmasked Estep Score: -4524889.000000 Penalty: 5189.089355 Iteration 42Q: 3 clusters Score -4524889 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6068 members Mstep: Class 2 contains 28889 members Entering Unmasked Estep Score: -4525005.000000 Penalty: 5189.089355 Iteration 43Q: 3 clusters Score -4525005 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5708 members Mstep: Class 2 contains 29249 members Entering Unmasked Estep Score: -4525145.000000 Penalty: 5189.089355 Iteration 44Q: 3 clusters Score -4525145 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5328 members Mstep: Class 2 contains 29629 members Entering Unmasked Estep Score: -4525277.000000 Penalty: 5189.089355 Iteration 45Q: 3 clusters Score -4525277 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4952 members Mstep: Class 2 contains 30005 members Entering Unmasked Estep Score: -4525401.500000 Penalty: 5189.089355 Iteration 46Q: 3 clusters Score -4525402 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 30362 members Entering Unmasked Estep Score: -4525535.500000 Penalty: 5189.089355 Iteration 47Q: 3 clusters Score -4525536 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4221 members Mstep: Class 2 contains 30736 members Entering Unmasked Estep Score: -4525707.500000 Penalty: 5189.089355 Iteration 48Q: 3 clusters Score -4525708 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3863 members Mstep: Class 2 contains 31094 members Entering Unmasked Estep Score: -4525856.000000 Penalty: 5189.089355 Iteration 49Q: 3 clusters Score -4525856 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3543 members Mstep: Class 2 contains 31414 members Entering Unmasked Estep Score: -4525993.500000 Penalty: 5189.089355 Iteration 50Q: 3 clusters Score -4525994 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3219 members Mstep: Class 2 contains 31738 members Entering Unmasked Estep Score: -4526127.000000 Penalty: 5189.089355 Iteration 51Q: 3 clusters Score -4526127 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2912 members Mstep: Class 2 contains 32045 members Entering Unmasked Estep Score: -4526269.000000 Penalty: 5189.089355 Iteration 52Q: 3 clusters Score -4526269 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2623 members Mstep: Class 2 contains 32334 members Entering Unmasked Estep Score: -4526388.500000 Penalty: 5189.089355 Iteration 53Q: 3 clusters Score -4526388 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2353 members Mstep: Class 2 contains 32604 members Entering Unmasked Estep Score: -4526512.500000 Penalty: 5189.089355 Iteration 54Q: 3 clusters Score -4526512 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 32866 members Entering Unmasked Estep Score: -4526656.500000 Penalty: 5189.089355 Iteration 55Q: 3 clusters Score -4526656 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1862 members Mstep: Class 2 contains 33095 members Entering Unmasked Estep Score: -4526772.000000 Penalty: 5189.089355 Iteration 56Q: 3 clusters Score -4526772 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 33292 members Entering Unmasked Estep Score: -4526881.000000 Penalty: 5189.089355 Iteration 57Q: 3 clusters Score -4526881 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 33487 members Entering Unmasked Estep Score: -4526996.500000 Penalty: 5189.089355 Iteration 58Q: 3 clusters Score -4526996 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 33663 members Entering Unmasked Estep Score: -4527086.000000 Penalty: 5189.089355 Iteration 59Q: 3 clusters Score -4527086 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 33808 members Entering Unmasked Estep Score: -4527170.000000 Penalty: 5189.089355 Iteration 60F: 3 clusters Score -4527170 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 33937 members Entering Unmasked Estep Score: -4527253.000000 Penalty: 5189.089355 Iteration 61Q: 3 clusters Score -4527253 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 34042 members Entering Unmasked Estep Score: -4527335.500000 Penalty: 5189.089355 Iteration 62Q: 3 clusters Score -4527336 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 34124 members Entering Unmasked Estep Score: -4527376.000000 Penalty: 5189.089355 Iteration 63Q: 3 clusters Score -4527376 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 783 members Mstep: Class 2 contains 34174 members Entering Unmasked Estep Score: -4527402.000000 Penalty: 5189.089355 Iteration 64Q: 3 clusters Score -4527402 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 34223 members Entering Unmasked Estep Score: -4527436.000000 Penalty: 5189.089355 Iteration 65Q: 3 clusters Score -4527436 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 34258 members Entering Unmasked Estep Score: -4527464.500000 Penalty: 5189.089355 Iteration 66Q: 3 clusters Score -4527464 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 34293 members Entering Unmasked Estep Score: -4527508.000000 Penalty: 5189.089355 Iteration 67Q: 3 clusters Score -4527508 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 34319 members Entering Unmasked Estep Score: -4527521.500000 Penalty: 5189.089355 Iteration 68Q: 3 clusters Score -4527522 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 34340 members Entering Unmasked Estep Score: -4527529.500000 Penalty: 5189.089355 Iteration 69Q: 3 clusters Score -4527530 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 34350 members Entering Unmasked Estep Score: -4527539.000000 Penalty: 5189.089355 Iteration 70Q: 3 clusters Score -4527539 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 34357 members Entering Unmasked Estep Score: -4527537.000000 Penalty: 5189.089355 Iteration 71Q: 3 clusters Score -4527537 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 595 members Mstep: Class 2 contains 34362 members Entering Unmasked Estep Score: -4527547.500000 Penalty: 5189.089355 Iteration 72Q: 3 clusters Score -4527548 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 34367 members Entering Unmasked Estep Score: -4527552.500000 Penalty: 5189.089355 Iteration 73Q: 3 clusters Score -4527552 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 34369 members Entering Unmasked Estep Score: -4527555.000000 Penalty: 5189.089355 Iteration 74Q: 3 clusters Score -4527555 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 34374 members Entering Unmasked Estep Score: -4527555.000000 Penalty: 5189.089355 Iteration 75Q: 3 clusters Score -4527555 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 34380 members Entering Unmasked Estep Score: -4527560.000000 Penalty: 5189.089355 Iteration 76Q: 3 clusters Score -4527560 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 34386 members Entering Unmasked Estep Score: -4527563.500000 Penalty: 5189.089355 Iteration 77Q: 3 clusters Score -4527564 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 34389 members Entering Unmasked Estep Score: -4527567.500000 Penalty: 5189.089355 Iteration 78Q: 3 clusters Score -4527568 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 34392 members Entering Unmasked Estep Score: -4527573.000000 Penalty: 5189.089355 Iteration 79Q: 3 clusters Score -4527573 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 34393 members Entering Unmasked Estep Score: -4527574.000000 Penalty: 5189.089355 Iteration 80F: 3 clusters Score -4527574 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (5829 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5829 members Entering Unmasked Estep Score: -752493.312500 Penalty: 2150.309082 Iteration 0F: 2 clusters Score -752493.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -747449.125000 Penalty: 4300.618164 Iteration 0F: 3 clusters Score -747449.1 nChanged 2266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2936 members Mstep: Class 2 contains 2893 members Entering Unmasked Estep Score: -748702.312500 Penalty: 4300.618164 Iteration 1F: 3 clusters Score -748702.3 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 2878 members Entering Unmasked Estep Score: -748942.687500 Penalty: 4300.618164 Iteration 2F: 3 clusters Score -748942.7 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -749108.750000 Penalty: 4300.618164 Iteration 3F: 3 clusters Score -749108.8 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -749221.250000 Penalty: 4300.618164 Iteration 4Q: 3 clusters Score -749221.2 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2948 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -749294.250000 Penalty: 4300.618164 Iteration 5Q: 3 clusters Score -749294.2 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -749359.312500 Penalty: 4300.618164 Iteration 6Q: 3 clusters Score -749359.3 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 2923 members Entering Unmasked Estep Score: -749422.437500 Penalty: 4300.618164 Iteration 7Q: 3 clusters Score -749422.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2897 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -749466.562500 Penalty: 4300.618164 Iteration 8Q: 3 clusters Score -749466.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -749508.250000 Penalty: 4300.618164 Iteration 9Q: 3 clusters Score -749508.2 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -749550.000000 Penalty: 4300.618164 Iteration 10Q: 3 clusters Score -749550 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 2939 members Entering Unmasked Estep Score: -749587.937500 Penalty: 4300.618164 Iteration 11Q: 3 clusters Score -749587.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -749615.937500 Penalty: 4300.618164 Iteration 12Q: 3 clusters Score -749615.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -749645.250000 Penalty: 4300.618164 Iteration 13Q: 3 clusters Score -749645.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -749671.875000 Penalty: 4300.618164 Iteration 14Q: 3 clusters Score -749671.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 2940 members Entering Unmasked Estep Score: -749701.562500 Penalty: 4300.618164 Iteration 15Q: 3 clusters Score -749701.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -749720.812500 Penalty: 4300.618164 Iteration 16Q: 3 clusters Score -749720.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 2958 members Entering Unmasked Estep Score: -749741.187500 Penalty: 4300.618164 Iteration 17Q: 3 clusters Score -749741.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 2967 members Entering Unmasked Estep Score: -749756.312500 Penalty: 4300.618164 Iteration 18Q: 3 clusters Score -749756.3 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -749782.875000 Penalty: 4300.618164 Iteration 19Q: 3 clusters Score -749782.9 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -749808.937500 Penalty: 4300.618164 Iteration 20F: 3 clusters Score -749808.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -749833.437500 Penalty: 4300.618164 Iteration 21Q: 3 clusters Score -749833.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -749858.312500 Penalty: 4300.618164 Iteration 22Q: 3 clusters Score -749858.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -749882.000000 Penalty: 4300.618164 Iteration 23Q: 3 clusters Score -749882 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 3046 members Entering Unmasked Estep Score: -749915.562500 Penalty: 4300.618164 Iteration 24Q: 3 clusters Score -749915.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2767 members Mstep: Class 2 contains 3062 members Entering Unmasked Estep Score: -749960.437500 Penalty: 4300.618164 Iteration 25Q: 3 clusters Score -749960.4 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2760 members Mstep: Class 2 contains 3069 members Entering Unmasked Estep Score: -750004.250000 Penalty: 4300.618164 Iteration 26Q: 3 clusters Score -750004.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -750050.937500 Penalty: 4300.618164 Iteration 27Q: 3 clusters Score -750050.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 3151 members Entering Unmasked Estep Score: -750103.125000 Penalty: 4300.618164 Iteration 28Q: 3 clusters Score -750103.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 3178 members Entering Unmasked Estep Score: -750137.562500 Penalty: 4300.618164 Iteration 29Q: 3 clusters Score -750137.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2632 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -750167.500000 Penalty: 4300.618164 Iteration 30Q: 3 clusters Score -750167.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2618 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -750186.937500 Penalty: 4300.618164 Iteration 31Q: 3 clusters Score -750186.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -750209.375000 Penalty: 4300.618164 Iteration 32Q: 3 clusters Score -750209.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 3241 members Entering Unmasked Estep Score: -750228.062500 Penalty: 4300.618164 Iteration 33Q: 3 clusters Score -750228.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2581 members Mstep: Class 2 contains 3248 members Entering Unmasked Estep Score: -750252.375000 Penalty: 4300.618164 Iteration 34Q: 3 clusters Score -750252.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -750270.500000 Penalty: 4300.618164 Iteration 35Q: 3 clusters Score -750270.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 3284 members Entering Unmasked Estep Score: -750289.062500 Penalty: 4300.618164 Iteration 36Q: 3 clusters Score -750289.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 3295 members Entering Unmasked Estep Score: -750299.187500 Penalty: 4300.618164 Iteration 37Q: 3 clusters Score -750299.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2519 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -750309.250000 Penalty: 4300.618164 Iteration 38Q: 3 clusters Score -750309.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 3323 members Entering Unmasked Estep Score: -750321.562500 Penalty: 4300.618164 Iteration 39Q: 3 clusters Score -750321.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2502 members Mstep: Class 2 contains 3327 members Entering Unmasked Estep Score: -750325.750000 Penalty: 4300.618164 Iteration 40F: 3 clusters Score -750325.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -750330.687500 Penalty: 4300.618164 Iteration 41Q: 3 clusters Score -750330.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 3351 members Entering Unmasked Estep Score: -750333.437500 Penalty: 4300.618164 Iteration 42Q: 3 clusters Score -750333.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 3354 members Entering Unmasked Estep Score: -750338.062500 Penalty: 4300.618164 Iteration 43Q: 3 clusters Score -750338.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -750343.812500 Penalty: 4300.618164 Iteration 44Q: 3 clusters Score -750343.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 3361 members Entering Unmasked Estep Score: -750347.937500 Penalty: 4300.618164 Iteration 45Q: 3 clusters Score -750347.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2463 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -750351.437500 Penalty: 4300.618164 Iteration 46Q: 3 clusters Score -750351.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2453 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -750354.062500 Penalty: 4300.618164 Iteration 47Q: 3 clusters Score -750354.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 3382 members Entering Unmasked Estep Score: -750360.875000 Penalty: 4300.618164 Iteration 48Q: 3 clusters Score -750360.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2444 members Mstep: Class 2 contains 3385 members Entering Unmasked Estep Score: -750363.562500 Penalty: 4300.618164 Iteration 49Q: 3 clusters Score -750363.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2440 members Mstep: Class 2 contains 3389 members Entering Unmasked Estep Score: -750364.500000 Penalty: 4300.618164 Iteration 50Q: 3 clusters Score -750364.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 3395 members Entering Unmasked Estep Score: -750367.062500 Penalty: 4300.618164 Iteration 51Q: 3 clusters Score -750367.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2430 members Mstep: Class 2 contains 3399 members Entering Unmasked Estep Score: -750369.312500 Penalty: 4300.618164 Iteration 52Q: 3 clusters Score -750369.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -750368.687500 Penalty: 4300.618164 Iteration 53Q: 3 clusters Score -750368.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -750375.812500 Penalty: 4300.618164 Iteration 54Q: 3 clusters Score -750375.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 3416 members Entering Unmasked Estep Score: -750377.312500 Penalty: 4300.618164 Iteration 55Q: 3 clusters Score -750377.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 3420 members Entering Unmasked Estep Score: -750380.500000 Penalty: 4300.618164 Iteration 56Q: 3 clusters Score -750380.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2405 members Mstep: Class 2 contains 3424 members Entering Unmasked Estep Score: -750382.562500 Penalty: 4300.618164 Iteration 57Q: 3 clusters Score -750382.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -750387.687500 Penalty: 4300.618164 Iteration 58Q: 3 clusters Score -750387.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 3440 members Entering Unmasked Estep Score: -750389.750000 Penalty: 4300.618164 Iteration 59Q: 3 clusters Score -750389.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 3446 members Entering Unmasked Estep Score: -750390.437500 Penalty: 4300.618164 Iteration 60F: 3 clusters Score -750390.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2375 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -750394.437500 Penalty: 4300.618164 Iteration 61Q: 3 clusters Score -750394.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 3458 members Entering Unmasked Estep Score: -750397.500000 Penalty: 4300.618164 Iteration 62Q: 3 clusters Score -750397.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -750399.875000 Penalty: 4300.618164 Iteration 63Q: 3 clusters Score -750399.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2361 members Mstep: Class 2 contains 3468 members Entering Unmasked Estep Score: -750403.875000 Penalty: 4300.618164 Iteration 64Q: 3 clusters Score -750403.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -750406.125000 Penalty: 4300.618164 Iteration 65Q: 3 clusters Score -750406.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 3486 members Entering Unmasked Estep Score: -750410.125000 Penalty: 4300.618164 Iteration 66Q: 3 clusters Score -750410.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2338 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -750411.687500 Penalty: 4300.618164 Iteration 67Q: 3 clusters Score -750411.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -750415.812500 Penalty: 4300.618164 Iteration 68Q: 3 clusters Score -750415.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 3499 members Entering Unmasked Estep Score: -750416.437500 Penalty: 4300.618164 Iteration 69Q: 3 clusters Score -750416.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -750416.312500 Penalty: 4300.618164 Iteration 70Q: 3 clusters Score -750416.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 3500 members Entering Unmasked Estep Score: -750416.312500 Penalty: 4300.618164 Iteration 71F: 3 clusters Score -750416.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (15528 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15528 members Entering Unmasked Estep Score: -1991960.000000 Penalty: 2393.299316 Iteration 0F: 2 clusters Score -1991960 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7695 members Mstep: Class 2 contains 7833 members Entering Unmasked Estep Score: -1980802.000000 Penalty: 4786.598633 Iteration 0F: 3 clusters Score -1980802 nChanged 6686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7363 members Mstep: Class 2 contains 8165 members Entering Unmasked Estep Score: -1984400.750000 Penalty: 4786.598633 Iteration 1F: 3 clusters Score -1984401 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7210 members Mstep: Class 2 contains 8318 members Entering Unmasked Estep Score: -1984782.125000 Penalty: 4786.598633 Iteration 2F: 3 clusters Score -1984782 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7072 members Mstep: Class 2 contains 8456 members Entering Unmasked Estep Score: -1985050.250000 Penalty: 4786.598633 Iteration 3Q: 3 clusters Score -1985050 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6957 members Mstep: Class 2 contains 8571 members Entering Unmasked Estep Score: -1985264.375000 Penalty: 4786.598633 Iteration 4Q: 3 clusters Score -1985264 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 8737 members Entering Unmasked Estep Score: -1985450.625000 Penalty: 4786.598633 Iteration 5Q: 3 clusters Score -1985451 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 8954 members Entering Unmasked Estep Score: -1985661.750000 Penalty: 4786.598633 Iteration 6Q: 3 clusters Score -1985662 nChanged 477 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 9171 members Entering Unmasked Estep Score: -1985841.250000 Penalty: 4786.598633 Iteration 7Q: 3 clusters Score -1985841 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6123 members Mstep: Class 2 contains 9405 members Entering Unmasked Estep Score: -1986042.125000 Penalty: 4786.598633 Iteration 8Q: 3 clusters Score -1986042 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5817 members Mstep: Class 2 contains 9711 members Entering Unmasked Estep Score: -1986270.000000 Penalty: 4786.598633 Iteration 9Q: 3 clusters Score -1986270 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 10042 members Entering Unmasked Estep Score: -1986489.375000 Penalty: 4786.598633 Iteration 10Q: 3 clusters Score -1986489 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5084 members Mstep: Class 2 contains 10444 members Entering Unmasked Estep Score: -1986756.500000 Penalty: 4786.598633 Iteration 11Q: 3 clusters Score -1986756 nChanged 492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4692 members Mstep: Class 2 contains 10836 members Entering Unmasked Estep Score: -1986989.125000 Penalty: 4786.598633 Iteration 12Q: 3 clusters Score -1986989 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 11289 members Entering Unmasked Estep Score: -1987259.500000 Penalty: 4786.598633 Iteration 13Q: 3 clusters Score -1987260 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 11820 members Entering Unmasked Estep Score: -1987590.375000 Penalty: 4786.598633 Iteration 14Q: 3 clusters Score -1987590 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 12376 members Entering Unmasked Estep Score: -1987932.250000 Penalty: 4786.598633 Iteration 15Q: 3 clusters Score -1987932 nChanged 540 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 12906 members Entering Unmasked Estep Score: -1988288.250000 Penalty: 4786.598633 Iteration 16Q: 3 clusters Score -1988288 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2149 members Mstep: Class 2 contains 13379 members Entering Unmasked Estep Score: -1988591.625000 Penalty: 4786.598633 Iteration 17Q: 3 clusters Score -1988592 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 13782 members Entering Unmasked Estep Score: -1988891.750000 Penalty: 4786.598633 Iteration 18Q: 3 clusters Score -1988892 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 14105 members Entering Unmasked Estep Score: -1989130.750000 Penalty: 4786.598633 Iteration 19Q: 3 clusters Score -1989131 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 14368 members Entering Unmasked Estep Score: -1989334.625000 Penalty: 4786.598633 Iteration 20F: 3 clusters Score -1989335 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 14556 members Entering Unmasked Estep Score: -1989477.750000 Penalty: 4786.598633 Iteration 21Q: 3 clusters Score -1989478 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 14672 members Entering Unmasked Estep Score: -1989557.750000 Penalty: 4786.598633 Iteration 22Q: 3 clusters Score -1989558 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 14759 members Entering Unmasked Estep Score: -1989615.625000 Penalty: 4786.598633 Iteration 23Q: 3 clusters Score -1989616 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 14829 members Entering Unmasked Estep Score: -1989670.000000 Penalty: 4786.598633 Iteration 24Q: 3 clusters Score -1989670 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 14883 members Entering Unmasked Estep Score: -1989715.125000 Penalty: 4786.598633 Iteration 25Q: 3 clusters Score -1989715 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 14917 members Entering Unmasked Estep Score: -1989747.750000 Penalty: 4786.598633 Iteration 26Q: 3 clusters Score -1989748 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 14948 members Entering Unmasked Estep Score: -1989777.375000 Penalty: 4786.598633 Iteration 27Q: 3 clusters Score -1989777 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 14969 members Entering Unmasked Estep Score: -1989795.250000 Penalty: 4786.598633 Iteration 28Q: 3 clusters Score -1989795 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 14987 members Entering Unmasked Estep Score: -1989811.375000 Penalty: 4786.598633 Iteration 29Q: 3 clusters Score -1989811 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 14996 members Entering Unmasked Estep Score: -1989822.875000 Penalty: 4786.598633 Iteration 30Q: 3 clusters Score -1989823 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 15003 members Entering Unmasked Estep Score: -1989830.500000 Penalty: 4786.598633 Iteration 31Q: 3 clusters Score -1989830 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 15012 members Entering Unmasked Estep Score: -1989840.625000 Penalty: 4786.598633 Iteration 32Q: 3 clusters Score -1989841 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 15021 members Entering Unmasked Estep Score: -1989849.875000 Penalty: 4786.598633 Iteration 33Q: 3 clusters Score -1989850 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 15031 members Entering Unmasked Estep Score: -1989857.000000 Penalty: 4786.598633 Iteration 34Q: 3 clusters Score -1989857 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 15031 members Entering Unmasked Estep Score: -1989857.875000 Penalty: 4786.598633 Iteration 35Q: 3 clusters Score -1989858 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 15033 members Entering Unmasked Estep Score: -1989862.250000 Penalty: 4786.598633 Iteration 36Q: 3 clusters Score -1989862 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 15034 members Entering Unmasked Estep Score: -1989862.375000 Penalty: 4786.598633 Iteration 37Q: 3 clusters Score -1989862 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 15036 members Entering Unmasked Estep Score: -1989862.125000 Penalty: 4786.598633 Iteration 38Q: 3 clusters Score -1989862 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 15040 members Entering Unmasked Estep Score: -1989869.875000 Penalty: 4786.598633 Iteration 39Q: 3 clusters Score -1989870 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 15043 members Entering Unmasked Estep Score: -1989869.125000 Penalty: 4786.598633 Iteration 40F: 3 clusters Score -1989869 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 15044 members Entering Unmasked Estep Score: -1989873.250000 Penalty: 4786.598633 Iteration 41Q: 3 clusters Score -1989873 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 15045 members Entering Unmasked Estep Score: -1989874.375000 Penalty: 4786.598633 Iteration 42Q: 3 clusters Score -1989874 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 15045 members Entering Unmasked Estep Score: -1989874.375000 Penalty: 4786.598633 Iteration 43F: 3 clusters Score -1989874 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2589 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Entering Unmasked Estep Score: -332720.281250 Penalty: 1949.038696 Iteration 0F: 2 clusters Score -332720.3 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 1341 members Entering Unmasked Estep Score: -329738.500000 Penalty: 3898.077393 Iteration 0F: 3 clusters Score -329738.5 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -330275.500000 Penalty: 3898.077393 Iteration 1F: 3 clusters Score -330275.5 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -330403.250000 Penalty: 3898.077393 Iteration 2F: 3 clusters Score -330403.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1387 members Entering Unmasked Estep Score: -330476.906250 Penalty: 3898.077393 Iteration 3Q: 3 clusters Score -330476.9 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -330533.468750 Penalty: 3898.077393 Iteration 4Q: 3 clusters Score -330533.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -330578.218750 Penalty: 3898.077393 Iteration 5Q: 3 clusters Score -330578.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -330605.218750 Penalty: 3898.077393 Iteration 6Q: 3 clusters Score -330605.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -330626.031250 Penalty: 3898.077393 Iteration 7Q: 3 clusters Score -330626 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -330639.343750 Penalty: 3898.077393 Iteration 8Q: 3 clusters Score -330639.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -330646.093750 Penalty: 3898.077393 Iteration 9Q: 3 clusters Score -330646.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -330652.375000 Penalty: 3898.077393 Iteration 10Q: 3 clusters Score -330652.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -330661.500000 Penalty: 3898.077393 Iteration 11Q: 3 clusters Score -330661.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -330671.562500 Penalty: 3898.077393 Iteration 12Q: 3 clusters Score -330671.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -330680.343750 Penalty: 3898.077393 Iteration 13Q: 3 clusters Score -330680.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -330688.968750 Penalty: 3898.077393 Iteration 14Q: 3 clusters Score -330689 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1449 members Entering Unmasked Estep Score: -330693.843750 Penalty: 3898.077393 Iteration 15Q: 3 clusters Score -330693.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -330694.781250 Penalty: 3898.077393 Iteration 16Q: 3 clusters Score -330694.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -330696.718750 Penalty: 3898.077393 Iteration 17Q: 3 clusters Score -330696.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -330699.062500 Penalty: 3898.077393 Iteration 18Q: 3 clusters Score -330699.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -330700.625000 Penalty: 3898.077393 Iteration 19Q: 3 clusters Score -330700.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -330701.343750 Penalty: 3898.077393 Iteration 20F: 3 clusters Score -330701.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (10932 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10932 members Entering Unmasked Estep Score: -1396400.625000 Penalty: 2306.263672 Iteration 0F: 2 clusters Score -1396401 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 5482 members Entering Unmasked Estep Score: -1388119.000000 Penalty: 4612.527344 Iteration 0F: 3 clusters Score -1388119 nChanged 4596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5272 members Mstep: Class 2 contains 5660 members Entering Unmasked Estep Score: -1390785.125000 Penalty: 4612.527344 Iteration 1F: 3 clusters Score -1390785 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5088 members Mstep: Class 2 contains 5844 members Entering Unmasked Estep Score: -1391546.875000 Penalty: 4612.527344 Iteration 2F: 3 clusters Score -1391547 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 6070 members Entering Unmasked Estep Score: -1392602.000000 Penalty: 4612.527344 Iteration 3F: 3 clusters Score -1392602 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4527 members Mstep: Class 2 contains 6405 members Entering Unmasked Estep Score: -1393936.250000 Penalty: 4612.527344 Iteration 4F: 3 clusters Score -1393936 nChanged 986 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 6827 members Entering Unmasked Estep Score: -1395193.625000 Penalty: 4612.527344 Iteration 5F: 3 clusters Score -1395194 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3737 members Mstep: Class 2 contains 7195 members Entering Unmasked Estep Score: -1396043.250000 Penalty: 4612.527344 Iteration 6F: 3 clusters Score -1396043 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3492 members Mstep: Class 2 contains 7440 members Entering Unmasked Estep Score: -1396510.625000 Penalty: 4612.527344 Iteration 7Q: 3 clusters Score -1396511 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 7577 members Entering Unmasked Estep Score: -1396682.375000 Penalty: 4612.527344 Iteration 8Q: 3 clusters Score -1396682 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 7649 members Entering Unmasked Estep Score: -1396747.875000 Penalty: 4612.527344 Iteration 9Q: 3 clusters Score -1396748 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3228 members Mstep: Class 2 contains 7704 members Entering Unmasked Estep Score: -1396773.125000 Penalty: 4612.527344 Iteration 10Q: 3 clusters Score -1396773 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3192 members Mstep: Class 2 contains 7740 members Entering Unmasked Estep Score: -1396786.625000 Penalty: 4612.527344 Iteration 11Q: 3 clusters Score -1396787 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3171 members Mstep: Class 2 contains 7761 members Entering Unmasked Estep Score: -1396794.125000 Penalty: 4612.527344 Iteration 12Q: 3 clusters Score -1396794 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3150 members Mstep: Class 2 contains 7782 members Entering Unmasked Estep Score: -1396796.375000 Penalty: 4612.527344 Iteration 13Q: 3 clusters Score -1396796 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3138 members Mstep: Class 2 contains 7794 members Entering Unmasked Estep Score: -1396798.125000 Penalty: 4612.527344 Iteration 14Q: 3 clusters Score -1396798 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 7805 members Entering Unmasked Estep Score: -1396802.625000 Penalty: 4612.527344 Iteration 15Q: 3 clusters Score -1396803 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3121 members Mstep: Class 2 contains 7811 members Entering Unmasked Estep Score: -1396803.875000 Penalty: 4612.527344 Iteration 16Q: 3 clusters Score -1396804 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3117 members Mstep: Class 2 contains 7815 members Entering Unmasked Estep Score: -1396803.500000 Penalty: 4612.527344 Iteration 17Q: 3 clusters Score -1396804 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 7817 members Entering Unmasked Estep Score: -1396807.000000 Penalty: 4612.527344 Iteration 18Q: 3 clusters Score -1396807 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 7817 members Entering Unmasked Estep Score: -1396807.000000 Penalty: 4612.527344 Iteration 19F: 3 clusters Score -1396807 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 34957 members Mstep: Class 3 contains 5829 members Mstep: Class 4 contains 15528 members Mstep: Class 5 contains 2589 members Mstep: Class 6 contains 3115 members Mstep: Class 7 contains 9029 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3054 members Mstep: Class 10 contains 464 members Mstep: Class 11 contains 87859 members Mstep: Class 12 contains 22450 members Mstep: Class 13 contains 24719 members Mstep: Class 14 contains 18610 members Mstep: Class 15 contains 1079 members Mstep: Class 16 contains 610 members Mstep: Class 17 contains 2013 members Mstep: Class 18 contains 7817 members Mstep: Class 19 contains 187407 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12699 members Entering Unmasked Estep Score: -55706636.000000 Penalty: 67739.937500 Splitting cluster 6 changes total score from -55707092.000000 to -55706636.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (9029 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9029 members Entering Unmasked Estep Score: -1144855.875000 Penalty: 2258.833008 Iteration 0F: 2 clusters Score -1144856 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4454 members Mstep: Class 2 contains 4575 members Entering Unmasked Estep Score: -1137787.625000 Penalty: 4517.666016 Iteration 0F: 3 clusters Score -1137788 nChanged 3726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4284 members Mstep: Class 2 contains 4745 members Entering Unmasked Estep Score: -1139856.125000 Penalty: 4517.666016 Iteration 1F: 3 clusters Score -1139856 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -1140219.625000 Penalty: 4517.666016 Iteration 2F: 3 clusters Score -1140220 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -1140528.500000 Penalty: 4517.666016 Iteration 3F: 3 clusters Score -1140528 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 5001 members Entering Unmasked Estep Score: -1140790.875000 Penalty: 4517.666016 Iteration 4Q: 3 clusters Score -1140791 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3903 members Mstep: Class 2 contains 5126 members Entering Unmasked Estep Score: -1141016.250000 Penalty: 4517.666016 Iteration 5Q: 3 clusters Score -1141016 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 5302 members Entering Unmasked Estep Score: -1141240.875000 Penalty: 4517.666016 Iteration 6Q: 3 clusters Score -1141241 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3501 members Mstep: Class 2 contains 5528 members Entering Unmasked Estep Score: -1141495.000000 Penalty: 4517.666016 Iteration 7Q: 3 clusters Score -1141495 nChanged 412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 5762 members Entering Unmasked Estep Score: -1141784.250000 Penalty: 4517.666016 Iteration 8Q: 3 clusters Score -1141784 nChanged 438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 6022 members Entering Unmasked Estep Score: -1142125.375000 Penalty: 4517.666016 Iteration 9Q: 3 clusters Score -1142125 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2751 members Mstep: Class 2 contains 6278 members Entering Unmasked Estep Score: -1142526.250000 Penalty: 4517.666016 Iteration 10Q: 3 clusters Score -1142526 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 6478 members Entering Unmasked Estep Score: -1143027.250000 Penalty: 4517.666016 Iteration 11Q: 3 clusters Score -1143027 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 6613 members Entering Unmasked Estep Score: -1143543.875000 Penalty: 4517.666016 Iteration 12Q: 3 clusters Score -1143544 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2346 members Mstep: Class 2 contains 6683 members Entering Unmasked Estep Score: -1144020.250000 Penalty: 4517.666016 Iteration 13Q: 3 clusters Score -1144020 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 6705 members Entering Unmasked Estep Score: -1144329.000000 Penalty: 4517.666016 Iteration 14Q: 3 clusters Score -1144329 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2309 members Mstep: Class 2 contains 6720 members Entering Unmasked Estep Score: -1144460.875000 Penalty: 4517.666016 Iteration 15Q: 3 clusters Score -1144461 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 6706 members Entering Unmasked Estep Score: -1144514.250000 Penalty: 4517.666016 Iteration 16Q: 3 clusters Score -1144514 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 6701 members Entering Unmasked Estep Score: -1144536.250000 Penalty: 4517.666016 Iteration 17Q: 3 clusters Score -1144536 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 6697 members Entering Unmasked Estep Score: -1144546.125000 Penalty: 4517.666016 Iteration 18Q: 3 clusters Score -1144546 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2329 members Mstep: Class 2 contains 6700 members Entering Unmasked Estep Score: -1144549.125000 Penalty: 4517.666016 Iteration 19Q: 3 clusters Score -1144549 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -1144547.875000 Penalty: 4517.666016 Iteration 20F: 3 clusters Score -1144548 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -1144549.000000 Penalty: 4517.666016 Iteration 21Q: 3 clusters Score -1144549 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -1144550.875000 Penalty: 4517.666016 Iteration 22Q: 3 clusters Score -1144551 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2326 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -1144550.875000 Penalty: 4517.666016 Iteration 23F: 3 clusters Score -1144551 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Entering Unmasked Estep Score: -20185.912109 Penalty: 1278.016357 Iteration 0F: 2 clusters Score -20185.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -19141.248047 Penalty: 2556.032715 Iteration 0F: 3 clusters Score -19141.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -19161.859375 Penalty: 2556.032715 Iteration 1Q: 3 clusters Score -19161.86 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -19161.859375 Penalty: 2556.032715 Iteration 2F: 3 clusters Score -19161.86 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3054 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Entering Unmasked Estep Score: -383018.375000 Penalty: 1990.003418 Iteration 0F: 2 clusters Score -383018.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1538 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -379715.312500 Penalty: 3980.006836 Iteration 0F: 3 clusters Score -379715.3 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -380422.156250 Penalty: 3980.006836 Iteration 1F: 3 clusters Score -380422.2 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -380609.781250 Penalty: 3980.006836 Iteration 2F: 3 clusters Score -380609.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1583 members Entering Unmasked Estep Score: -380701.593750 Penalty: 3980.006836 Iteration 3Q: 3 clusters Score -380701.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 1590 members Entering Unmasked Estep Score: -380765.937500 Penalty: 3980.006836 Iteration 4Q: 3 clusters Score -380765.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -380804.843750 Penalty: 3980.006836 Iteration 5Q: 3 clusters Score -380804.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1439 members Mstep: Class 2 contains 1615 members Entering Unmasked Estep Score: -380830.343750 Penalty: 3980.006836 Iteration 6Q: 3 clusters Score -380830.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -380850.125000 Penalty: 3980.006836 Iteration 7Q: 3 clusters Score -380850.1 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -380866.437500 Penalty: 3980.006836 Iteration 8Q: 3 clusters Score -380866.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -380879.000000 Penalty: 3980.006836 Iteration 9Q: 3 clusters Score -380879 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -380889.906250 Penalty: 3980.006836 Iteration 10Q: 3 clusters Score -380889.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -380898.687500 Penalty: 3980.006836 Iteration 11Q: 3 clusters Score -380898.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1387 members Mstep: Class 2 contains 1667 members Entering Unmasked Estep Score: -380903.625000 Penalty: 3980.006836 Iteration 12Q: 3 clusters Score -380903.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -380909.593750 Penalty: 3980.006836 Iteration 13Q: 3 clusters Score -380909.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -380916.937500 Penalty: 3980.006836 Iteration 14Q: 3 clusters Score -380916.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -380925.687500 Penalty: 3980.006836 Iteration 15Q: 3 clusters Score -380925.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -380931.156250 Penalty: 3980.006836 Iteration 16Q: 3 clusters Score -380931.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -380934.906250 Penalty: 3980.006836 Iteration 17Q: 3 clusters Score -380934.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -380941.687500 Penalty: 3980.006836 Iteration 18Q: 3 clusters Score -380941.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -380945.968750 Penalty: 3980.006836 Iteration 19Q: 3 clusters Score -380946 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -380952.281250 Penalty: 3980.006836 Iteration 20F: 3 clusters Score -380952.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1371 members Mstep: Class 2 contains 1683 members Entering Unmasked Estep Score: -380956.187500 Penalty: 3980.006836 Iteration 21Q: 3 clusters Score -380956.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1688 members Entering Unmasked Estep Score: -380960.906250 Penalty: 3980.006836 Iteration 22Q: 3 clusters Score -380960.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -380965.437500 Penalty: 3980.006836 Iteration 23Q: 3 clusters Score -380965.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -380971.156250 Penalty: 3980.006836 Iteration 24Q: 3 clusters Score -380971.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1350 members Mstep: Class 2 contains 1704 members Entering Unmasked Estep Score: -380973.812500 Penalty: 3980.006836 Iteration 25Q: 3 clusters Score -380973.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 1705 members Entering Unmasked Estep Score: -380976.781250 Penalty: 3980.006836 Iteration 26Q: 3 clusters Score -380976.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -380981.781250 Penalty: 3980.006836 Iteration 27Q: 3 clusters Score -380981.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -380984.312500 Penalty: 3980.006836 Iteration 28Q: 3 clusters Score -380984.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -380990.125000 Penalty: 3980.006836 Iteration 29Q: 3 clusters Score -380990.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -380997.000000 Penalty: 3980.006836 Iteration 30Q: 3 clusters Score -380997 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -381000.062500 Penalty: 3980.006836 Iteration 31Q: 3 clusters Score -381000.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -381002.906250 Penalty: 3980.006836 Iteration 32Q: 3 clusters Score -381002.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -381005.375000 Penalty: 3980.006836 Iteration 33Q: 3 clusters Score -381005.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -381008.625000 Penalty: 3980.006836 Iteration 34Q: 3 clusters Score -381008.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1345 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -381011.500000 Penalty: 3980.006836 Iteration 35Q: 3 clusters Score -381011.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -381014.031250 Penalty: 3980.006836 Iteration 36Q: 3 clusters Score -381014 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -381015.718750 Penalty: 3980.006836 Iteration 37Q: 3 clusters Score -381015.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -381017.625000 Penalty: 3980.006836 Iteration 38Q: 3 clusters Score -381017.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1336 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -381022.156250 Penalty: 3980.006836 Iteration 39Q: 3 clusters Score -381022.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -381027.468750 Penalty: 3980.006836 Iteration 40F: 3 clusters Score -381027.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 1731 members Entering Unmasked Estep Score: -381033.250000 Penalty: 3980.006836 Iteration 41Q: 3 clusters Score -381033.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -381038.093750 Penalty: 3980.006836 Iteration 42Q: 3 clusters Score -381038.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -381042.500000 Penalty: 3980.006836 Iteration 43Q: 3 clusters Score -381042.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -381047.062500 Penalty: 3980.006836 Iteration 44Q: 3 clusters Score -381047.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -381050.531250 Penalty: 3980.006836 Iteration 45Q: 3 clusters Score -381050.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -381052.156250 Penalty: 3980.006836 Iteration 46Q: 3 clusters Score -381052.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -381053.187500 Penalty: 3980.006836 Iteration 47Q: 3 clusters Score -381053.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -381053.187500 Penalty: 3980.006836 Iteration 48F: 3 clusters Score -381053.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (464 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Entering Unmasked Estep Score: -50763.707031 Penalty: 1522.691406 Iteration 0F: 2 clusters Score -50763.71 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 230 members Entering Unmasked Estep Score: -49328.500000 Penalty: 3045.382812 Iteration 0F: 3 clusters Score -49328.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -49483.988281 Penalty: 3045.382812 Iteration 1F: 3 clusters Score -49483.99 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -49554.621094 Penalty: 3045.382812 Iteration 2Q: 3 clusters Score -49554.62 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -49634.304688 Penalty: 3045.382812 Iteration 3Q: 3 clusters Score -49634.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -49849.324219 Penalty: 3045.382812 Iteration 4Q: 3 clusters Score -49849.32 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -50055.203125 Penalty: 3045.382812 Iteration 5F: 3 clusters Score -50055.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -50180.148438 Penalty: 3045.382812 Iteration 6F: 3 clusters Score -50180.15 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -50248.910156 Penalty: 3045.382812 Iteration 7F: 3 clusters Score -50248.91 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -50284.003906 Penalty: 3045.382812 Iteration 8Q: 3 clusters Score -50284 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 129 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -50315.671875 Penalty: 3045.382812 Iteration 9Q: 3 clusters Score -50315.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -50340.898438 Penalty: 3045.382812 Iteration 10Q: 3 clusters Score -50340.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -50349.777344 Penalty: 3045.382812 Iteration 11Q: 3 clusters Score -50349.78 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -50358.800781 Penalty: 3045.382812 Iteration 12Q: 3 clusters Score -50358.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -50370.468750 Penalty: 3045.382812 Iteration 13Q: 3 clusters Score -50370.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -50388.917969 Penalty: 3045.382812 Iteration 14Q: 3 clusters Score -50388.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -50393.796875 Penalty: 3045.382812 Iteration 15Q: 3 clusters Score -50393.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -50393.796875 Penalty: 3045.382812 Iteration 16F: 3 clusters Score -50393.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (87859 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87859 members Entering Unmasked Estep Score: -11259960.000000 Penalty: 2823.105225 Iteration 0F: 2 clusters Score -1.125996e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43888 members Mstep: Class 2 contains 43971 members Entering Unmasked Estep Score: -11201327.000000 Penalty: 5646.210449 Iteration 0F: 3 clusters Score -1.120133e+07 nChanged 41129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43077 members Mstep: Class 2 contains 44782 members Entering Unmasked Estep Score: -11224567.000000 Penalty: 5646.210449 Iteration 1F: 3 clusters Score -1.122457e+07 nChanged 3059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42814 members Mstep: Class 2 contains 45045 members Entering Unmasked Estep Score: -11225208.000000 Penalty: 5646.210449 Iteration 2Q: 3 clusters Score -1.122521e+07 nChanged 2940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42506 members Mstep: Class 2 contains 45353 members Entering Unmasked Estep Score: -11226034.000000 Penalty: 5646.210449 Iteration 3Q: 3 clusters Score -1.122603e+07 nChanged 2970 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42156 members Mstep: Class 2 contains 45703 members Entering Unmasked Estep Score: -11226757.000000 Penalty: 5646.210449 Iteration 4Q: 3 clusters Score -1.122676e+07 nChanged 2977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41653 members Mstep: Class 2 contains 46206 members Entering Unmasked Estep Score: -11227680.000000 Penalty: 5646.210449 Iteration 5Q: 3 clusters Score -1.122768e+07 nChanged 3142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40953 members Mstep: Class 2 contains 46906 members Entering Unmasked Estep Score: -11228778.000000 Penalty: 5646.210449 Iteration 6Q: 3 clusters Score -1.122878e+07 nChanged 3443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40088 members Mstep: Class 2 contains 47771 members Entering Unmasked Estep Score: -11230191.000000 Penalty: 5646.210449 Iteration 7Q: 3 clusters Score -1.123019e+07 nChanged 3919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38981 members Mstep: Class 2 contains 48878 members Entering Unmasked Estep Score: -11232093.000000 Penalty: 5646.210449 Iteration 8Q: 3 clusters Score -1.123209e+07 nChanged 4424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37747 members Mstep: Class 2 contains 50112 members Entering Unmasked Estep Score: -11234848.000000 Penalty: 5646.210449 Iteration 9F: 3 clusters Score -1.123485e+07 nChanged 5004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36505 members Mstep: Class 2 contains 51354 members Entering Unmasked Estep Score: -11238186.000000 Penalty: 5646.210449 Iteration 10F: 3 clusters Score -1.123819e+07 nChanged 4953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35414 members Mstep: Class 2 contains 52445 members Entering Unmasked Estep Score: -11241263.000000 Penalty: 5646.210449 Iteration 11F: 3 clusters Score -1.124126e+07 nChanged 4142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34462 members Mstep: Class 2 contains 53397 members Entering Unmasked Estep Score: -11243229.000000 Penalty: 5646.210449 Iteration 12Q: 3 clusters Score -1.124323e+07 nChanged 2908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33542 members Mstep: Class 2 contains 54317 members Entering Unmasked Estep Score: -11244067.000000 Penalty: 5646.210449 Iteration 13Q: 3 clusters Score -1.124407e+07 nChanged 1747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32611 members Mstep: Class 2 contains 55248 members Entering Unmasked Estep Score: -11244443.000000 Penalty: 5646.210449 Iteration 14Q: 3 clusters Score -1.124444e+07 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31641 members Mstep: Class 2 contains 56218 members Entering Unmasked Estep Score: -11244737.000000 Penalty: 5646.210449 Iteration 15Q: 3 clusters Score -1.124474e+07 nChanged 1116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30645 members Mstep: Class 2 contains 57214 members Entering Unmasked Estep Score: -11245010.000000 Penalty: 5646.210449 Iteration 16Q: 3 clusters Score -1.124501e+07 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29597 members Mstep: Class 2 contains 58262 members Entering Unmasked Estep Score: -11245351.000000 Penalty: 5646.210449 Iteration 17Q: 3 clusters Score -1.124535e+07 nChanged 1222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28469 members Mstep: Class 2 contains 59390 members Entering Unmasked Estep Score: -11245797.000000 Penalty: 5646.210449 Iteration 18Q: 3 clusters Score -1.12458e+07 nChanged 1370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27191 members Mstep: Class 2 contains 60668 members Entering Unmasked Estep Score: -11246332.000000 Penalty: 5646.210449 Iteration 19Q: 3 clusters Score -1.124633e+07 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25808 members Mstep: Class 2 contains 62051 members Entering Unmasked Estep Score: -11247148.000000 Penalty: 5646.210449 Iteration 20F: 3 clusters Score -1.124715e+07 nChanged 1545 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24429 members Mstep: Class 2 contains 63430 members Entering Unmasked Estep Score: -11248133.000000 Penalty: 5646.210449 Iteration 21Q: 3 clusters Score -1.124813e+07 nChanged 1521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23092 members Mstep: Class 2 contains 64767 members Entering Unmasked Estep Score: -11249004.000000 Penalty: 5646.210449 Iteration 22Q: 3 clusters Score -1.1249e+07 nChanged 1393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21889 members Mstep: Class 2 contains 65970 members Entering Unmasked Estep Score: -11249648.000000 Penalty: 5646.210449 Iteration 23Q: 3 clusters Score -1.124965e+07 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20774 members Mstep: Class 2 contains 67085 members Entering Unmasked Estep Score: -11250104.000000 Penalty: 5646.210449 Iteration 24Q: 3 clusters Score -1.12501e+07 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19700 members Mstep: Class 2 contains 68159 members Entering Unmasked Estep Score: -11250526.000000 Penalty: 5646.210449 Iteration 25Q: 3 clusters Score -1.125053e+07 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18633 members Mstep: Class 2 contains 69226 members Entering Unmasked Estep Score: -11250925.000000 Penalty: 5646.210449 Iteration 26Q: 3 clusters Score -1.125092e+07 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17602 members Mstep: Class 2 contains 70257 members Entering Unmasked Estep Score: -11251215.000000 Penalty: 5646.210449 Iteration 27Q: 3 clusters Score -1.125122e+07 nChanged 1028 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16618 members Mstep: Class 2 contains 71241 members Entering Unmasked Estep Score: -11251503.000000 Penalty: 5646.210449 Iteration 28Q: 3 clusters Score -1.12515e+07 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15643 members Mstep: Class 2 contains 72216 members Entering Unmasked Estep Score: -11251793.000000 Penalty: 5646.210449 Iteration 29Q: 3 clusters Score -1.125179e+07 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14681 members Mstep: Class 2 contains 73178 members Entering Unmasked Estep Score: -11252081.000000 Penalty: 5646.210449 Iteration 30Q: 3 clusters Score -1.125208e+07 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13703 members Mstep: Class 2 contains 74156 members Entering Unmasked Estep Score: -11252434.000000 Penalty: 5646.210449 Iteration 31Q: 3 clusters Score -1.125243e+07 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12763 members Mstep: Class 2 contains 75096 members Entering Unmasked Estep Score: -11252717.000000 Penalty: 5646.210449 Iteration 32Q: 3 clusters Score -1.125272e+07 nChanged 951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11816 members Mstep: Class 2 contains 76043 members Entering Unmasked Estep Score: -11252995.000000 Penalty: 5646.210449 Iteration 33Q: 3 clusters Score -1.1253e+07 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10902 members Mstep: Class 2 contains 76957 members Entering Unmasked Estep Score: -11253296.000000 Penalty: 5646.210449 Iteration 34Q: 3 clusters Score -1.12533e+07 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9991 members Mstep: Class 2 contains 77868 members Entering Unmasked Estep Score: -11253610.000000 Penalty: 5646.210449 Iteration 35Q: 3 clusters Score -1.125361e+07 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9091 members Mstep: Class 2 contains 78768 members Entering Unmasked Estep Score: -11253934.000000 Penalty: 5646.210449 Iteration 36Q: 3 clusters Score -1.125393e+07 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8220 members Mstep: Class 2 contains 79639 members Entering Unmasked Estep Score: -11254257.000000 Penalty: 5646.210449 Iteration 37Q: 3 clusters Score -1.125426e+07 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7414 members Mstep: Class 2 contains 80445 members Entering Unmasked Estep Score: -11254517.000000 Penalty: 5646.210449 Iteration 38Q: 3 clusters Score -1.125452e+07 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6631 members Mstep: Class 2 contains 81228 members Entering Unmasked Estep Score: -11254844.000000 Penalty: 5646.210449 Iteration 39Q: 3 clusters Score -1.125484e+07 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5883 members Mstep: Class 2 contains 81976 members Entering Unmasked Estep Score: -11255239.000000 Penalty: 5646.210449 Iteration 40F: 3 clusters Score -1.125524e+07 nChanged 721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5174 members Mstep: Class 2 contains 82685 members Entering Unmasked Estep Score: -11255562.000000 Penalty: 5646.210449 Iteration 41Q: 3 clusters Score -1.125556e+07 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 83339 members Entering Unmasked Estep Score: -11255875.000000 Penalty: 5646.210449 Iteration 42Q: 3 clusters Score -1.125588e+07 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 83946 members Entering Unmasked Estep Score: -11256197.000000 Penalty: 5646.210449 Iteration 43Q: 3 clusters Score -1.12562e+07 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 84452 members Entering Unmasked Estep Score: -11256396.000000 Penalty: 5646.210449 Iteration 44Q: 3 clusters Score -1.12564e+07 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 84884 members Entering Unmasked Estep Score: -11256598.000000 Penalty: 5646.210449 Iteration 45Q: 3 clusters Score -1.12566e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2641 members Mstep: Class 2 contains 85218 members Entering Unmasked Estep Score: -11256736.000000 Penalty: 5646.210449 Iteration 46Q: 3 clusters Score -1.125674e+07 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 85511 members Entering Unmasked Estep Score: -11256853.000000 Penalty: 5646.210449 Iteration 47Q: 3 clusters Score -1.125685e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2111 members Mstep: Class 2 contains 85748 members Entering Unmasked Estep Score: -11256960.000000 Penalty: 5646.210449 Iteration 48Q: 3 clusters Score -1.125696e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 85934 members Entering Unmasked Estep Score: -11257050.000000 Penalty: 5646.210449 Iteration 49Q: 3 clusters Score -1.125705e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 86090 members Entering Unmasked Estep Score: -11257104.000000 Penalty: 5646.210449 Iteration 50Q: 3 clusters Score -1.12571e+07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 86237 members Entering Unmasked Estep Score: -11257195.000000 Penalty: 5646.210449 Iteration 51Q: 3 clusters Score -1.12572e+07 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 86358 members Entering Unmasked Estep Score: -11257268.000000 Penalty: 5646.210449 Iteration 52Q: 3 clusters Score -1.125727e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 86462 members Entering Unmasked Estep Score: -11257346.000000 Penalty: 5646.210449 Iteration 53Q: 3 clusters Score -1.125735e+07 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 86551 members Entering Unmasked Estep Score: -11257387.000000 Penalty: 5646.210449 Iteration 54Q: 3 clusters Score -1.125739e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 86632 members Entering Unmasked Estep Score: -11257418.000000 Penalty: 5646.210449 Iteration 55Q: 3 clusters Score -1.125742e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 86687 members Entering Unmasked Estep Score: -11257446.000000 Penalty: 5646.210449 Iteration 56Q: 3 clusters Score -1.125745e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 86730 members Entering Unmasked Estep Score: -11257457.000000 Penalty: 5646.210449 Iteration 57Q: 3 clusters Score -1.125746e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 86774 members Entering Unmasked Estep Score: -11257475.000000 Penalty: 5646.210449 Iteration 58Q: 3 clusters Score -1.125748e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 86809 members Entering Unmasked Estep Score: -11257486.000000 Penalty: 5646.210449 Iteration 59Q: 3 clusters Score -1.125749e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 86839 members Entering Unmasked Estep Score: -11257505.000000 Penalty: 5646.210449 Iteration 60F: 3 clusters Score -1.12575e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 86864 members Entering Unmasked Estep Score: -11257518.000000 Penalty: 5646.210449 Iteration 61Q: 3 clusters Score -1.125752e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 86876 members Entering Unmasked Estep Score: -11257522.000000 Penalty: 5646.210449 Iteration 62Q: 3 clusters Score -1.125752e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 86889 members Entering Unmasked Estep Score: -11257539.000000 Penalty: 5646.210449 Iteration 63Q: 3 clusters Score -1.125754e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 86900 members Entering Unmasked Estep Score: -11257529.000000 Penalty: 5646.210449 Iteration 64Q: 3 clusters Score -1.125753e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 86907 members Entering Unmasked Estep Score: -11257543.000000 Penalty: 5646.210449 Iteration 65Q: 3 clusters Score -1.125754e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 86917 members Entering Unmasked Estep Score: -11257554.000000 Penalty: 5646.210449 Iteration 66Q: 3 clusters Score -1.125755e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 86927 members Entering Unmasked Estep Score: -11257556.000000 Penalty: 5646.210449 Iteration 67Q: 3 clusters Score -1.125756e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 86937 members Entering Unmasked Estep Score: -11257567.000000 Penalty: 5646.210449 Iteration 68Q: 3 clusters Score -1.125757e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 86946 members Entering Unmasked Estep Score: -11257558.000000 Penalty: 5646.210449 Iteration 69Q: 3 clusters Score -1.125756e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 86950 members Entering Unmasked Estep Score: -11257567.000000 Penalty: 5646.210449 Iteration 70Q: 3 clusters Score -1.125757e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 86957 members Entering Unmasked Estep Score: -11257564.000000 Penalty: 5646.210449 Iteration 71Q: 3 clusters Score -1.125756e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 86963 members Entering Unmasked Estep Score: -11257567.000000 Penalty: 5646.210449 Iteration 72Q: 3 clusters Score -1.125757e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 86967 members Entering Unmasked Estep Score: -11257571.000000 Penalty: 5646.210449 Iteration 73Q: 3 clusters Score -1.125757e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 86972 members Entering Unmasked Estep Score: -11257576.000000 Penalty: 5646.210449 Iteration 74Q: 3 clusters Score -1.125758e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 86971 members Entering Unmasked Estep Score: -11257572.000000 Penalty: 5646.210449 Iteration 75Q: 3 clusters Score -1.125757e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 86974 members Entering Unmasked Estep Score: -11257563.000000 Penalty: 5646.210449 Iteration 76Q: 3 clusters Score -1.125756e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 86975 members Entering Unmasked Estep Score: -11257567.000000 Penalty: 5646.210449 Iteration 77Q: 3 clusters Score -1.125757e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 86975 members Entering Unmasked Estep Score: -11257567.000000 Penalty: 5646.210449 Iteration 78F: 3 clusters Score -1.125757e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (22450 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22450 members Entering Unmasked Estep Score: -2794451.000000 Penalty: 2484.723389 Iteration 0F: 2 clusters Score -2794451 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11337 members Mstep: Class 2 contains 11113 members Entering Unmasked Estep Score: -2778791.250000 Penalty: 4969.446777 Iteration 0F: 3 clusters Score -2778791 nChanged 10007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11868 members Mstep: Class 2 contains 10582 members Entering Unmasked Estep Score: -2784261.000000 Penalty: 4969.446777 Iteration 1F: 3 clusters Score -2784261 nChanged 1206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12288 members Mstep: Class 2 contains 10162 members Entering Unmasked Estep Score: -2784705.250000 Penalty: 4969.446777 Iteration 2F: 3 clusters Score -2784705 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12815 members Mstep: Class 2 contains 9635 members Entering Unmasked Estep Score: -2785098.000000 Penalty: 4969.446777 Iteration 3Q: 3 clusters Score -2785098 nChanged 987 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13478 members Mstep: Class 2 contains 8972 members Entering Unmasked Estep Score: -2785520.000000 Penalty: 4969.446777 Iteration 4Q: 3 clusters Score -2785520 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14294 members Mstep: Class 2 contains 8156 members Entering Unmasked Estep Score: -2786039.250000 Penalty: 4969.446777 Iteration 5Q: 3 clusters Score -2786039 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15359 members Mstep: Class 2 contains 7091 members Entering Unmasked Estep Score: -2786748.250000 Penalty: 4969.446777 Iteration 6F: 3 clusters Score -2786748 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16591 members Mstep: Class 2 contains 5859 members Entering Unmasked Estep Score: -2787617.250000 Penalty: 4969.446777 Iteration 7F: 3 clusters Score -2787617 nChanged 1393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17948 members Mstep: Class 2 contains 4502 members Entering Unmasked Estep Score: -2788705.250000 Penalty: 4969.446777 Iteration 8F: 3 clusters Score -2788705 nChanged 1314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19220 members Mstep: Class 2 contains 3230 members Entering Unmasked Estep Score: -2789791.500000 Penalty: 4969.446777 Iteration 9F: 3 clusters Score -2789792 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20228 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -2790680.500000 Penalty: 4969.446777 Iteration 10Q: 3 clusters Score -2790680 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20916 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -2791310.250000 Penalty: 4969.446777 Iteration 11Q: 3 clusters Score -2791310 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21325 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -2791734.250000 Penalty: 4969.446777 Iteration 12Q: 3 clusters Score -2791734 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21533 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -2792054.750000 Penalty: 4969.446777 Iteration 13Q: 3 clusters Score -2792055 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21622 members Mstep: Class 2 contains 828 members Entering Unmasked Estep Score: -2792220.000000 Penalty: 4969.446777 Iteration 14Q: 3 clusters Score -2792220 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21668 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -2792320.500000 Penalty: 4969.446777 Iteration 15Q: 3 clusters Score -2792320 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21703 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -2792381.250000 Penalty: 4969.446777 Iteration 16Q: 3 clusters Score -2792381 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21733 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -2792429.250000 Penalty: 4969.446777 Iteration 17Q: 3 clusters Score -2792429 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21749 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -2792447.000000 Penalty: 4969.446777 Iteration 18Q: 3 clusters Score -2792447 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21759 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -2792465.250000 Penalty: 4969.446777 Iteration 19Q: 3 clusters Score -2792465 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21765 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -2792471.500000 Penalty: 4969.446777 Iteration 20F: 3 clusters Score -2792472 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21767 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -2792480.250000 Penalty: 4969.446777 Iteration 21Q: 3 clusters Score -2792480 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21764 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -2792487.000000 Penalty: 4969.446777 Iteration 22Q: 3 clusters Score -2792487 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21765 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -2792487.750000 Penalty: 4969.446777 Iteration 23Q: 3 clusters Score -2792488 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21763 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -2792489.500000 Penalty: 4969.446777 Iteration 24Q: 3 clusters Score -2792490 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21763 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -2792489.500000 Penalty: 4969.446777 Iteration 25F: 3 clusters Score -2792490 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (24719 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24719 members Entering Unmasked Estep Score: -3173901.250000 Penalty: 2508.601318 Iteration 0F: 2 clusters Score -3173901 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12485 members Mstep: Class 2 contains 12234 members Entering Unmasked Estep Score: -3156802.250000 Penalty: 5017.202637 Iteration 0F: 3 clusters Score -3156802 nChanged 10998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13167 members Mstep: Class 2 contains 11552 members Entering Unmasked Estep Score: -3162912.750000 Penalty: 5017.202637 Iteration 1F: 3 clusters Score -3162913 nChanged 1395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13584 members Mstep: Class 2 contains 11135 members Entering Unmasked Estep Score: -3163542.000000 Penalty: 5017.202637 Iteration 2F: 3 clusters Score -3163542 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14187 members Mstep: Class 2 contains 10532 members Entering Unmasked Estep Score: -3164129.000000 Penalty: 5017.202637 Iteration 3F: 3 clusters Score -3164129 nChanged 1280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15037 members Mstep: Class 2 contains 9682 members Entering Unmasked Estep Score: -3164730.750000 Penalty: 5017.202637 Iteration 4F: 3 clusters Score -3164731 nChanged 1303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16104 members Mstep: Class 2 contains 8615 members Entering Unmasked Estep Score: -3165422.500000 Penalty: 5017.202637 Iteration 5F: 3 clusters Score -3165422 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17367 members Mstep: Class 2 contains 7352 members Entering Unmasked Estep Score: -3166283.500000 Penalty: 5017.202637 Iteration 6F: 3 clusters Score -3166284 nChanged 1478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18803 members Mstep: Class 2 contains 5916 members Entering Unmasked Estep Score: -3167327.250000 Penalty: 5017.202637 Iteration 7F: 3 clusters Score -3167327 nChanged 1527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20290 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -3168513.000000 Penalty: 5017.202637 Iteration 8F: 3 clusters Score -3168513 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21614 members Mstep: Class 2 contains 3105 members Entering Unmasked Estep Score: -3169732.250000 Penalty: 5017.202637 Iteration 9F: 3 clusters Score -3169732 nChanged 1041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22639 members Mstep: Class 2 contains 2080 members Entering Unmasked Estep Score: -3170738.750000 Penalty: 5017.202637 Iteration 10Q: 3 clusters Score -3170739 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23258 members Mstep: Class 2 contains 1461 members Entering Unmasked Estep Score: -3171354.750000 Penalty: 5017.202637 Iteration 11Q: 3 clusters Score -3171355 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23575 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -3171707.500000 Penalty: 5017.202637 Iteration 12Q: 3 clusters Score -3171708 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23745 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -3171890.750000 Penalty: 5017.202637 Iteration 13Q: 3 clusters Score -3171891 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23839 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -3171953.500000 Penalty: 5017.202637 Iteration 14Q: 3 clusters Score -3171954 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23890 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -3171999.250000 Penalty: 5017.202637 Iteration 15Q: 3 clusters Score -3171999 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23938 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -3172033.000000 Penalty: 5017.202637 Iteration 16Q: 3 clusters Score -3172033 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23962 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -3172050.250000 Penalty: 5017.202637 Iteration 17Q: 3 clusters Score -3172050 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23980 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -3172060.500000 Penalty: 5017.202637 Iteration 18Q: 3 clusters Score -3172060 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23989 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -3172062.750000 Penalty: 5017.202637 Iteration 19Q: 3 clusters Score -3172063 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23996 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -3172067.500000 Penalty: 5017.202637 Iteration 20F: 3 clusters Score -3172068 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24001 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -3172071.500000 Penalty: 5017.202637 Iteration 21Q: 3 clusters Score -3172072 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24004 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -3172078.250000 Penalty: 5017.202637 Iteration 22Q: 3 clusters Score -3172078 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24008 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -3172074.500000 Penalty: 5017.202637 Iteration 23Q: 3 clusters Score -3172074 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24011 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -3172080.000000 Penalty: 5017.202637 Iteration 24Q: 3 clusters Score -3172080 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24013 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -3172084.000000 Penalty: 5017.202637 Iteration 25Q: 3 clusters Score -3172084 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24015 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -3172081.000000 Penalty: 5017.202637 Iteration 26Q: 3 clusters Score -3172081 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24016 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -3172077.750000 Penalty: 5017.202637 Iteration 27Q: 3 clusters Score -3172078 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24016 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -3172077.750000 Penalty: 5017.202637 Iteration 28F: 3 clusters Score -3172078 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (18610 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18610 members Entering Unmasked Estep Score: -2403546.750000 Penalty: 2438.200684 Iteration 0F: 2 clusters Score -2403547 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9253 members Mstep: Class 2 contains 9357 members Entering Unmasked Estep Score: -2390459.500000 Penalty: 4876.401367 Iteration 0F: 3 clusters Score -2390460 nChanged 8089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9008 members Mstep: Class 2 contains 9602 members Entering Unmasked Estep Score: -2394754.750000 Penalty: 4876.401367 Iteration 1F: 3 clusters Score -2394755 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8870 members Mstep: Class 2 contains 9740 members Entering Unmasked Estep Score: -2395189.750000 Penalty: 4876.401367 Iteration 2F: 3 clusters Score -2395190 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8565 members Mstep: Class 2 contains 10045 members Entering Unmasked Estep Score: -2395717.500000 Penalty: 4876.401367 Iteration 3F: 3 clusters Score -2395718 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8109 members Mstep: Class 2 contains 10501 members Entering Unmasked Estep Score: -2396368.000000 Penalty: 4876.401367 Iteration 4F: 3 clusters Score -2396368 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7441 members Mstep: Class 2 contains 11169 members Entering Unmasked Estep Score: -2397069.500000 Penalty: 4876.401367 Iteration 5F: 3 clusters Score -2397070 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6583 members Mstep: Class 2 contains 12027 members Entering Unmasked Estep Score: -2397735.750000 Penalty: 4876.401367 Iteration 6F: 3 clusters Score -2397736 nChanged 1154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5609 members Mstep: Class 2 contains 13001 members Entering Unmasked Estep Score: -2398493.000000 Penalty: 4876.401367 Iteration 7F: 3 clusters Score -2398493 nChanged 1128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4599 members Mstep: Class 2 contains 14011 members Entering Unmasked Estep Score: -2399340.250000 Penalty: 4876.401367 Iteration 8F: 3 clusters Score -2399340 nChanged 1072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 14989 members Entering Unmasked Estep Score: -2400248.250000 Penalty: 4876.401367 Iteration 9F: 3 clusters Score -2400248 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 15841 members Entering Unmasked Estep Score: -2401055.250000 Penalty: 4876.401367 Iteration 10Q: 3 clusters Score -2401055 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 16428 members Entering Unmasked Estep Score: -2401682.000000 Penalty: 4876.401367 Iteration 11Q: 3 clusters Score -2401682 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1799 members Mstep: Class 2 contains 16811 members Entering Unmasked Estep Score: -2402089.500000 Penalty: 4876.401367 Iteration 12Q: 3 clusters Score -2402090 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 17028 members Entering Unmasked Estep Score: -2402276.750000 Penalty: 4876.401367 Iteration 13Q: 3 clusters Score -2402277 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 17172 members Entering Unmasked Estep Score: -2402385.500000 Penalty: 4876.401367 Iteration 14Q: 3 clusters Score -2402386 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 17264 members Entering Unmasked Estep Score: -2402434.000000 Penalty: 4876.401367 Iteration 15Q: 3 clusters Score -2402434 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 17337 members Entering Unmasked Estep Score: -2402474.250000 Penalty: 4876.401367 Iteration 16Q: 3 clusters Score -2402474 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 17383 members Entering Unmasked Estep Score: -2402489.500000 Penalty: 4876.401367 Iteration 17Q: 3 clusters Score -2402490 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 17423 members Entering Unmasked Estep Score: -2402516.750000 Penalty: 4876.401367 Iteration 18Q: 3 clusters Score -2402517 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 17458 members Entering Unmasked Estep Score: -2402539.250000 Penalty: 4876.401367 Iteration 19Q: 3 clusters Score -2402539 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 17485 members Entering Unmasked Estep Score: -2402545.250000 Penalty: 4876.401367 Iteration 20F: 3 clusters Score -2402545 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 17513 members Entering Unmasked Estep Score: -2402572.250000 Penalty: 4876.401367 Iteration 21Q: 3 clusters Score -2402572 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 17538 members Entering Unmasked Estep Score: -2402583.750000 Penalty: 4876.401367 Iteration 22Q: 3 clusters Score -2402584 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 17551 members Entering Unmasked Estep Score: -2402587.250000 Penalty: 4876.401367 Iteration 23Q: 3 clusters Score -2402587 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 17561 members Entering Unmasked Estep Score: -2402587.000000 Penalty: 4876.401367 Iteration 24Q: 3 clusters Score -2402587 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 17567 members Entering Unmasked Estep Score: -2402587.000000 Penalty: 4876.401367 Iteration 25Q: 3 clusters Score -2402587 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 17580 members Entering Unmasked Estep Score: -2402597.750000 Penalty: 4876.401367 Iteration 26Q: 3 clusters Score -2402598 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 17590 members Entering Unmasked Estep Score: -2402594.500000 Penalty: 4876.401367 Iteration 27Q: 3 clusters Score -2402594 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 17597 members Entering Unmasked Estep Score: -2402600.500000 Penalty: 4876.401367 Iteration 28Q: 3 clusters Score -2402600 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 17605 members Entering Unmasked Estep Score: -2402603.750000 Penalty: 4876.401367 Iteration 29Q: 3 clusters Score -2402604 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 17608 members Entering Unmasked Estep Score: -2402609.750000 Penalty: 4876.401367 Iteration 30Q: 3 clusters Score -2402610 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 995 members Mstep: Class 2 contains 17615 members Entering Unmasked Estep Score: -2402609.750000 Penalty: 4876.401367 Iteration 31Q: 3 clusters Score -2402610 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 17622 members Entering Unmasked Estep Score: -2402614.000000 Penalty: 4876.401367 Iteration 32Q: 3 clusters Score -2402614 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 17627 members Entering Unmasked Estep Score: -2402619.500000 Penalty: 4876.401367 Iteration 33Q: 3 clusters Score -2402620 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 17635 members Entering Unmasked Estep Score: -2402626.500000 Penalty: 4876.401367 Iteration 34Q: 3 clusters Score -2402626 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 17641 members Entering Unmasked Estep Score: -2402630.500000 Penalty: 4876.401367 Iteration 35Q: 3 clusters Score -2402630 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 17647 members Entering Unmasked Estep Score: -2402631.500000 Penalty: 4876.401367 Iteration 36Q: 3 clusters Score -2402632 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 17650 members Entering Unmasked Estep Score: -2402635.500000 Penalty: 4876.401367 Iteration 37Q: 3 clusters Score -2402636 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 17654 members Entering Unmasked Estep Score: -2402637.250000 Penalty: 4876.401367 Iteration 38Q: 3 clusters Score -2402637 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 953 members Mstep: Class 2 contains 17657 members Entering Unmasked Estep Score: -2402641.750000 Penalty: 4876.401367 Iteration 39Q: 3 clusters Score -2402642 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 17660 members Entering Unmasked Estep Score: -2402641.000000 Penalty: 4876.401367 Iteration 40F: 3 clusters Score -2402641 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 17661 members Entering Unmasked Estep Score: -2402645.500000 Penalty: 4876.401367 Iteration 41Q: 3 clusters Score -2402646 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 945 members Mstep: Class 2 contains 17665 members Entering Unmasked Estep Score: -2402646.000000 Penalty: 4876.401367 Iteration 42Q: 3 clusters Score -2402646 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 17668 members Entering Unmasked Estep Score: -2402648.250000 Penalty: 4876.401367 Iteration 43Q: 3 clusters Score -2402648 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 941 members Mstep: Class 2 contains 17669 members Entering Unmasked Estep Score: -2402649.500000 Penalty: 4876.401367 Iteration 44Q: 3 clusters Score -2402650 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 17671 members Entering Unmasked Estep Score: -2402649.500000 Penalty: 4876.401367 Iteration 45Q: 3 clusters Score -2402650 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 17673 members Entering Unmasked Estep Score: -2402652.500000 Penalty: 4876.401367 Iteration 46Q: 3 clusters Score -2402652 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 17677 members Entering Unmasked Estep Score: -2402655.000000 Penalty: 4876.401367 Iteration 47Q: 3 clusters Score -2402655 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 17681 members Entering Unmasked Estep Score: -2402655.250000 Penalty: 4876.401367 Iteration 48Q: 3 clusters Score -2402655 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 927 members Mstep: Class 2 contains 17683 members Entering Unmasked Estep Score: -2402659.250000 Penalty: 4876.401367 Iteration 49Q: 3 clusters Score -2402659 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 17684 members Entering Unmasked Estep Score: -2402660.500000 Penalty: 4876.401367 Iteration 50Q: 3 clusters Score -2402660 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 17684 members Entering Unmasked Estep Score: -2402660.500000 Penalty: 4876.401367 Iteration 51F: 3 clusters Score -2402660 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1079 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Entering Unmasked Estep Score: -116360.218750 Penalty: 1731.979858 Iteration 0F: 2 clusters Score -116360.2 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 513 members Entering Unmasked Estep Score: -114416.515625 Penalty: 3463.959717 Iteration 0F: 3 clusters Score -114416.5 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -115107.531250 Penalty: 3463.959717 Iteration 1F: 3 clusters Score -115107.5 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -115621.859375 Penalty: 3463.959717 Iteration 2F: 3 clusters Score -115621.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -116286.546875 Penalty: 3463.959717 Iteration 3F: 3 clusters Score -116286.5 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -117621.859375 Penalty: 3463.959717 Iteration 4F: 3 clusters Score -117621.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -118683.085938 Penalty: 3463.959717 Iteration 5F: 3 clusters Score -118683.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -119553.648438 Penalty: 3463.959717 Iteration 6Q: 3 clusters Score -119553.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -119829.695312 Penalty: 3463.959717 Iteration 7Q: 3 clusters Score -119829.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -119865.570312 Penalty: 3463.959717 Iteration 8Q: 3 clusters Score -119865.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -119874.929688 Penalty: 3463.959717 Iteration 9Q: 3 clusters Score -119874.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -119877.679688 Penalty: 3463.959717 Iteration 10Q: 3 clusters Score -119877.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -119877.679688 Penalty: 3463.959717 Iteration 11F: 3 clusters Score -119877.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 34957 members Mstep: Class 3 contains 5829 members Mstep: Class 4 contains 15528 members Mstep: Class 5 contains 2589 members Mstep: Class 6 contains 10932 members Mstep: Class 7 contains 9029 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3054 members Mstep: Class 10 contains 464 members Mstep: Class 11 contains 87859 members Mstep: Class 12 contains 22450 members Mstep: Class 13 contains 24719 members Mstep: Class 14 contains 18610 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 610 members Mstep: Class 17 contains 2013 members Mstep: Class 18 contains 527 members Mstep: Class 19 contains 187407 members Mstep: Class 20 contains 1049 members Mstep: Class 21 contains 12699 members Entering Unmasked Estep Score: -55709052.000000 Penalty: 67739.937500 Splitting cluster 15 changes total score from -55707092.000000 to -55709052.000000 So it's getting split into cluster 18. Entering ConstructFrom: Trying to split cluster 16 (610 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Entering Unmasked Estep Score: -69932.109375 Penalty: 1590.537842 Iteration 0F: 2 clusters Score -69932.11 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -68283.460938 Penalty: 3181.075684 Iteration 0F: 3 clusters Score -68283.46 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -68513.015625 Penalty: 3181.075684 Iteration 1F: 3 clusters Score -68513.02 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -68635.570312 Penalty: 3181.075684 Iteration 2F: 3 clusters Score -68635.57 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -68751.343750 Penalty: 3181.075684 Iteration 3Q: 3 clusters Score -68751.34 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -68860.679688 Penalty: 3181.075684 Iteration 4Q: 3 clusters Score -68860.68 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -69005.328125 Penalty: 3181.075684 Iteration 5Q: 3 clusters Score -69005.33 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -69169.914062 Penalty: 3181.075684 Iteration 6Q: 3 clusters Score -69169.91 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -69257.906250 Penalty: 3181.075684 Iteration 7Q: 3 clusters Score -69257.91 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -69320.179688 Penalty: 3181.075684 Iteration 8Q: 3 clusters Score -69320.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -69338.617188 Penalty: 3181.075684 Iteration 9Q: 3 clusters Score -69338.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -69354.226562 Penalty: 3181.075684 Iteration 10Q: 3 clusters Score -69354.23 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -69360.687500 Penalty: 3181.075684 Iteration 11Q: 3 clusters Score -69360.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -69366.320312 Penalty: 3181.075684 Iteration 12Q: 3 clusters Score -69366.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -69366.320312 Penalty: 3181.075684 Iteration 13F: 3 clusters Score -69366.32 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (2013 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Entering Unmasked Estep Score: -238547.968750 Penalty: 1886.630615 Iteration 0F: 2 clusters Score -238548 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -235912.265625 Penalty: 3773.261230 Iteration 0F: 3 clusters Score -235912.3 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -236434.953125 Penalty: 3773.261230 Iteration 1F: 3 clusters Score -236435 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -236653.140625 Penalty: 3773.261230 Iteration 2F: 3 clusters Score -236653.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -236818.078125 Penalty: 3773.261230 Iteration 3F: 3 clusters Score -236818.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -236983.390625 Penalty: 3773.261230 Iteration 4F: 3 clusters Score -236983.4 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -237216.015625 Penalty: 3773.261230 Iteration 5F: 3 clusters Score -237216 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -237426.000000 Penalty: 3773.261230 Iteration 6F: 3 clusters Score -237426 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -237592.390625 Penalty: 3773.261230 Iteration 7Q: 3 clusters Score -237592.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -237749.218750 Penalty: 3773.261230 Iteration 8Q: 3 clusters Score -237749.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -237909.265625 Penalty: 3773.261230 Iteration 9Q: 3 clusters Score -237909.3 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -238018.859375 Penalty: 3773.261230 Iteration 10Q: 3 clusters Score -238018.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -238126.906250 Penalty: 3773.261230 Iteration 11Q: 3 clusters Score -238126.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -238223.515625 Penalty: 3773.261230 Iteration 12Q: 3 clusters Score -238223.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -238270.218750 Penalty: 3773.261230 Iteration 13Q: 3 clusters Score -238270.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -238286.031250 Penalty: 3773.261230 Iteration 14Q: 3 clusters Score -238286 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -238293.859375 Penalty: 3773.261230 Iteration 15Q: 3 clusters Score -238293.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -238296.187500 Penalty: 3773.261230 Iteration 16Q: 3 clusters Score -238296.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -238297.203125 Penalty: 3773.261230 Iteration 17Q: 3 clusters Score -238297.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -238298.234375 Penalty: 3773.261230 Iteration 18Q: 3 clusters Score -238298.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -238298.234375 Penalty: 3773.261230 Iteration 19F: 3 clusters Score -238298.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (187407 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187407 members Entering Unmasked Estep Score: -23626350.000000 Penalty: 3010.977295 Iteration 0F: 2 clusters Score -2.362635e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93069 members Mstep: Class 2 contains 94338 members Entering Unmasked Estep Score: -23501254.000000 Penalty: 6021.954590 Iteration 0F: 3 clusters Score -2.350125e+07 nChanged 89996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83331 members Mstep: Class 2 contains 104076 members Entering Unmasked Estep Score: -23555072.000000 Penalty: 6021.954590 Iteration 1F: 3 clusters Score -2.355507e+07 nChanged 7704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76659 members Mstep: Class 2 contains 110748 members Entering Unmasked Estep Score: -23558060.000000 Penalty: 6021.954590 Iteration 2Q: 3 clusters Score -2.355806e+07 nChanged 10457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66622 members Mstep: Class 2 contains 120785 members Entering Unmasked Estep Score: -23563522.000000 Penalty: 6021.954590 Iteration 3F: 3 clusters Score -2.356352e+07 nChanged 14294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52484 members Mstep: Class 2 contains 134923 members Entering Unmasked Estep Score: -23573668.000000 Penalty: 6021.954590 Iteration 4F: 3 clusters Score -2.357367e+07 nChanged 17737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34787 members Mstep: Class 2 contains 152620 members Entering Unmasked Estep Score: -23589542.000000 Penalty: 6021.954590 Iteration 5F: 3 clusters Score -2.358954e+07 nChanged 17256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17537 members Mstep: Class 2 contains 169870 members Entering Unmasked Estep Score: -23606662.000000 Penalty: 6021.954590 Iteration 6F: 3 clusters Score -2.360666e+07 nChanged 11154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6387 members Mstep: Class 2 contains 181020 members Entering Unmasked Estep Score: -23617680.000000 Penalty: 6021.954590 Iteration 7F: 3 clusters Score -2.361768e+07 nChanged 4526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 185542 members Entering Unmasked Estep Score: -23621968.000000 Penalty: 6021.954590 Iteration 8Q: 3 clusters Score -2.362197e+07 nChanged 1243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 186777 members Entering Unmasked Estep Score: -23623144.000000 Penalty: 6021.954590 Iteration 9Q: 3 clusters Score -2.362314e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 187048 members Entering Unmasked Estep Score: -23623486.000000 Penalty: 6021.954590 Iteration 10Q: 3 clusters Score -2.362349e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 187117 members Entering Unmasked Estep Score: -23623596.000000 Penalty: 6021.954590 Iteration 11Q: 3 clusters Score -2.36236e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 187141 members Entering Unmasked Estep Score: -23623624.000000 Penalty: 6021.954590 Iteration 12Q: 3 clusters Score -2.362362e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 187150 members Entering Unmasked Estep Score: -23623652.000000 Penalty: 6021.954590 Iteration 13Q: 3 clusters Score -2.362365e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 187149 members Entering Unmasked Estep Score: -23623666.000000 Penalty: 6021.954590 Iteration 14Q: 3 clusters Score -2.362367e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 187148 members Entering Unmasked Estep Score: -23623670.000000 Penalty: 6021.954590 Iteration 15Q: 3 clusters Score -2.362367e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 187150 members Entering Unmasked Estep Score: -23623676.000000 Penalty: 6021.954590 Iteration 16Q: 3 clusters Score -2.362368e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 187153 members Entering Unmasked Estep Score: -23623668.000000 Penalty: 6021.954590 Iteration 17Q: 3 clusters Score -2.362367e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 187156 members Entering Unmasked Estep Score: -23623702.000000 Penalty: 6021.954590 Iteration 18Q: 3 clusters Score -2.36237e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 187156 members Entering Unmasked Estep Score: -23623712.000000 Penalty: 6021.954590 Iteration 19Q: 3 clusters Score -2.362371e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 187155 members Entering Unmasked Estep Score: -23623718.000000 Penalty: 6021.954590 Iteration 20F: 3 clusters Score -2.362372e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 187154 members Entering Unmasked Estep Score: -23623718.000000 Penalty: 6021.954590 Iteration 21Q: 3 clusters Score -2.362372e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 187153 members Entering Unmasked Estep Score: -23623730.000000 Penalty: 6021.954590 Iteration 22Q: 3 clusters Score -2.362373e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 187154 members Entering Unmasked Estep Score: -23623722.000000 Penalty: 6021.954590 Iteration 23Q: 3 clusters Score -2.362372e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 187154 members Entering Unmasked Estep Score: -23623722.000000 Penalty: 6021.954590 Iteration 24Q: 3 clusters Score -2.362372e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 187154 members Entering Unmasked Estep Score: -23623722.000000 Penalty: 6021.954590 Iteration 25F: 3 clusters Score -2.362372e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (1049 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Entering Unmasked Estep Score: -112223.484375 Penalty: 1724.986938 Iteration 0F: 2 clusters Score -112223.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -110278.148438 Penalty: 3449.973877 Iteration 0F: 3 clusters Score -110278.1 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -110932.070312 Penalty: 3449.973877 Iteration 1F: 3 clusters Score -110932.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -111501.421875 Penalty: 3449.973877 Iteration 2F: 3 clusters Score -111501.4 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -111911.187500 Penalty: 3449.973877 Iteration 3F: 3 clusters Score -111911.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -112170.562500 Penalty: 3449.973877 Iteration 4Q: 3 clusters Score -112170.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -112348.125000 Penalty: 3449.973877 Iteration 5Q: 3 clusters Score -112348.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -112743.406250 Penalty: 3449.973877 Iteration 6Q: 3 clusters Score -112743.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -113175.484375 Penalty: 3449.973877 Iteration 7Q: 3 clusters Score -113175.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -113581.242188 Penalty: 3449.973877 Iteration 8Q: 3 clusters Score -113581.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -114050.117188 Penalty: 3449.973877 Iteration 9Q: 3 clusters Score -114050.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -114168.515625 Penalty: 3449.973877 Iteration 10Q: 3 clusters Score -114168.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -114219.304688 Penalty: 3449.973877 Iteration 11Q: 3 clusters Score -114219.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -114347.250000 Penalty: 3449.973877 Iteration 12Q: 3 clusters Score -114347.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -114407.570312 Penalty: 3449.973877 Iteration 13Q: 3 clusters Score -114407.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -114476.281250 Penalty: 3449.973877 Iteration 14Q: 3 clusters Score -114476.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -114506.132812 Penalty: 3449.973877 Iteration 15Q: 3 clusters Score -114506.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -114536.515625 Penalty: 3449.973877 Iteration 16Q: 3 clusters Score -114536.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -114539.875000 Penalty: 3449.973877 Iteration 17Q: 3 clusters Score -114539.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -114539.875000 Penalty: 3449.973877 Iteration 18F: 3 clusters Score -114539.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 34957 members Mstep: Class 3 contains 5829 members Mstep: Class 4 contains 15528 members Mstep: Class 5 contains 2589 members Mstep: Class 6 contains 10932 members Mstep: Class 7 contains 9029 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3054 members Mstep: Class 10 contains 464 members Mstep: Class 11 contains 87859 members Mstep: Class 12 contains 22450 members Mstep: Class 13 contains 24719 members Mstep: Class 14 contains 18610 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 610 members Mstep: Class 17 contains 2013 members Mstep: Class 18 contains 527 members Mstep: Class 19 contains 187407 members Mstep: Class 20 contains 501 members Mstep: Class 21 contains 12699 members Mstep: Class 22 contains 548 members Entering Unmasked Estep Score: -55709936.000000 Penalty: 70965.648438 Splitting cluster 20 changes total score from -55707092.000000 to -55709936.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 21 (12699 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12699 members Entering Unmasked Estep Score: -1640397.000000 Penalty: 2343.421143 Iteration 0F: 2 clusters Score -1640397 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6293 members Mstep: Class 2 contains 6406 members Entering Unmasked Estep Score: -1630929.125000 Penalty: 4686.842285 Iteration 0F: 3 clusters Score -1630929 nChanged 5363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6144 members Mstep: Class 2 contains 6555 members Entering Unmasked Estep Score: -1633868.125000 Penalty: 4686.842285 Iteration 1F: 3 clusters Score -1633868 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6001 members Mstep: Class 2 contains 6698 members Entering Unmasked Estep Score: -1634191.875000 Penalty: 4686.842285 Iteration 2F: 3 clusters Score -1634192 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 6850 members Entering Unmasked Estep Score: -1634448.625000 Penalty: 4686.842285 Iteration 3Q: 3 clusters Score -1634449 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5662 members Mstep: Class 2 contains 7037 members Entering Unmasked Estep Score: -1634660.125000 Penalty: 4686.842285 Iteration 4Q: 3 clusters Score -1634660 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5426 members Mstep: Class 2 contains 7273 members Entering Unmasked Estep Score: -1634860.000000 Penalty: 4686.842285 Iteration 5Q: 3 clusters Score -1634860 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 7560 members Entering Unmasked Estep Score: -1635063.875000 Penalty: 4686.842285 Iteration 6Q: 3 clusters Score -1635064 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 7927 members Entering Unmasked Estep Score: -1635326.750000 Penalty: 4686.842285 Iteration 7Q: 3 clusters Score -1635327 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4410 members Mstep: Class 2 contains 8289 members Entering Unmasked Estep Score: -1635606.500000 Penalty: 4686.842285 Iteration 8Q: 3 clusters Score -1635606 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 8684 members Entering Unmasked Estep Score: -1635988.375000 Penalty: 4686.842285 Iteration 9Q: 3 clusters Score -1635988 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 9064 members Entering Unmasked Estep Score: -1636460.250000 Penalty: 4686.842285 Iteration 10Q: 3 clusters Score -1636460 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3326 members Mstep: Class 2 contains 9373 members Entering Unmasked Estep Score: -1636893.500000 Penalty: 4686.842285 Iteration 11Q: 3 clusters Score -1636894 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3068 members Mstep: Class 2 contains 9631 members Entering Unmasked Estep Score: -1637181.125000 Penalty: 4686.842285 Iteration 12Q: 3 clusters Score -1637181 nChanged 314 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 9817 members Entering Unmasked Estep Score: -1637342.500000 Penalty: 4686.842285 Iteration 13Q: 3 clusters Score -1637342 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 9966 members Entering Unmasked Estep Score: -1637452.250000 Penalty: 4686.842285 Iteration 14Q: 3 clusters Score -1637452 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 10093 members Entering Unmasked Estep Score: -1637555.250000 Penalty: 4686.842285 Iteration 15Q: 3 clusters Score -1637555 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2486 members Mstep: Class 2 contains 10213 members Entering Unmasked Estep Score: -1637632.500000 Penalty: 4686.842285 Iteration 16Q: 3 clusters Score -1637632 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 10320 members Entering Unmasked Estep Score: -1637702.750000 Penalty: 4686.842285 Iteration 17Q: 3 clusters Score -1637703 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2261 members Mstep: Class 2 contains 10438 members Entering Unmasked Estep Score: -1637758.000000 Penalty: 4686.842285 Iteration 18Q: 3 clusters Score -1637758 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2159 members Mstep: Class 2 contains 10540 members Entering Unmasked Estep Score: -1637818.875000 Penalty: 4686.842285 Iteration 19Q: 3 clusters Score -1637819 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 10625 members Entering Unmasked Estep Score: -1637853.625000 Penalty: 4686.842285 Iteration 20F: 3 clusters Score -1637854 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 10694 members Entering Unmasked Estep Score: -1637883.625000 Penalty: 4686.842285 Iteration 21Q: 3 clusters Score -1637884 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 10751 members Entering Unmasked Estep Score: -1637904.125000 Penalty: 4686.842285 Iteration 22Q: 3 clusters Score -1637904 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 10818 members Entering Unmasked Estep Score: -1637934.125000 Penalty: 4686.842285 Iteration 23Q: 3 clusters Score -1637934 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 10872 members Entering Unmasked Estep Score: -1637953.125000 Penalty: 4686.842285 Iteration 24Q: 3 clusters Score -1637953 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 10924 members Entering Unmasked Estep Score: -1637978.500000 Penalty: 4686.842285 Iteration 25Q: 3 clusters Score -1637978 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 10995 members Entering Unmasked Estep Score: -1638003.500000 Penalty: 4686.842285 Iteration 26Q: 3 clusters Score -1638004 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 11054 members Entering Unmasked Estep Score: -1638022.250000 Penalty: 4686.842285 Iteration 27Q: 3 clusters Score -1638022 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 11094 members Entering Unmasked Estep Score: -1638039.375000 Penalty: 4686.842285 Iteration 28Q: 3 clusters Score -1638039 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 11141 members Entering Unmasked Estep Score: -1638068.000000 Penalty: 4686.842285 Iteration 29Q: 3 clusters Score -1638068 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 11199 members Entering Unmasked Estep Score: -1638092.875000 Penalty: 4686.842285 Iteration 30Q: 3 clusters Score -1638093 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 11253 members Entering Unmasked Estep Score: -1638118.625000 Penalty: 4686.842285 Iteration 31Q: 3 clusters Score -1638119 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 11296 members Entering Unmasked Estep Score: -1638132.375000 Penalty: 4686.842285 Iteration 32Q: 3 clusters Score -1638132 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 11340 members Entering Unmasked Estep Score: -1638153.375000 Penalty: 4686.842285 Iteration 33Q: 3 clusters Score -1638153 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 11370 members Entering Unmasked Estep Score: -1638160.375000 Penalty: 4686.842285 Iteration 34Q: 3 clusters Score -1638160 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1300 members Mstep: Class 2 contains 11399 members Entering Unmasked Estep Score: -1638178.000000 Penalty: 4686.842285 Iteration 35Q: 3 clusters Score -1638178 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 11414 members Entering Unmasked Estep Score: -1638179.500000 Penalty: 4686.842285 Iteration 36Q: 3 clusters Score -1638180 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 11433 members Entering Unmasked Estep Score: -1638191.500000 Penalty: 4686.842285 Iteration 37Q: 3 clusters Score -1638192 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 11453 members Entering Unmasked Estep Score: -1638195.125000 Penalty: 4686.842285 Iteration 38Q: 3 clusters Score -1638195 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 11466 members Entering Unmasked Estep Score: -1638201.125000 Penalty: 4686.842285 Iteration 39Q: 3 clusters Score -1638201 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 11489 members Entering Unmasked Estep Score: -1638209.875000 Penalty: 4686.842285 Iteration 40F: 3 clusters Score -1638210 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 11511 members Entering Unmasked Estep Score: -1638225.875000 Penalty: 4686.842285 Iteration 41Q: 3 clusters Score -1638226 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 11536 members Entering Unmasked Estep Score: -1638232.625000 Penalty: 4686.842285 Iteration 42Q: 3 clusters Score -1638233 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 11556 members Entering Unmasked Estep Score: -1638247.500000 Penalty: 4686.842285 Iteration 43Q: 3 clusters Score -1638248 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 11579 members Entering Unmasked Estep Score: -1638253.875000 Penalty: 4686.842285 Iteration 44Q: 3 clusters Score -1638254 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 11598 members Entering Unmasked Estep Score: -1638264.250000 Penalty: 4686.842285 Iteration 45Q: 3 clusters Score -1638264 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 11613 members Entering Unmasked Estep Score: -1638271.250000 Penalty: 4686.842285 Iteration 46Q: 3 clusters Score -1638271 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 11627 members Entering Unmasked Estep Score: -1638279.125000 Penalty: 4686.842285 Iteration 47Q: 3 clusters Score -1638279 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 11642 members Entering Unmasked Estep Score: -1638283.875000 Penalty: 4686.842285 Iteration 48Q: 3 clusters Score -1638284 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 11659 members Entering Unmasked Estep Score: -1638297.250000 Penalty: 4686.842285 Iteration 49Q: 3 clusters Score -1638297 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 11683 members Entering Unmasked Estep Score: -1638307.125000 Penalty: 4686.842285 Iteration 50Q: 3 clusters Score -1638307 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 11706 members Entering Unmasked Estep Score: -1638321.375000 Penalty: 4686.842285 Iteration 51Q: 3 clusters Score -1638321 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 11728 members Entering Unmasked Estep Score: -1638344.000000 Penalty: 4686.842285 Iteration 52Q: 3 clusters Score -1638344 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 11742 members Entering Unmasked Estep Score: -1638351.875000 Penalty: 4686.842285 Iteration 53Q: 3 clusters Score -1638352 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 11756 members Entering Unmasked Estep Score: -1638360.875000 Penalty: 4686.842285 Iteration 54Q: 3 clusters Score -1638361 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 11771 members Entering Unmasked Estep Score: -1638364.250000 Penalty: 4686.842285 Iteration 55Q: 3 clusters Score -1638364 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 11781 members Entering Unmasked Estep Score: -1638372.500000 Penalty: 4686.842285 Iteration 56Q: 3 clusters Score -1638372 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 11795 members Entering Unmasked Estep Score: -1638380.875000 Penalty: 4686.842285 Iteration 57Q: 3 clusters Score -1638381 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 11802 members Entering Unmasked Estep Score: -1638383.750000 Penalty: 4686.842285 Iteration 58Q: 3 clusters Score -1638384 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 11807 members Entering Unmasked Estep Score: -1638385.000000 Penalty: 4686.842285 Iteration 59Q: 3 clusters Score -1638385 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 11811 members Entering Unmasked Estep Score: -1638385.375000 Penalty: 4686.842285 Iteration 60F: 3 clusters Score -1638385 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 11815 members Entering Unmasked Estep Score: -1638388.000000 Penalty: 4686.842285 Iteration 61Q: 3 clusters Score -1638388 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -1638392.625000 Penalty: 4686.842285 Iteration 62Q: 3 clusters Score -1638393 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 11829 members Entering Unmasked Estep Score: -1638396.875000 Penalty: 4686.842285 Iteration 63Q: 3 clusters Score -1638397 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 11832 members Entering Unmasked Estep Score: -1638400.000000 Penalty: 4686.842285 Iteration 64Q: 3 clusters Score -1638400 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 11835 members Entering Unmasked Estep Score: -1638401.875000 Penalty: 4686.842285 Iteration 65Q: 3 clusters Score -1638402 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 11839 members Entering Unmasked Estep Score: -1638405.000000 Penalty: 4686.842285 Iteration 66Q: 3 clusters Score -1638405 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 11839 members Entering Unmasked Estep Score: -1638406.125000 Penalty: 4686.842285 Iteration 67Q: 3 clusters Score -1638406 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 11840 members Entering Unmasked Estep Score: -1638407.000000 Penalty: 4686.842285 Iteration 68Q: 3 clusters Score -1638407 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 11841 members Entering Unmasked Estep Score: -1638407.875000 Penalty: 4686.842285 Iteration 69Q: 3 clusters Score -1638408 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 11844 members Entering Unmasked Estep Score: -1638409.000000 Penalty: 4686.842285 Iteration 70Q: 3 clusters Score -1638409 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 857 members Mstep: Class 2 contains 11842 members Entering Unmasked Estep Score: -1638409.625000 Penalty: 4686.842285 Iteration 71Q: 3 clusters Score -1638410 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 11843 members Entering Unmasked Estep Score: -1638410.875000 Penalty: 4686.842285 Iteration 72Q: 3 clusters Score -1638411 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 11843 members Entering Unmasked Estep Score: -1638410.875000 Penalty: 4686.842285 Iteration 73F: 3 clusters Score -1638411 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4408 members Mstep: Class 2 contains 34957 members Mstep: Class 3 contains 5829 members Mstep: Class 4 contains 15528 members Mstep: Class 5 contains 2589 members Mstep: Class 6 contains 10932 members Mstep: Class 7 contains 9029 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3054 members Mstep: Class 10 contains 464 members Mstep: Class 11 contains 87859 members Mstep: Class 12 contains 22450 members Mstep: Class 13 contains 24719 members Mstep: Class 14 contains 18610 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 610 members Mstep: Class 17 contains 2013 members Mstep: Class 19 contains 187407 members Mstep: Class 20 contains 501 members Mstep: Class 21 contains 12699 members Entering Unmasked Estep ConsiderDeletion Score: -55710016.000000 Penalty: 70965.648438 Iteration 79Q: 23 clusters Score -5.571002e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4407 members Mstep: Class 2 contains 34949 members Mstep: Class 3 contains 5834 members Mstep: Class 4 contains 15530 members Mstep: Class 5 contains 2589 members Mstep: Class 6 contains 10934 members Mstep: Class 7 contains 9029 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3054 members Mstep: Class 10 contains 452 members Mstep: Class 11 contains 87642 members Mstep: Class 12 contains 22465 members Mstep: Class 13 contains 24719 members Mstep: Class 14 contains 18677 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 608 members Mstep: Class 17 contains 2012 members Mstep: Class 18 contains 527 members Mstep: Class 19 contains 187546 members Mstep: Class 20 contains 517 members Mstep: Class 21 contains 12694 members Mstep: Class 22 contains 548 members Entering Unmasked Estep ConsiderDeletion Score: -55710188.000000 Penalty: 70965.648438 Iteration 80F: 23 clusters Score -5.571019e+07 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 34945 members Mstep: Class 3 contains 5835 members Mstep: Class 4 contains 15532 members Mstep: Class 5 contains 2589 members Mstep: Class 6 contains 10935 members Mstep: Class 7 contains 9027 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3054 members Mstep: Class 10 contains 449 members Mstep: Class 11 contains 87438 members Mstep: Class 12 contains 22479 members Mstep: Class 13 contains 24717 members Mstep: Class 14 contains 18739 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 604 members Mstep: Class 17 contains 2012 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 187678 members Mstep: Class 20 contains 530 members Mstep: Class 21 contains 12687 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710880.000000 Penalty: 70965.648438 Iteration 81Q: 23 clusters Score -5.571088e+07 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 34940 members Mstep: Class 3 contains 5843 members Mstep: Class 4 contains 15532 members Mstep: Class 5 contains 2589 members Mstep: Class 6 contains 10942 members Mstep: Class 7 contains 9024 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3054 members Mstep: Class 10 contains 494 members Mstep: Class 11 contains 87207 members Mstep: Class 12 contains 22491 members Mstep: Class 13 contains 24716 members Mstep: Class 14 contains 18809 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 607 members Mstep: Class 17 contains 2000 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 187791 members Mstep: Class 20 contains 532 members Mstep: Class 21 contains 12681 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710920.000000 Penalty: 70965.648438 Iteration 82Q: 23 clusters Score -5.571092e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4402 members Mstep: Class 2 contains 34931 members Mstep: Class 3 contains 5847 members Mstep: Class 4 contains 15534 members Mstep: Class 5 contains 2589 members Mstep: Class 6 contains 10943 members Mstep: Class 7 contains 9024 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3052 members Mstep: Class 10 contains 510 members Mstep: Class 11 contains 87010 members Mstep: Class 12 contains 22509 members Mstep: Class 13 contains 24714 members Mstep: Class 14 contains 18865 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 605 members Mstep: Class 17 contains 1991 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 187912 members Mstep: Class 20 contains 534 members Mstep: Class 21 contains 12683 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710944.000000 Penalty: 70965.648438 Iteration 83Q: 23 clusters Score -5.571094e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 34934 members Mstep: Class 3 contains 5854 members Mstep: Class 4 contains 15535 members Mstep: Class 5 contains 2589 members Mstep: Class 6 contains 10947 members Mstep: Class 7 contains 9025 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 518 members Mstep: Class 11 contains 86822 members Mstep: Class 12 contains 22515 members Mstep: Class 13 contains 24714 members Mstep: Class 14 contains 18910 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1988 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 188032 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12684 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710980.000000 Penalty: 70965.648438 Iteration 84Q: 23 clusters Score -5.571098e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 34942 members Mstep: Class 3 contains 5869 members Mstep: Class 4 contains 15537 members Mstep: Class 5 contains 2590 members Mstep: Class 6 contains 10948 members Mstep: Class 7 contains 9026 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 86628 members Mstep: Class 12 contains 22524 members Mstep: Class 13 contains 24713 members Mstep: Class 14 contains 18951 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1985 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 188154 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12683 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710932.000000 Penalty: 70965.648438 Iteration 85Q: 23 clusters Score -5.571093e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 34950 members Mstep: Class 3 contains 5880 members Mstep: Class 4 contains 15538 members Mstep: Class 5 contains 2590 members Mstep: Class 6 contains 10950 members Mstep: Class 7 contains 9026 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3047 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 86462 members Mstep: Class 12 contains 22529 members Mstep: Class 13 contains 24714 members Mstep: Class 14 contains 18972 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1985 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 188277 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12680 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710920.000000 Penalty: 70965.648438 Iteration 86Q: 23 clusters Score -5.571092e+07 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 34961 members Mstep: Class 3 contains 5887 members Mstep: Class 4 contains 15539 members Mstep: Class 5 contains 2590 members Mstep: Class 6 contains 10945 members Mstep: Class 7 contains 9025 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3046 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 86298 members Mstep: Class 12 contains 22534 members Mstep: Class 13 contains 24717 members Mstep: Class 14 contains 19002 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1985 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 188398 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12673 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710996.000000 Penalty: 70965.648438 Iteration 87Q: 23 clusters Score -5.5711e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 34963 members Mstep: Class 3 contains 5894 members Mstep: Class 4 contains 15541 members Mstep: Class 5 contains 2590 members Mstep: Class 6 contains 10946 members Mstep: Class 7 contains 9020 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3046 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 86160 members Mstep: Class 12 contains 22541 members Mstep: Class 13 contains 24717 members Mstep: Class 14 contains 19026 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1983 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 188507 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12665 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710972.000000 Penalty: 70965.648438 Iteration 88Q: 23 clusters Score -5.571097e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 34970 members Mstep: Class 3 contains 5900 members Mstep: Class 4 contains 15544 members Mstep: Class 5 contains 2591 members Mstep: Class 6 contains 10946 members Mstep: Class 7 contains 9018 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3046 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 86037 members Mstep: Class 12 contains 22554 members Mstep: Class 13 contains 24717 members Mstep: Class 14 contains 19037 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1982 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 188600 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12658 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710952.000000 Penalty: 70965.648438 Iteration 89Q: 23 clusters Score -5.571095e+07 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4395 members Mstep: Class 2 contains 34970 members Mstep: Class 3 contains 5904 members Mstep: Class 4 contains 15547 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10949 members Mstep: Class 7 contains 9016 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3047 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 85945 members Mstep: Class 12 contains 22572 members Mstep: Class 13 contains 24718 members Mstep: Class 14 contains 19042 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1982 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 188665 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12652 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55711044.000000 Penalty: 70965.648438 Iteration 90Q: 23 clusters Score -5.571104e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 34977 members Mstep: Class 3 contains 5904 members Mstep: Class 4 contains 15548 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10955 members Mstep: Class 7 contains 9013 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3047 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 85850 members Mstep: Class 12 contains 22582 members Mstep: Class 13 contains 24719 members Mstep: Class 14 contains 19055 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1983 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 188728 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12650 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55711044.000000 Penalty: 70965.648438 Iteration 91Q: 23 clusters Score -5.571104e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 34976 members Mstep: Class 3 contains 5905 members Mstep: Class 4 contains 15549 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10958 members Mstep: Class 7 contains 9012 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3047 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 85766 members Mstep: Class 12 contains 22590 members Mstep: Class 13 contains 24718 members Mstep: Class 14 contains 19063 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1983 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 188796 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12651 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55711064.000000 Penalty: 70965.648438 Iteration 92Q: 23 clusters Score -5.571106e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 34978 members Mstep: Class 3 contains 5906 members Mstep: Class 4 contains 15550 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10961 members Mstep: Class 7 contains 9012 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3048 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 85684 members Mstep: Class 12 contains 22597 members Mstep: Class 13 contains 24718 members Mstep: Class 14 contains 19072 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1983 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 188858 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12648 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710972.000000 Penalty: 70965.648438 Iteration 93Q: 23 clusters Score -5.571097e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 34973 members Mstep: Class 3 contains 5910 members Mstep: Class 4 contains 15551 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10957 members Mstep: Class 7 contains 9012 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3048 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 85616 members Mstep: Class 12 contains 22606 members Mstep: Class 13 contains 24719 members Mstep: Class 14 contains 19078 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1982 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 188915 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12648 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710940.000000 Penalty: 70965.648438 Iteration 94Q: 23 clusters Score -5.571094e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 34971 members Mstep: Class 3 contains 5917 members Mstep: Class 4 contains 15552 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10954 members Mstep: Class 7 contains 9013 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3048 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 85543 members Mstep: Class 12 contains 22608 members Mstep: Class 13 contains 24719 members Mstep: Class 14 contains 19083 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1981 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 188980 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12646 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710952.000000 Penalty: 70965.648438 Iteration 95Q: 23 clusters Score -5.571095e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4389 members Mstep: Class 2 contains 34969 members Mstep: Class 3 contains 5924 members Mstep: Class 4 contains 15553 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10954 members Mstep: Class 7 contains 9012 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3048 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 85485 members Mstep: Class 12 contains 22611 members Mstep: Class 13 contains 24718 members Mstep: Class 14 contains 19089 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1981 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189028 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12643 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710952.000000 Penalty: 70965.648438 Iteration 96Q: 23 clusters Score -5.571095e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 34970 members Mstep: Class 3 contains 5930 members Mstep: Class 4 contains 15553 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10958 members Mstep: Class 7 contains 9011 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3048 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 85423 members Mstep: Class 12 contains 22613 members Mstep: Class 13 contains 24717 members Mstep: Class 14 contains 19093 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1980 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189080 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12640 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710940.000000 Penalty: 70965.648438 Iteration 97Q: 23 clusters Score -5.571094e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 34972 members Mstep: Class 3 contains 5938 members Mstep: Class 4 contains 15554 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10957 members Mstep: Class 7 contains 9011 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3048 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 85358 members Mstep: Class 12 contains 22617 members Mstep: Class 13 contains 24716 members Mstep: Class 14 contains 19099 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1980 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189127 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12639 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710908.000000 Penalty: 70965.648438 Iteration 98Q: 23 clusters Score -5.571091e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 34976 members Mstep: Class 3 contains 5941 members Mstep: Class 4 contains 15554 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10957 members Mstep: Class 7 contains 9011 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 85301 members Mstep: Class 12 contains 22621 members Mstep: Class 13 contains 24715 members Mstep: Class 14 contains 19103 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1980 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189168 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12640 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710900.000000 Penalty: 70965.648438 Iteration 99Q: 23 clusters Score -5.57109e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4388 members Mstep: Class 2 contains 34973 members Mstep: Class 3 contains 5946 members Mstep: Class 4 contains 15554 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10958 members Mstep: Class 7 contains 9010 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3049 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 85242 members Mstep: Class 12 contains 22626 members Mstep: Class 13 contains 24714 members Mstep: Class 14 contains 19108 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1980 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189217 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12639 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710888.000000 Penalty: 70965.648438 Iteration 100F: 23 clusters Score -5.571089e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 34973 members Mstep: Class 3 contains 5947 members Mstep: Class 4 contains 15555 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10960 members Mstep: Class 7 contains 9009 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 85192 members Mstep: Class 12 contains 22631 members Mstep: Class 13 contains 24714 members Mstep: Class 14 contains 19113 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1979 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189259 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12637 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710944.000000 Penalty: 70965.648438 Iteration 101Q: 23 clusters Score -5.571094e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 34974 members Mstep: Class 3 contains 5947 members Mstep: Class 4 contains 15554 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10963 members Mstep: Class 7 contains 9007 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 85158 members Mstep: Class 12 contains 22636 members Mstep: Class 13 contains 24714 members Mstep: Class 14 contains 19117 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1979 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189288 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12634 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710952.000000 Penalty: 70965.648438 Iteration 102Q: 23 clusters Score -5.571095e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 34974 members Mstep: Class 3 contains 5947 members Mstep: Class 4 contains 15555 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10965 members Mstep: Class 7 contains 9007 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 85126 members Mstep: Class 12 contains 22644 members Mstep: Class 13 contains 24715 members Mstep: Class 14 contains 19122 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1979 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189305 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12632 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55711020.000000 Penalty: 70965.648438 Iteration 103Q: 23 clusters Score -5.571102e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 34973 members Mstep: Class 3 contains 5946 members Mstep: Class 4 contains 15556 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10967 members Mstep: Class 7 contains 9007 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 85098 members Mstep: Class 12 contains 22645 members Mstep: Class 13 contains 24715 members Mstep: Class 14 contains 19126 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1979 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189331 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12629 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710988.000000 Penalty: 70965.648438 Iteration 104Q: 23 clusters Score -5.571099e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 34974 members Mstep: Class 3 contains 5949 members Mstep: Class 4 contains 15558 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10966 members Mstep: Class 7 contains 9007 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 85075 members Mstep: Class 12 contains 22647 members Mstep: Class 13 contains 24715 members Mstep: Class 14 contains 19128 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1979 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189349 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12625 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710968.000000 Penalty: 70965.648438 Iteration 105Q: 23 clusters Score -5.571097e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 34975 members Mstep: Class 3 contains 5950 members Mstep: Class 4 contains 15558 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10967 members Mstep: Class 7 contains 9007 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 85053 members Mstep: Class 12 contains 22648 members Mstep: Class 13 contains 24715 members Mstep: Class 14 contains 19131 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1979 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189365 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12624 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710960.000000 Penalty: 70965.648438 Iteration 106Q: 23 clusters Score -5.571096e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4383 members Mstep: Class 2 contains 34975 members Mstep: Class 3 contains 5951 members Mstep: Class 4 contains 15558 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10967 members Mstep: Class 7 contains 9007 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 85032 members Mstep: Class 12 contains 22649 members Mstep: Class 13 contains 24715 members Mstep: Class 14 contains 19136 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1979 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189379 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12623 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710948.000000 Penalty: 70965.648438 Iteration 107Q: 23 clusters Score -5.571095e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 34975 members Mstep: Class 3 contains 5952 members Mstep: Class 4 contains 15558 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10967 members Mstep: Class 7 contains 9007 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 85018 members Mstep: Class 12 contains 22650 members Mstep: Class 13 contains 24715 members Mstep: Class 14 contains 19138 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1978 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189392 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12622 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710968.000000 Penalty: 70965.648438 Iteration 108Q: 23 clusters Score -5.571097e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 34975 members Mstep: Class 3 contains 5954 members Mstep: Class 4 contains 15558 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10968 members Mstep: Class 7 contains 9007 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 85002 members Mstep: Class 12 contains 22649 members Mstep: Class 13 contains 24715 members Mstep: Class 14 contains 19141 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1978 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189404 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12623 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710952.000000 Penalty: 70965.648438 Iteration 109Q: 23 clusters Score -5.571095e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 34977 members Mstep: Class 3 contains 5954 members Mstep: Class 4 contains 15558 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10968 members Mstep: Class 7 contains 9007 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 84981 members Mstep: Class 12 contains 22649 members Mstep: Class 13 contains 24715 members Mstep: Class 14 contains 19144 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1978 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189420 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12624 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710940.000000 Penalty: 70965.648438 Iteration 110Q: 23 clusters Score -5.571094e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 34977 members Mstep: Class 3 contains 5954 members Mstep: Class 4 contains 15558 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10969 members Mstep: Class 7 contains 9007 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 84969 members Mstep: Class 12 contains 22649 members Mstep: Class 13 contains 24715 members Mstep: Class 14 contains 19147 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1978 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189428 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12623 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710952.000000 Penalty: 70965.648438 Iteration 111Q: 23 clusters Score -5.571095e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 34978 members Mstep: Class 3 contains 5955 members Mstep: Class 4 contains 15557 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10969 members Mstep: Class 7 contains 9007 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 84948 members Mstep: Class 12 contains 22649 members Mstep: Class 13 contains 24715 members Mstep: Class 14 contains 19149 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1978 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189446 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12622 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710936.000000 Penalty: 70965.648438 Iteration 112Q: 23 clusters Score -5.571094e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 34979 members Mstep: Class 3 contains 5956 members Mstep: Class 4 contains 15557 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10970 members Mstep: Class 7 contains 9007 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 84934 members Mstep: Class 12 contains 22649 members Mstep: Class 13 contains 24715 members Mstep: Class 14 contains 19152 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1978 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189457 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12618 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710908.000000 Penalty: 70965.648438 Iteration 113Q: 23 clusters Score -5.571091e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4382 members Mstep: Class 2 contains 34979 members Mstep: Class 3 contains 5956 members Mstep: Class 4 contains 15557 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10970 members Mstep: Class 7 contains 9006 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 84912 members Mstep: Class 12 contains 22649 members Mstep: Class 13 contains 24715 members Mstep: Class 14 contains 19157 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1978 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189476 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12617 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710932.000000 Penalty: 70965.648438 Iteration 114Q: 23 clusters Score -5.571093e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 34979 members Mstep: Class 3 contains 5956 members Mstep: Class 4 contains 15557 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10969 members Mstep: Class 7 contains 9006 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 84896 members Mstep: Class 12 contains 22651 members Mstep: Class 13 contains 24715 members Mstep: Class 14 contains 19164 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1978 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189484 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12618 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710952.000000 Penalty: 70965.648438 Iteration 115Q: 23 clusters Score -5.571095e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 34979 members Mstep: Class 3 contains 5956 members Mstep: Class 4 contains 15557 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10969 members Mstep: Class 7 contains 9006 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 84887 members Mstep: Class 12 contains 22652 members Mstep: Class 13 contains 24715 members Mstep: Class 14 contains 19169 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1979 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189486 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12619 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710976.000000 Penalty: 70965.648438 Iteration 116Q: 23 clusters Score -5.571098e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 34980 members Mstep: Class 3 contains 5956 members Mstep: Class 4 contains 15557 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10969 members Mstep: Class 7 contains 9006 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 84878 members Mstep: Class 12 contains 22652 members Mstep: Class 13 contains 24715 members Mstep: Class 14 contains 19169 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1979 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189494 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12619 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710968.000000 Penalty: 70965.648438 Iteration 117Q: 23 clusters Score -5.571097e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 34980 members Mstep: Class 3 contains 5956 members Mstep: Class 4 contains 15557 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10969 members Mstep: Class 7 contains 9006 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 84871 members Mstep: Class 12 contains 22652 members Mstep: Class 13 contains 24715 members Mstep: Class 14 contains 19171 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1979 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189499 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12619 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55710956.000000 Penalty: 70965.648438 Iteration 118Q: 23 clusters Score -5.571096e+07 nChanged 7 Entering ConstructFrom: Score: -55710956.000000 Penalty: 70965.648438 Entering ConstructFrom: Trying to split cluster 1 (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: -558705.312500 Penalty: 2079.431396 Iteration 0F: 2 clusters Score -558705.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2163 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -554598.312500 Penalty: 4158.862793 Iteration 0F: 3 clusters Score -554598.3 nChanged 1633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 2228 members Entering Unmasked Estep Score: -555525.937500 Penalty: 4158.862793 Iteration 1F: 3 clusters Score -555525.9 nChanged 293 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: -555709.375000 Penalty: 4158.862793 Iteration 2F: 3 clusters Score -555709.4 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -555823.687500 Penalty: 4158.862793 Iteration 3Q: 3 clusters Score -555823.7 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2095 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -555914.250000 Penalty: 4158.862793 Iteration 4Q: 3 clusters Score -555914.2 nChanged 114 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: -555975.187500 Penalty: 4158.862793 Iteration 5Q: 3 clusters Score -555975.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 2310 members Entering Unmasked Estep Score: -556024.250000 Penalty: 4158.862793 Iteration 6Q: 3 clusters Score -556024.2 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 2325 members Entering Unmasked Estep Score: -556067.875000 Penalty: 4158.862793 Iteration 7Q: 3 clusters Score -556067.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 2348 members Entering Unmasked Estep Score: -556110.562500 Penalty: 4158.862793 Iteration 8Q: 3 clusters Score -556110.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1990 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -556142.062500 Penalty: 4158.862793 Iteration 9Q: 3 clusters Score -556142.1 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1959 members Mstep: Class 2 contains 2421 members Entering Unmasked Estep Score: -556166.625000 Penalty: 4158.862793 Iteration 10Q: 3 clusters Score -556166.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -556193.125000 Penalty: 4158.862793 Iteration 11Q: 3 clusters Score -556193.1 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1914 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -556219.562500 Penalty: 4158.862793 Iteration 12Q: 3 clusters Score -556219.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -556243.937500 Penalty: 4158.862793 Iteration 13Q: 3 clusters Score -556243.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 2512 members Entering Unmasked Estep Score: -556262.937500 Penalty: 4158.862793 Iteration 14Q: 3 clusters Score -556262.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -556281.500000 Penalty: 4158.862793 Iteration 15Q: 3 clusters Score -556281.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1839 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -556302.937500 Penalty: 4158.862793 Iteration 16Q: 3 clusters Score -556302.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1825 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -556322.437500 Penalty: 4158.862793 Iteration 17Q: 3 clusters Score -556322.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1815 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -556339.437500 Penalty: 4158.862793 Iteration 18Q: 3 clusters Score -556339.4 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1791 members Mstep: Class 2 contains 2589 members Entering Unmasked Estep Score: -556358.312500 Penalty: 4158.862793 Iteration 19Q: 3 clusters Score -556358.3 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -556375.062500 Penalty: 4158.862793 Iteration 20F: 3 clusters Score -556375.1 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1764 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -556395.125000 Penalty: 4158.862793 Iteration 21Q: 3 clusters Score -556395.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -556413.937500 Penalty: 4158.862793 Iteration 22Q: 3 clusters Score -556413.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 2622 members Entering Unmasked Estep Score: -556442.000000 Penalty: 4158.862793 Iteration 23Q: 3 clusters Score -556442 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 2635 members Entering Unmasked Estep Score: -556474.250000 Penalty: 4158.862793 Iteration 24Q: 3 clusters Score -556474.2 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -556515.312500 Penalty: 4158.862793 Iteration 25Q: 3 clusters Score -556515.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 2682 members Entering Unmasked Estep Score: -556558.625000 Penalty: 4158.862793 Iteration 26Q: 3 clusters Score -556558.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 2709 members Entering Unmasked Estep Score: -556611.875000 Penalty: 4158.862793 Iteration 27Q: 3 clusters Score -556611.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1641 members Mstep: Class 2 contains 2739 members Entering Unmasked Estep Score: -556679.187500 Penalty: 4158.862793 Iteration 28Q: 3 clusters Score -556679.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 2760 members Entering Unmasked Estep Score: -556761.875000 Penalty: 4158.862793 Iteration 29Q: 3 clusters Score -556761.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1584 members Mstep: Class 2 contains 2796 members Entering Unmasked Estep Score: -556860.312500 Penalty: 4158.862793 Iteration 30Q: 3 clusters Score -556860.3 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 2822 members Entering Unmasked Estep Score: -556988.875000 Penalty: 4158.862793 Iteration 31Q: 3 clusters Score -556988.9 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 2847 members Entering Unmasked Estep Score: -557138.937500 Penalty: 4158.862793 Iteration 32Q: 3 clusters Score -557138.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 2840 members Entering Unmasked Estep Score: -557289.312500 Penalty: 4158.862793 Iteration 33Q: 3 clusters Score -557289.3 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -557401.812500 Penalty: 4158.862793 Iteration 34Q: 3 clusters Score -557401.8 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1555 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -557468.000000 Penalty: 4158.862793 Iteration 35Q: 3 clusters Score -557468 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 2810 members Entering Unmasked Estep Score: -557489.937500 Penalty: 4158.862793 Iteration 36Q: 3 clusters Score -557489.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -557499.250000 Penalty: 4158.862793 Iteration 37Q: 3 clusters Score -557499.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -557501.937500 Penalty: 4158.862793 Iteration 38Q: 3 clusters Score -557501.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 2805 members Entering Unmasked Estep Score: -557502.312500 Penalty: 4158.862793 Iteration 39Q: 3 clusters Score -557502.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 2807 members Entering Unmasked Estep Score: -557502.437500 Penalty: 4158.862793 Iteration 40F: 3 clusters Score -557502.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 2806 members Entering Unmasked Estep Score: -557503.062500 Penalty: 4158.862793 Iteration 41Q: 3 clusters Score -557503.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1577 members Mstep: Class 2 contains 2803 members Entering Unmasked Estep Score: -557503.750000 Penalty: 4158.862793 Iteration 42Q: 3 clusters Score -557503.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -557504.312500 Penalty: 4158.862793 Iteration 43Q: 3 clusters Score -557504.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -557504.437500 Penalty: 4158.862793 Iteration 44Q: 3 clusters Score -557504.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 2801 members Entering Unmasked Estep Score: -557505.812500 Penalty: 4158.862793 Iteration 45Q: 3 clusters Score -557505.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -557505.437500 Penalty: 4158.862793 Iteration 46Q: 3 clusters Score -557505.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1580 members Mstep: Class 2 contains 2800 members Entering Unmasked Estep Score: -557505.437500 Penalty: 4158.862793 Iteration 47F: 3 clusters Score -557505.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (34980 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34980 members Entering Unmasked Estep Score: -4533110.000000 Penalty: 2594.708008 Iteration 0F: 2 clusters Score -4533110 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17425 members Mstep: Class 2 contains 17555 members Entering Unmasked Estep Score: -4509205.500000 Penalty: 5189.416016 Iteration 0F: 3 clusters Score -4509206 nChanged 16053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16956 members Mstep: Class 2 contains 18024 members Entering Unmasked Estep Score: -4517857.500000 Penalty: 5189.416016 Iteration 1F: 3 clusters Score -4517858 nChanged 1437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16671 members Mstep: Class 2 contains 18309 members Entering Unmasked Estep Score: -4518235.000000 Penalty: 5189.416016 Iteration 2Q: 3 clusters Score -4518235 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16329 members Mstep: Class 2 contains 18651 members Entering Unmasked Estep Score: -4518541.000000 Penalty: 5189.416016 Iteration 3Q: 3 clusters Score -4518541 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15853 members Mstep: Class 2 contains 19127 members Entering Unmasked Estep Score: -4518852.500000 Penalty: 5189.416016 Iteration 4Q: 3 clusters Score -4518852 nChanged 1125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15208 members Mstep: Class 2 contains 19772 members Entering Unmasked Estep Score: -4519154.000000 Penalty: 5189.416016 Iteration 5Q: 3 clusters Score -4519154 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14347 members Mstep: Class 2 contains 20633 members Entering Unmasked Estep Score: -4519545.500000 Penalty: 5189.416016 Iteration 6Q: 3 clusters Score -4519546 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13148 members Mstep: Class 2 contains 21832 members Entering Unmasked Estep Score: -4520092.000000 Penalty: 5189.416016 Iteration 7Q: 3 clusters Score -4520092 nChanged 1704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11538 members Mstep: Class 2 contains 23442 members Entering Unmasked Estep Score: -4520924.500000 Penalty: 5189.416016 Iteration 8Q: 3 clusters Score -4520924 nChanged 2135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9425 members Mstep: Class 2 contains 25555 members Entering Unmasked Estep Score: -4522242.500000 Penalty: 5189.416016 Iteration 9F: 3 clusters Score -4522242 nChanged 2555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6874 members Mstep: Class 2 contains 28106 members Entering Unmasked Estep Score: -4524227.000000 Penalty: 5189.416016 Iteration 10F: 3 clusters Score -4524227 nChanged 2700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 30804 members Entering Unmasked Estep Score: -4526698.000000 Penalty: 5189.416016 Iteration 11F: 3 clusters Score -4526698 nChanged 2144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 32946 members Entering Unmasked Estep Score: -4528807.000000 Penalty: 5189.416016 Iteration 12F: 3 clusters Score -4528807 nChanged 1182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 34128 members Entering Unmasked Estep Score: -4529961.500000 Penalty: 5189.416016 Iteration 13Q: 3 clusters Score -4529962 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 34567 members Entering Unmasked Estep Score: -4530437.500000 Penalty: 5189.416016 Iteration 14Q: 3 clusters Score -4530438 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 34697 members Entering Unmasked Estep Score: -4530615.500000 Penalty: 5189.416016 Iteration 15Q: 3 clusters Score -4530616 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 34743 members Entering Unmasked Estep Score: -4530685.000000 Penalty: 5189.416016 Iteration 16Q: 3 clusters Score -4530685 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 34764 members Entering Unmasked Estep Score: -4530727.000000 Penalty: 5189.416016 Iteration 17Q: 3 clusters Score -4530727 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 34772 members Entering Unmasked Estep Score: -4530751.000000 Penalty: 5189.416016 Iteration 18Q: 3 clusters Score -4530751 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 34779 members Entering Unmasked Estep Score: -4530768.000000 Penalty: 5189.416016 Iteration 19Q: 3 clusters Score -4530768 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 34783 members Entering Unmasked Estep Score: -4530776.000000 Penalty: 5189.416016 Iteration 20F: 3 clusters Score -4530776 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 34785 members Entering Unmasked Estep Score: -4530777.000000 Penalty: 5189.416016 Iteration 21Q: 3 clusters Score -4530777 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 34789 members Entering Unmasked Estep Score: -4530788.000000 Penalty: 5189.416016 Iteration 22Q: 3 clusters Score -4530788 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 34790 members Entering Unmasked Estep Score: -4530793.000000 Penalty: 5189.416016 Iteration 23Q: 3 clusters Score -4530793 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 34793 members Entering Unmasked Estep Score: -4530795.500000 Penalty: 5189.416016 Iteration 24Q: 3 clusters Score -4530796 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 34794 members Entering Unmasked Estep Score: -4530800.000000 Penalty: 5189.416016 Iteration 25Q: 3 clusters Score -4530800 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 34793 members Entering Unmasked Estep Score: -4530800.500000 Penalty: 5189.416016 Iteration 26Q: 3 clusters Score -4530800 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 34795 members Entering Unmasked Estep Score: -4530804.000000 Penalty: 5189.416016 Iteration 27Q: 3 clusters Score -4530804 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 34797 members Entering Unmasked Estep Score: -4530803.500000 Penalty: 5189.416016 Iteration 28Q: 3 clusters Score -4530804 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 34794 members Entering Unmasked Estep Score: -4530821.500000 Penalty: 5189.416016 Iteration 29Q: 3 clusters Score -4530822 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 34791 members Entering Unmasked Estep Score: -4530823.000000 Penalty: 5189.416016 Iteration 30Q: 3 clusters Score -4530823 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 34791 members Entering Unmasked Estep Score: -4530823.000000 Penalty: 5189.416016 Iteration 31F: 3 clusters Score -4530823 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (5956 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Entering Unmasked Estep Score: -769022.375000 Penalty: 2155.654297 Iteration 0F: 2 clusters Score -769022.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3004 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -763907.812500 Penalty: 4311.308594 Iteration 0F: 3 clusters Score -763907.8 nChanged 2329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 2927 members Entering Unmasked Estep Score: -765139.187500 Penalty: 4311.308594 Iteration 1F: 3 clusters Score -765139.2 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 2930 members Entering Unmasked Estep Score: -765374.875000 Penalty: 4311.308594 Iteration 2F: 3 clusters Score -765374.9 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -765534.187500 Penalty: 4311.308594 Iteration 3F: 3 clusters Score -765534.2 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3024 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -765636.250000 Penalty: 4311.308594 Iteration 4Q: 3 clusters Score -765636.2 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 2934 members Entering Unmasked Estep Score: -765697.125000 Penalty: 4311.308594 Iteration 5Q: 3 clusters Score -765697.1 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3014 members Mstep: Class 2 contains 2942 members Entering Unmasked Estep Score: -765739.687500 Penalty: 4311.308594 Iteration 6Q: 3 clusters Score -765739.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 2950 members Entering Unmasked Estep Score: -765773.812500 Penalty: 4311.308594 Iteration 7Q: 3 clusters Score -765773.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 2962 members Entering Unmasked Estep Score: -765810.250000 Penalty: 4311.308594 Iteration 8Q: 3 clusters Score -765810.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -765841.875000 Penalty: 4311.308594 Iteration 9Q: 3 clusters Score -765841.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -765863.125000 Penalty: 4311.308594 Iteration 10Q: 3 clusters Score -765863.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -765880.250000 Penalty: 4311.308594 Iteration 11Q: 3 clusters Score -765880.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 3018 members Entering Unmasked Estep Score: -765896.562500 Penalty: 4311.308594 Iteration 12Q: 3 clusters Score -765896.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2932 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -765911.125000 Penalty: 4311.308594 Iteration 13Q: 3 clusters Score -765911.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -765920.000000 Penalty: 4311.308594 Iteration 14Q: 3 clusters Score -765920 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2922 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -765930.375000 Penalty: 4311.308594 Iteration 15Q: 3 clusters Score -765930.4 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 3029 members Entering Unmasked Estep Score: -765945.187500 Penalty: 4311.308594 Iteration 16Q: 3 clusters Score -765945.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2941 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -765959.562500 Penalty: 4311.308594 Iteration 17Q: 3 clusters Score -765959.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -765972.437500 Penalty: 4311.308594 Iteration 18Q: 3 clusters Score -765972.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -765980.562500 Penalty: 4311.308594 Iteration 19Q: 3 clusters Score -765980.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -765991.375000 Penalty: 4311.308594 Iteration 20F: 3 clusters Score -765991.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 2996 members Entering Unmasked Estep Score: -766001.687500 Penalty: 4311.308594 Iteration 21Q: 3 clusters Score -766001.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -766007.062500 Penalty: 4311.308594 Iteration 22Q: 3 clusters Score -766007.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 2995 members Entering Unmasked Estep Score: -766014.187500 Penalty: 4311.308594 Iteration 23Q: 3 clusters Score -766014.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 2993 members Entering Unmasked Estep Score: -766025.500000 Penalty: 4311.308594 Iteration 24Q: 3 clusters Score -766025.5 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 2988 members Entering Unmasked Estep Score: -766031.875000 Penalty: 4311.308594 Iteration 25Q: 3 clusters Score -766031.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -766037.437500 Penalty: 4311.308594 Iteration 26Q: 3 clusters Score -766037.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -766045.187500 Penalty: 4311.308594 Iteration 27Q: 3 clusters Score -766045.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2973 members Mstep: Class 2 contains 2983 members Entering Unmasked Estep Score: -766048.937500 Penalty: 4311.308594 Iteration 28Q: 3 clusters Score -766048.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2971 members Mstep: Class 2 contains 2985 members Entering Unmasked Estep Score: -766049.812500 Penalty: 4311.308594 Iteration 29Q: 3 clusters Score -766049.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 2984 members Entering Unmasked Estep Score: -766053.625000 Penalty: 4311.308594 Iteration 30Q: 3 clusters Score -766053.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -766055.750000 Penalty: 4311.308594 Iteration 31Q: 3 clusters Score -766055.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2976 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -766055.937500 Penalty: 4311.308594 Iteration 32Q: 3 clusters Score -766055.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -766058.625000 Penalty: 4311.308594 Iteration 33Q: 3 clusters Score -766058.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2979 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -766063.312500 Penalty: 4311.308594 Iteration 34Q: 3 clusters Score -766063.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -766062.625000 Penalty: 4311.308594 Iteration 35Q: 3 clusters Score -766062.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -766062.250000 Penalty: 4311.308594 Iteration 36Q: 3 clusters Score -766062.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -766062.687500 Penalty: 4311.308594 Iteration 37Q: 3 clusters Score -766062.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2978 members Mstep: Class 2 contains 2978 members Entering Unmasked Estep Score: -766063.375000 Penalty: 4311.308594 Iteration 38Q: 3 clusters Score -766063.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -766064.187500 Penalty: 4311.308594 Iteration 39Q: 3 clusters Score -766064.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2980 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -766064.125000 Penalty: 4311.308594 Iteration 40F: 3 clusters Score -766064.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2981 members Mstep: Class 2 contains 2975 members Entering Unmasked Estep Score: -766066.812500 Penalty: 4311.308594 Iteration 41Q: 3 clusters Score -766066.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -766064.000000 Penalty: 4311.308594 Iteration 42Q: 3 clusters Score -766064 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2982 members Mstep: Class 2 contains 2974 members Entering Unmasked Estep Score: -766064.000000 Penalty: 4311.308594 Iteration 43F: 3 clusters Score -766064 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (15557 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15557 members Entering Unmasked Estep Score: -1995637.500000 Penalty: 2393.761963 Iteration 0F: 2 clusters Score -1995638 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7881 members Mstep: Class 2 contains 7676 members Entering Unmasked Estep Score: -1984454.250000 Penalty: 4787.523926 Iteration 0F: 3 clusters Score -1984454 nChanged 6676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8237 members Mstep: Class 2 contains 7320 members Entering Unmasked Estep Score: -1988110.125000 Penalty: 4787.523926 Iteration 1F: 3 clusters Score -1988110 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8422 members Mstep: Class 2 contains 7135 members Entering Unmasked Estep Score: -1988561.750000 Penalty: 4787.523926 Iteration 2F: 3 clusters Score -1988562 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8624 members Mstep: Class 2 contains 6933 members Entering Unmasked Estep Score: -1988870.250000 Penalty: 4787.523926 Iteration 3F: 3 clusters Score -1988870 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8860 members Mstep: Class 2 contains 6697 members Entering Unmasked Estep Score: -1989109.625000 Penalty: 4787.523926 Iteration 4Q: 3 clusters Score -1989110 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9076 members Mstep: Class 2 contains 6481 members Entering Unmasked Estep Score: -1989330.125000 Penalty: 4787.523926 Iteration 5Q: 3 clusters Score -1989330 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9343 members Mstep: Class 2 contains 6214 members Entering Unmasked Estep Score: -1989542.000000 Penalty: 4787.523926 Iteration 6Q: 3 clusters Score -1989542 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9654 members Mstep: Class 2 contains 5903 members Entering Unmasked Estep Score: -1989764.000000 Penalty: 4787.523926 Iteration 7Q: 3 clusters Score -1989764 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10037 members Mstep: Class 2 contains 5520 members Entering Unmasked Estep Score: -1990005.500000 Penalty: 4787.523926 Iteration 8Q: 3 clusters Score -1990006 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10467 members Mstep: Class 2 contains 5090 members Entering Unmasked Estep Score: -1990273.625000 Penalty: 4787.523926 Iteration 9Q: 3 clusters Score -1990274 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10961 members Mstep: Class 2 contains 4596 members Entering Unmasked Estep Score: -1990578.375000 Penalty: 4787.523926 Iteration 10Q: 3 clusters Score -1990578 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11516 members Mstep: Class 2 contains 4041 members Entering Unmasked Estep Score: -1990920.125000 Penalty: 4787.523926 Iteration 11Q: 3 clusters Score -1990920 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12097 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -1991299.500000 Penalty: 4787.523926 Iteration 12Q: 3 clusters Score -1991300 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12683 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -1991698.375000 Penalty: 4787.523926 Iteration 13Q: 3 clusters Score -1991698 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13287 members Mstep: Class 2 contains 2270 members Entering Unmasked Estep Score: -1992135.125000 Penalty: 4787.523926 Iteration 14Q: 3 clusters Score -1992135 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13784 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -1992506.625000 Penalty: 4787.523926 Iteration 15Q: 3 clusters Score -1992507 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14175 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -1992792.625000 Penalty: 4787.523926 Iteration 16Q: 3 clusters Score -1992793 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14456 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -1993004.875000 Penalty: 4787.523926 Iteration 17Q: 3 clusters Score -1993005 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14650 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -1993150.250000 Penalty: 4787.523926 Iteration 18Q: 3 clusters Score -1993150 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14784 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -1993260.000000 Penalty: 4787.523926 Iteration 19Q: 3 clusters Score -1993260 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14901 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -1993360.875000 Penalty: 4787.523926 Iteration 20F: 3 clusters Score -1993361 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14982 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -1993436.000000 Penalty: 4787.523926 Iteration 21Q: 3 clusters Score -1993436 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15030 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -1993477.875000 Penalty: 4787.523926 Iteration 22Q: 3 clusters Score -1993478 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15057 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -1993500.750000 Penalty: 4787.523926 Iteration 23Q: 3 clusters Score -1993501 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15084 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -1993522.250000 Penalty: 4787.523926 Iteration 24Q: 3 clusters Score -1993522 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15098 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -1993534.750000 Penalty: 4787.523926 Iteration 25Q: 3 clusters Score -1993535 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15107 members Mstep: Class 2 contains 450 members Entering Unmasked Estep Score: -1993542.750000 Penalty: 4787.523926 Iteration 26Q: 3 clusters Score -1993543 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15114 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -1993546.125000 Penalty: 4787.523926 Iteration 27Q: 3 clusters Score -1993546 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15119 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -1993550.375000 Penalty: 4787.523926 Iteration 28Q: 3 clusters Score -1993550 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15123 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -1993556.250000 Penalty: 4787.523926 Iteration 29Q: 3 clusters Score -1993556 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15131 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -1993562.250000 Penalty: 4787.523926 Iteration 30Q: 3 clusters Score -1993562 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15135 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -1993565.000000 Penalty: 4787.523926 Iteration 31Q: 3 clusters Score -1993565 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15138 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -1993567.875000 Penalty: 4787.523926 Iteration 32Q: 3 clusters Score -1993568 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15141 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -1993571.750000 Penalty: 4787.523926 Iteration 33Q: 3 clusters Score -1993572 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15142 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -1993571.750000 Penalty: 4787.523926 Iteration 34Q: 3 clusters Score -1993572 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15142 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -1993574.125000 Penalty: 4787.523926 Iteration 35Q: 3 clusters Score -1993574 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15144 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -1993574.375000 Penalty: 4787.523926 Iteration 36Q: 3 clusters Score -1993574 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15145 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -1993574.375000 Penalty: 4787.523926 Iteration 37Q: 3 clusters Score -1993574 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15147 members Mstep: Class 2 contains 410 members Entering Unmasked Estep Score: -1993576.000000 Penalty: 4787.523926 Iteration 38Q: 3 clusters Score -1993576 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15148 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -1993579.375000 Penalty: 4787.523926 Iteration 39Q: 3 clusters Score -1993579 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15150 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -1993580.625000 Penalty: 4787.523926 Iteration 40F: 3 clusters Score -1993581 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2592 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Entering Unmasked Estep Score: -333109.875000 Penalty: 1949.325928 Iteration 0F: 2 clusters Score -333109.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -330104.687500 Penalty: 3898.651855 Iteration 0F: 3 clusters Score -330104.7 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -330665.750000 Penalty: 3898.651855 Iteration 1F: 3 clusters Score -330665.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -330812.125000 Penalty: 3898.651855 Iteration 2F: 3 clusters Score -330812.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -330891.937500 Penalty: 3898.651855 Iteration 3Q: 3 clusters Score -330891.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -330931.156250 Penalty: 3898.651855 Iteration 4Q: 3 clusters Score -330931.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -330960.375000 Penalty: 3898.651855 Iteration 5Q: 3 clusters Score -330960.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -330977.593750 Penalty: 3898.651855 Iteration 6Q: 3 clusters Score -330977.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -330989.843750 Penalty: 3898.651855 Iteration 7Q: 3 clusters Score -330989.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -330994.718750 Penalty: 3898.651855 Iteration 8Q: 3 clusters Score -330994.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -330999.437500 Penalty: 3898.651855 Iteration 9Q: 3 clusters Score -330999.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -331008.125000 Penalty: 3898.651855 Iteration 10Q: 3 clusters Score -331008.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -331014.750000 Penalty: 3898.651855 Iteration 11Q: 3 clusters Score -331014.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -331022.812500 Penalty: 3898.651855 Iteration 12Q: 3 clusters Score -331022.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -331032.312500 Penalty: 3898.651855 Iteration 13Q: 3 clusters Score -331032.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -331040.593750 Penalty: 3898.651855 Iteration 14Q: 3 clusters Score -331040.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -331047.875000 Penalty: 3898.651855 Iteration 15Q: 3 clusters Score -331047.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1125 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -331052.187500 Penalty: 3898.651855 Iteration 16Q: 3 clusters Score -331052.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -331057.343750 Penalty: 3898.651855 Iteration 17Q: 3 clusters Score -331057.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -331064.218750 Penalty: 3898.651855 Iteration 18Q: 3 clusters Score -331064.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -331070.812500 Penalty: 3898.651855 Iteration 19Q: 3 clusters Score -331070.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -331072.093750 Penalty: 3898.651855 Iteration 20F: 3 clusters Score -331072.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -331074.687500 Penalty: 3898.651855 Iteration 21Q: 3 clusters Score -331074.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -331075.312500 Penalty: 3898.651855 Iteration 22Q: 3 clusters Score -331075.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -331077.375000 Penalty: 3898.651855 Iteration 23Q: 3 clusters Score -331077.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -331079.531250 Penalty: 3898.651855 Iteration 24Q: 3 clusters Score -331079.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -331081.343750 Penalty: 3898.651855 Iteration 25Q: 3 clusters Score -331081.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -331081.531250 Penalty: 3898.651855 Iteration 26Q: 3 clusters Score -331081.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -331081.781250 Penalty: 3898.651855 Iteration 27Q: 3 clusters Score -331081.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -331081.875000 Penalty: 3898.651855 Iteration 28Q: 3 clusters Score -331081.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -331081.875000 Penalty: 3898.651855 Iteration 29F: 3 clusters Score -331081.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (10969 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10969 members Entering Unmasked Estep Score: -1401137.375000 Penalty: 2307.101562 Iteration 0F: 2 clusters Score -1401137 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5431 members Mstep: Class 2 contains 5538 members Entering Unmasked Estep Score: -1392787.250000 Penalty: 4614.203125 Iteration 0F: 3 clusters Score -1392787 nChanged 4602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5321 members Mstep: Class 2 contains 5648 members Entering Unmasked Estep Score: -1395213.625000 Penalty: 4614.203125 Iteration 1F: 3 clusters Score -1395214 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -1395465.875000 Penalty: 4614.203125 Iteration 2F: 3 clusters Score -1395466 nChanged 494 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5104 members Mstep: Class 2 contains 5865 members Entering Unmasked Estep Score: -1395682.625000 Penalty: 4614.203125 Iteration 3Q: 3 clusters Score -1395683 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 6026 members Entering Unmasked Estep Score: -1395917.625000 Penalty: 4614.203125 Iteration 4Q: 3 clusters Score -1395918 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4739 members Mstep: Class 2 contains 6230 members Entering Unmasked Estep Score: -1396250.000000 Penalty: 4614.203125 Iteration 5Q: 3 clusters Score -1396250 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4472 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -1396711.250000 Penalty: 4614.203125 Iteration 6F: 3 clusters Score -1396711 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4112 members Mstep: Class 2 contains 6857 members Entering Unmasked Estep Score: -1397343.250000 Penalty: 4614.203125 Iteration 7F: 3 clusters Score -1397343 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 7279 members Entering Unmasked Estep Score: -1398257.750000 Penalty: 4614.203125 Iteration 8F: 3 clusters Score -1398258 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 7669 members Entering Unmasked Estep Score: -1399573.750000 Penalty: 4614.203125 Iteration 9F: 3 clusters Score -1399574 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3099 members Mstep: Class 2 contains 7870 members Entering Unmasked Estep Score: -1400739.000000 Penalty: 4614.203125 Iteration 10F: 3 clusters Score -1400739 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 7915 members Entering Unmasked Estep Score: -1401252.500000 Penalty: 4614.203125 Iteration 11Q: 3 clusters Score -1401252 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 7864 members Entering Unmasked Estep Score: -1401427.750000 Penalty: 4614.203125 Iteration 12Q: 3 clusters Score -1401428 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 7827 members Entering Unmasked Estep Score: -1401502.250000 Penalty: 4614.203125 Iteration 13Q: 3 clusters Score -1401502 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 7817 members Entering Unmasked Estep Score: -1401525.250000 Penalty: 4614.203125 Iteration 14Q: 3 clusters Score -1401525 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 7830 members Entering Unmasked Estep Score: -1401540.750000 Penalty: 4614.203125 Iteration 15Q: 3 clusters Score -1401541 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3131 members Mstep: Class 2 contains 7838 members Entering Unmasked Estep Score: -1401546.125000 Penalty: 4614.203125 Iteration 16Q: 3 clusters Score -1401546 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3130 members Mstep: Class 2 contains 7839 members Entering Unmasked Estep Score: -1401546.875000 Penalty: 4614.203125 Iteration 17Q: 3 clusters Score -1401547 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 7841 members Entering Unmasked Estep Score: -1401548.875000 Penalty: 4614.203125 Iteration 18Q: 3 clusters Score -1401549 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 7841 members Entering Unmasked Estep Score: -1401548.000000 Penalty: 4614.203125 Iteration 19Q: 3 clusters Score -1401548 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3128 members Mstep: Class 2 contains 7841 members Entering Unmasked Estep Score: -1401548.000000 Penalty: 4614.203125 Iteration 20F: 3 clusters Score -1401548 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 34980 members Mstep: Class 3 contains 5956 members Mstep: Class 4 contains 15557 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 3128 members Mstep: Class 7 contains 9006 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 84865 members Mstep: Class 12 contains 22652 members Mstep: Class 13 contains 24715 members Mstep: Class 14 contains 19174 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1979 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189502 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12619 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 7841 members Entering Unmasked Estep Score: -55710508.000000 Penalty: 74191.359375 Splitting cluster 6 changes total score from -55710956.000000 to -55710508.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (9006 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9006 members Entering Unmasked Estep Score: -1141999.250000 Penalty: 2258.200195 Iteration 0F: 2 clusters Score -1141999 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4486 members Mstep: Class 2 contains 4520 members Entering Unmasked Estep Score: -1134971.625000 Penalty: 4516.400391 Iteration 0F: 3 clusters Score -1134972 nChanged 3685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4315 members Mstep: Class 2 contains 4691 members Entering Unmasked Estep Score: -1137037.875000 Penalty: 4516.400391 Iteration 1F: 3 clusters Score -1137038 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 4813 members Entering Unmasked Estep Score: -1137426.000000 Penalty: 4516.400391 Iteration 2F: 3 clusters Score -1137426 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 4944 members Entering Unmasked Estep Score: -1137781.750000 Penalty: 4516.400391 Iteration 3F: 3 clusters Score -1137782 nChanged 506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -1138108.000000 Penalty: 4516.400391 Iteration 4F: 3 clusters Score -1138108 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 5226 members Entering Unmasked Estep Score: -1138366.625000 Penalty: 4516.400391 Iteration 5Q: 3 clusters Score -1138367 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 5381 members Entering Unmasked Estep Score: -1138588.000000 Penalty: 4516.400391 Iteration 6Q: 3 clusters Score -1138588 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3483 members Mstep: Class 2 contains 5523 members Entering Unmasked Estep Score: -1138759.500000 Penalty: 4516.400391 Iteration 7Q: 3 clusters Score -1138760 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 5694 members Entering Unmasked Estep Score: -1138915.625000 Penalty: 4516.400391 Iteration 8Q: 3 clusters Score -1138916 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3140 members Mstep: Class 2 contains 5866 members Entering Unmasked Estep Score: -1139036.375000 Penalty: 4516.400391 Iteration 9Q: 3 clusters Score -1139036 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2998 members Mstep: Class 2 contains 6008 members Entering Unmasked Estep Score: -1139129.750000 Penalty: 4516.400391 Iteration 10Q: 3 clusters Score -1139130 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2849 members Mstep: Class 2 contains 6157 members Entering Unmasked Estep Score: -1139209.500000 Penalty: 4516.400391 Iteration 11Q: 3 clusters Score -1139210 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 6302 members Entering Unmasked Estep Score: -1139300.875000 Penalty: 4516.400391 Iteration 12Q: 3 clusters Score -1139301 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2550 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -1139384.375000 Penalty: 4516.400391 Iteration 13Q: 3 clusters Score -1139384 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 6605 members Entering Unmasked Estep Score: -1139455.500000 Penalty: 4516.400391 Iteration 14Q: 3 clusters Score -1139456 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 6739 members Entering Unmasked Estep Score: -1139524.000000 Penalty: 4516.400391 Iteration 15Q: 3 clusters Score -1139524 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 6862 members Entering Unmasked Estep Score: -1139581.375000 Penalty: 4516.400391 Iteration 16Q: 3 clusters Score -1139581 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 6960 members Entering Unmasked Estep Score: -1139627.125000 Penalty: 4516.400391 Iteration 17Q: 3 clusters Score -1139627 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 7051 members Entering Unmasked Estep Score: -1139672.125000 Penalty: 4516.400391 Iteration 18Q: 3 clusters Score -1139672 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1843 members Mstep: Class 2 contains 7163 members Entering Unmasked Estep Score: -1139726.000000 Penalty: 4516.400391 Iteration 19Q: 3 clusters Score -1139726 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 7275 members Entering Unmasked Estep Score: -1139785.000000 Penalty: 4516.400391 Iteration 20F: 3 clusters Score -1139785 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 7383 members Entering Unmasked Estep Score: -1139838.250000 Penalty: 4516.400391 Iteration 21Q: 3 clusters Score -1139838 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 7503 members Entering Unmasked Estep Score: -1139904.875000 Penalty: 4516.400391 Iteration 22Q: 3 clusters Score -1139905 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1382 members Mstep: Class 2 contains 7624 members Entering Unmasked Estep Score: -1139965.375000 Penalty: 4516.400391 Iteration 23Q: 3 clusters Score -1139965 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 7723 members Entering Unmasked Estep Score: -1140016.000000 Penalty: 4516.400391 Iteration 24Q: 3 clusters Score -1140016 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 7811 members Entering Unmasked Estep Score: -1140059.875000 Penalty: 4516.400391 Iteration 25Q: 3 clusters Score -1140060 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 7880 members Entering Unmasked Estep Score: -1140094.625000 Penalty: 4516.400391 Iteration 26Q: 3 clusters Score -1140095 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 7935 members Entering Unmasked Estep Score: -1140116.125000 Penalty: 4516.400391 Iteration 27Q: 3 clusters Score -1140116 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 7980 members Entering Unmasked Estep Score: -1140135.375000 Penalty: 4516.400391 Iteration 28Q: 3 clusters Score -1140135 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 8027 members Entering Unmasked Estep Score: -1140160.750000 Penalty: 4516.400391 Iteration 29Q: 3 clusters Score -1140161 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 8067 members Entering Unmasked Estep Score: -1140184.250000 Penalty: 4516.400391 Iteration 30Q: 3 clusters Score -1140184 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 8105 members Entering Unmasked Estep Score: -1140203.000000 Penalty: 4516.400391 Iteration 31Q: 3 clusters Score -1140203 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 8139 members Entering Unmasked Estep Score: -1140218.625000 Penalty: 4516.400391 Iteration 32Q: 3 clusters Score -1140219 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 8166 members Entering Unmasked Estep Score: -1140235.500000 Penalty: 4516.400391 Iteration 33Q: 3 clusters Score -1140236 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 814 members Mstep: Class 2 contains 8192 members Entering Unmasked Estep Score: -1140253.625000 Penalty: 4516.400391 Iteration 34Q: 3 clusters Score -1140254 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 8222 members Entering Unmasked Estep Score: -1140274.250000 Penalty: 4516.400391 Iteration 35Q: 3 clusters Score -1140274 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 8251 members Entering Unmasked Estep Score: -1140289.000000 Penalty: 4516.400391 Iteration 36Q: 3 clusters Score -1140289 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 8282 members Entering Unmasked Estep Score: -1140305.750000 Penalty: 4516.400391 Iteration 37Q: 3 clusters Score -1140306 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 8306 members Entering Unmasked Estep Score: -1140317.125000 Penalty: 4516.400391 Iteration 38Q: 3 clusters Score -1140317 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 8316 members Entering Unmasked Estep Score: -1140322.375000 Penalty: 4516.400391 Iteration 39Q: 3 clusters Score -1140322 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 8322 members Entering Unmasked Estep Score: -1140325.500000 Penalty: 4516.400391 Iteration 40F: 3 clusters Score -1140326 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 8327 members Entering Unmasked Estep Score: -1140328.250000 Penalty: 4516.400391 Iteration 41Q: 3 clusters Score -1140328 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 8332 members Entering Unmasked Estep Score: -1140331.500000 Penalty: 4516.400391 Iteration 42Q: 3 clusters Score -1140332 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 8337 members Entering Unmasked Estep Score: -1140332.125000 Penalty: 4516.400391 Iteration 43Q: 3 clusters Score -1140332 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 8338 members Entering Unmasked Estep Score: -1140332.500000 Penalty: 4516.400391 Iteration 44Q: 3 clusters Score -1140332 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 8339 members Entering Unmasked Estep Score: -1140331.625000 Penalty: 4516.400391 Iteration 45Q: 3 clusters Score -1140332 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 8340 members Entering Unmasked Estep Score: -1140333.125000 Penalty: 4516.400391 Iteration 46Q: 3 clusters Score -1140333 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 8341 members Entering Unmasked Estep Score: -1140333.125000 Penalty: 4516.400391 Iteration 47Q: 3 clusters Score -1140333 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 8343 members Entering Unmasked Estep Score: -1140333.250000 Penalty: 4516.400391 Iteration 48Q: 3 clusters Score -1140333 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 662 members Mstep: Class 2 contains 8344 members Entering Unmasked Estep Score: -1140334.250000 Penalty: 4516.400391 Iteration 49Q: 3 clusters Score -1140334 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 8345 members Entering Unmasked Estep Score: -1140334.500000 Penalty: 4516.400391 Iteration 50Q: 3 clusters Score -1140334 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 8346 members Entering Unmasked Estep Score: -1140334.750000 Penalty: 4516.400391 Iteration 51Q: 3 clusters Score -1140335 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 8347 members Entering Unmasked Estep Score: -1140336.625000 Penalty: 4516.400391 Iteration 52Q: 3 clusters Score -1140337 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 8349 members Entering Unmasked Estep Score: -1140336.750000 Penalty: 4516.400391 Iteration 53Q: 3 clusters Score -1140337 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 8351 members Entering Unmasked Estep Score: -1140337.375000 Penalty: 4516.400391 Iteration 54Q: 3 clusters Score -1140337 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 8351 members Entering Unmasked Estep Score: -1140337.375000 Penalty: 4516.400391 Iteration 55F: 3 clusters Score -1140337 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (173 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Entering Unmasked Estep Score: -20185.912109 Penalty: 1278.016357 Iteration 0F: 2 clusters Score -20185.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -19136.585938 Penalty: 2556.032715 Iteration 0F: 3 clusters Score -19136.59 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -19183.089844 Penalty: 2556.032715 Iteration 1Q: 3 clusters Score -19183.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -19183.089844 Penalty: 2556.032715 Iteration 2F: 3 clusters Score -19183.09 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Entering Unmasked Estep Score: -382572.437500 Penalty: 1989.678345 Iteration 0F: 2 clusters Score -382572.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1536 members Entering Unmasked Estep Score: -379293.812500 Penalty: 3979.356689 Iteration 0F: 3 clusters Score -379293.8 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -379954.000000 Penalty: 3979.356689 Iteration 1F: 3 clusters Score -379954 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -380136.781250 Penalty: 3979.356689 Iteration 2F: 3 clusters Score -380136.8 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -380229.968750 Penalty: 3979.356689 Iteration 3Q: 3 clusters Score -380230 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -380281.625000 Penalty: 3979.356689 Iteration 4Q: 3 clusters Score -380281.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 1612 members Entering Unmasked Estep Score: -380316.781250 Penalty: 3979.356689 Iteration 5Q: 3 clusters Score -380316.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -380340.062500 Penalty: 3979.356689 Iteration 6Q: 3 clusters Score -380340.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -380354.656250 Penalty: 3979.356689 Iteration 7Q: 3 clusters Score -380354.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -380366.718750 Penalty: 3979.356689 Iteration 8Q: 3 clusters Score -380366.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -380374.531250 Penalty: 3979.356689 Iteration 9Q: 3 clusters Score -380374.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -380383.156250 Penalty: 3979.356689 Iteration 10Q: 3 clusters Score -380383.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -380392.625000 Penalty: 3979.356689 Iteration 11Q: 3 clusters Score -380392.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -380400.500000 Penalty: 3979.356689 Iteration 12Q: 3 clusters Score -380400.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -380406.531250 Penalty: 3979.356689 Iteration 13Q: 3 clusters Score -380406.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -380412.531250 Penalty: 3979.356689 Iteration 14Q: 3 clusters Score -380412.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1482 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -380416.968750 Penalty: 3979.356689 Iteration 15Q: 3 clusters Score -380417 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -380422.593750 Penalty: 3979.356689 Iteration 16Q: 3 clusters Score -380422.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -380427.656250 Penalty: 3979.356689 Iteration 17Q: 3 clusters Score -380427.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -380429.937500 Penalty: 3979.356689 Iteration 18Q: 3 clusters Score -380429.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 1561 members Entering Unmasked Estep Score: -380433.968750 Penalty: 3979.356689 Iteration 19Q: 3 clusters Score -380434 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -380437.218750 Penalty: 3979.356689 Iteration 20F: 3 clusters Score -380437.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 1562 members Entering Unmasked Estep Score: -380438.125000 Penalty: 3979.356689 Iteration 21Q: 3 clusters Score -380438.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -380439.750000 Penalty: 3979.356689 Iteration 22Q: 3 clusters Score -380439.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -380442.125000 Penalty: 3979.356689 Iteration 23Q: 3 clusters Score -380442.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1490 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -380444.750000 Penalty: 3979.356689 Iteration 24Q: 3 clusters Score -380444.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1558 members Entering Unmasked Estep Score: -380446.562500 Penalty: 3979.356689 Iteration 25Q: 3 clusters Score -380446.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -380448.218750 Penalty: 3979.356689 Iteration 26Q: 3 clusters Score -380448.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -380451.781250 Penalty: 3979.356689 Iteration 27Q: 3 clusters Score -380451.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -380452.281250 Penalty: 3979.356689 Iteration 28Q: 3 clusters Score -380452.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1551 members Entering Unmasked Estep Score: -380452.281250 Penalty: 3979.356689 Iteration 29F: 3 clusters Score -380452.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (520 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Entering Unmasked Estep Score: -58392.910156 Penalty: 1550.949585 Iteration 0F: 2 clusters Score -58392.91 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 266 members Entering Unmasked Estep Score: -56960.003906 Penalty: 3101.899170 Iteration 0F: 3 clusters Score -56960 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -57109.312500 Penalty: 3101.899170 Iteration 1F: 3 clusters Score -57109.31 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -57151.933594 Penalty: 3101.899170 Iteration 2F: 3 clusters Score -57151.93 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -57171.859375 Penalty: 3101.899170 Iteration 3Q: 3 clusters Score -57171.86 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -57183.355469 Penalty: 3101.899170 Iteration 4Q: 3 clusters Score -57183.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -57188.574219 Penalty: 3101.899170 Iteration 5Q: 3 clusters Score -57188.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -57192.742188 Penalty: 3101.899170 Iteration 6Q: 3 clusters Score -57192.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -57192.742188 Penalty: 3101.899170 Iteration 7F: 3 clusters Score -57192.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (84865 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84865 members Entering Unmasked Estep Score: -10880743.000000 Penalty: 2814.506592 Iteration 0F: 2 clusters Score -1.088074e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42308 members Mstep: Class 2 contains 42557 members Entering Unmasked Estep Score: -10823802.000000 Penalty: 5629.013184 Iteration 0F: 3 clusters Score -1.08238e+07 nChanged 39997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40347 members Mstep: Class 2 contains 44518 members Entering Unmasked Estep Score: -10846282.000000 Penalty: 5629.013184 Iteration 1F: 3 clusters Score -1.084628e+07 nChanged 3021 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39150 members Mstep: Class 2 contains 45715 members Entering Unmasked Estep Score: -10847112.000000 Penalty: 5629.013184 Iteration 2Q: 3 clusters Score -1.084711e+07 nChanged 3265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37373 members Mstep: Class 2 contains 47492 members Entering Unmasked Estep Score: -10848262.000000 Penalty: 5629.013184 Iteration 3Q: 3 clusters Score -1.084826e+07 nChanged 3887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34680 members Mstep: Class 2 contains 50185 members Entering Unmasked Estep Score: -10849938.000000 Penalty: 5629.013184 Iteration 4Q: 3 clusters Score -1.084994e+07 nChanged 4997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30887 members Mstep: Class 2 contains 53978 members Entering Unmasked Estep Score: -10852802.000000 Penalty: 5629.013184 Iteration 5F: 3 clusters Score -1.08528e+07 nChanged 6290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25811 members Mstep: Class 2 contains 59054 members Entering Unmasked Estep Score: -10857554.000000 Penalty: 5629.013184 Iteration 6F: 3 clusters Score -1.085755e+07 nChanged 6998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20027 members Mstep: Class 2 contains 64838 members Entering Unmasked Estep Score: -10864303.000000 Penalty: 5629.013184 Iteration 7F: 3 clusters Score -1.08643e+07 nChanged 6111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15316 members Mstep: Class 2 contains 69549 members Entering Unmasked Estep Score: -10872145.000000 Penalty: 5629.013184 Iteration 8F: 3 clusters Score -1.087214e+07 nChanged 4037 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13523 members Mstep: Class 2 contains 71342 members Entering Unmasked Estep Score: -10878143.000000 Penalty: 5629.013184 Iteration 9Q: 3 clusters Score -1.087814e+07 nChanged 2548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13507 members Mstep: Class 2 contains 71358 members Entering Unmasked Estep Score: -10880440.000000 Penalty: 5629.013184 Iteration 10Q: 3 clusters Score -1.088044e+07 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13682 members Mstep: Class 2 contains 71183 members Entering Unmasked Estep Score: -10881206.000000 Penalty: 5629.013184 Iteration 11Q: 3 clusters Score -1.088121e+07 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13926 members Mstep: Class 2 contains 70939 members Entering Unmasked Estep Score: -10881526.000000 Penalty: 5629.013184 Iteration 12Q: 3 clusters Score -1.088153e+07 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14149 members Mstep: Class 2 contains 70716 members Entering Unmasked Estep Score: -10881594.000000 Penalty: 5629.013184 Iteration 13Q: 3 clusters Score -1.088159e+07 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14359 members Mstep: Class 2 contains 70506 members Entering Unmasked Estep Score: -10881660.000000 Penalty: 5629.013184 Iteration 14Q: 3 clusters Score -1.088166e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14511 members Mstep: Class 2 contains 70354 members Entering Unmasked Estep Score: -10881703.000000 Penalty: 5629.013184 Iteration 15Q: 3 clusters Score -1.08817e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14646 members Mstep: Class 2 contains 70219 members Entering Unmasked Estep Score: -10881723.000000 Penalty: 5629.013184 Iteration 16Q: 3 clusters Score -1.088172e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14745 members Mstep: Class 2 contains 70120 members Entering Unmasked Estep Score: -10881779.000000 Penalty: 5629.013184 Iteration 17Q: 3 clusters Score -1.088178e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14829 members Mstep: Class 2 contains 70036 members Entering Unmasked Estep Score: -10881782.000000 Penalty: 5629.013184 Iteration 18Q: 3 clusters Score -1.088178e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14892 members Mstep: Class 2 contains 69973 members Entering Unmasked Estep Score: -10881782.000000 Penalty: 5629.013184 Iteration 19Q: 3 clusters Score -1.088178e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14944 members Mstep: Class 2 contains 69921 members Entering Unmasked Estep Score: -10881783.000000 Penalty: 5629.013184 Iteration 20F: 3 clusters Score -1.088178e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14977 members Mstep: Class 2 contains 69888 members Entering Unmasked Estep Score: -10881786.000000 Penalty: 5629.013184 Iteration 21Q: 3 clusters Score -1.088179e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15006 members Mstep: Class 2 contains 69859 members Entering Unmasked Estep Score: -10881771.000000 Penalty: 5629.013184 Iteration 22Q: 3 clusters Score -1.088177e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15025 members Mstep: Class 2 contains 69840 members Entering Unmasked Estep Score: -10881775.000000 Penalty: 5629.013184 Iteration 23Q: 3 clusters Score -1.088178e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15040 members Mstep: Class 2 contains 69825 members Entering Unmasked Estep Score: -10881784.000000 Penalty: 5629.013184 Iteration 24Q: 3 clusters Score -1.088178e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15059 members Mstep: Class 2 contains 69806 members Entering Unmasked Estep Score: -10881780.000000 Penalty: 5629.013184 Iteration 25Q: 3 clusters Score -1.088178e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15075 members Mstep: Class 2 contains 69790 members Entering Unmasked Estep Score: -10881797.000000 Penalty: 5629.013184 Iteration 26Q: 3 clusters Score -1.08818e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15093 members Mstep: Class 2 contains 69772 members Entering Unmasked Estep Score: -10881793.000000 Penalty: 5629.013184 Iteration 27Q: 3 clusters Score -1.088179e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15113 members Mstep: Class 2 contains 69752 members Entering Unmasked Estep Score: -10881799.000000 Penalty: 5629.013184 Iteration 28Q: 3 clusters Score -1.08818e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15124 members Mstep: Class 2 contains 69741 members Entering Unmasked Estep Score: -10881803.000000 Penalty: 5629.013184 Iteration 29Q: 3 clusters Score -1.08818e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15133 members Mstep: Class 2 contains 69732 members Entering Unmasked Estep Score: -10881799.000000 Penalty: 5629.013184 Iteration 30Q: 3 clusters Score -1.08818e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15146 members Mstep: Class 2 contains 69719 members Entering Unmasked Estep Score: -10881815.000000 Penalty: 5629.013184 Iteration 31Q: 3 clusters Score -1.088182e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15155 members Mstep: Class 2 contains 69710 members Entering Unmasked Estep Score: -10881807.000000 Penalty: 5629.013184 Iteration 32Q: 3 clusters Score -1.088181e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15160 members Mstep: Class 2 contains 69705 members Entering Unmasked Estep Score: -10881809.000000 Penalty: 5629.013184 Iteration 33Q: 3 clusters Score -1.088181e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15170 members Mstep: Class 2 contains 69695 members Entering Unmasked Estep Score: -10881821.000000 Penalty: 5629.013184 Iteration 34Q: 3 clusters Score -1.088182e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15179 members Mstep: Class 2 contains 69686 members Entering Unmasked Estep Score: -10881808.000000 Penalty: 5629.013184 Iteration 35Q: 3 clusters Score -1.088181e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15188 members Mstep: Class 2 contains 69677 members Entering Unmasked Estep Score: -10881801.000000 Penalty: 5629.013184 Iteration 36Q: 3 clusters Score -1.08818e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15197 members Mstep: Class 2 contains 69668 members Entering Unmasked Estep Score: -10881803.000000 Penalty: 5629.013184 Iteration 37Q: 3 clusters Score -1.08818e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15205 members Mstep: Class 2 contains 69660 members Entering Unmasked Estep Score: -10881801.000000 Penalty: 5629.013184 Iteration 38Q: 3 clusters Score -1.08818e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15211 members Mstep: Class 2 contains 69654 members Entering Unmasked Estep Score: -10881803.000000 Penalty: 5629.013184 Iteration 39Q: 3 clusters Score -1.08818e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15214 members Mstep: Class 2 contains 69651 members Entering Unmasked Estep Score: -10881802.000000 Penalty: 5629.013184 Iteration 40F: 3 clusters Score -1.08818e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15217 members Mstep: Class 2 contains 69648 members Entering Unmasked Estep Score: -10881804.000000 Penalty: 5629.013184 Iteration 41Q: 3 clusters Score -1.08818e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15224 members Mstep: Class 2 contains 69641 members Entering Unmasked Estep Score: -10881800.000000 Penalty: 5629.013184 Iteration 42Q: 3 clusters Score -1.08818e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15231 members Mstep: Class 2 contains 69634 members Entering Unmasked Estep Score: -10881807.000000 Penalty: 5629.013184 Iteration 43Q: 3 clusters Score -1.088181e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15237 members Mstep: Class 2 contains 69628 members Entering Unmasked Estep Score: -10881809.000000 Penalty: 5629.013184 Iteration 44Q: 3 clusters Score -1.088181e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15249 members Mstep: Class 2 contains 69616 members Entering Unmasked Estep Score: -10881798.000000 Penalty: 5629.013184 Iteration 45Q: 3 clusters Score -1.08818e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15258 members Mstep: Class 2 contains 69607 members Entering Unmasked Estep Score: -10881796.000000 Penalty: 5629.013184 Iteration 46Q: 3 clusters Score -1.08818e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15264 members Mstep: Class 2 contains 69601 members Entering Unmasked Estep Score: -10881799.000000 Penalty: 5629.013184 Iteration 47Q: 3 clusters Score -1.08818e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15268 members Mstep: Class 2 contains 69597 members Entering Unmasked Estep Score: -10881801.000000 Penalty: 5629.013184 Iteration 48Q: 3 clusters Score -1.08818e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15272 members Mstep: Class 2 contains 69593 members Entering Unmasked Estep Score: -10881799.000000 Penalty: 5629.013184 Iteration 49Q: 3 clusters Score -1.08818e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15274 members Mstep: Class 2 contains 69591 members Entering Unmasked Estep Score: -10881795.000000 Penalty: 5629.013184 Iteration 50Q: 3 clusters Score -1.08818e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15276 members Mstep: Class 2 contains 69589 members Entering Unmasked Estep Score: -10881795.000000 Penalty: 5629.013184 Iteration 51Q: 3 clusters Score -1.08818e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15276 members Mstep: Class 2 contains 69589 members Entering Unmasked Estep Score: -10881795.000000 Penalty: 5629.013184 Iteration 52F: 3 clusters Score -1.08818e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 34980 members Mstep: Class 3 contains 5956 members Mstep: Class 4 contains 15557 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10969 members Mstep: Class 7 contains 9006 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 15276 members Mstep: Class 12 contains 22652 members Mstep: Class 13 contains 24715 members Mstep: Class 14 contains 19174 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1979 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 189502 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12619 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 69589 members Entering Unmasked Estep Score: -55711712.000000 Penalty: 74191.359375 Splitting cluster 11 changes total score from -55710956.000000 to -55711712.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 12 (22652 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22652 members Entering Unmasked Estep Score: -2819621.250000 Penalty: 2486.944824 Iteration 0F: 2 clusters Score -2819621 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11286 members Mstep: Class 2 contains 11366 members Entering Unmasked Estep Score: -2803798.500000 Penalty: 4973.889648 Iteration 0F: 3 clusters Score -2803798 nChanged 10099 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11107 members Mstep: Class 2 contains 11545 members Entering Unmasked Estep Score: -2809209.250000 Penalty: 4973.889648 Iteration 1F: 3 clusters Score -2809209 nChanged 1190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11095 members Mstep: Class 2 contains 11557 members Entering Unmasked Estep Score: -2809702.500000 Penalty: 4973.889648 Iteration 2F: 3 clusters Score -2809702 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11160 members Mstep: Class 2 contains 11492 members Entering Unmasked Estep Score: -2810162.250000 Penalty: 4973.889648 Iteration 3Q: 3 clusters Score -2810162 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11273 members Mstep: Class 2 contains 11379 members Entering Unmasked Estep Score: -2810655.500000 Penalty: 4973.889648 Iteration 4Q: 3 clusters Score -2810656 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11439 members Mstep: Class 2 contains 11213 members Entering Unmasked Estep Score: -2811196.250000 Penalty: 4973.889648 Iteration 5Q: 3 clusters Score -2811196 nChanged 1085 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11612 members Mstep: Class 2 contains 11040 members Entering Unmasked Estep Score: -2811772.750000 Penalty: 4973.889648 Iteration 6Q: 3 clusters Score -2811773 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11822 members Mstep: Class 2 contains 10830 members Entering Unmasked Estep Score: -2812352.500000 Penalty: 4973.889648 Iteration 7F: 3 clusters Score -2812352 nChanged 1110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12092 members Mstep: Class 2 contains 10560 members Entering Unmasked Estep Score: -2812901.250000 Penalty: 4973.889648 Iteration 8Q: 3 clusters Score -2812901 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12347 members Mstep: Class 2 contains 10305 members Entering Unmasked Estep Score: -2813384.250000 Penalty: 4973.889648 Iteration 9Q: 3 clusters Score -2813384 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12558 members Mstep: Class 2 contains 10094 members Entering Unmasked Estep Score: -2813769.250000 Penalty: 4973.889648 Iteration 10Q: 3 clusters Score -2813769 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12734 members Mstep: Class 2 contains 9918 members Entering Unmasked Estep Score: -2814048.000000 Penalty: 4973.889648 Iteration 11Q: 3 clusters Score -2814048 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12889 members Mstep: Class 2 contains 9763 members Entering Unmasked Estep Score: -2814297.250000 Penalty: 4973.889648 Iteration 12Q: 3 clusters Score -2814297 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12984 members Mstep: Class 2 contains 9668 members Entering Unmasked Estep Score: -2814469.250000 Penalty: 4973.889648 Iteration 13Q: 3 clusters Score -2814469 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13003 members Mstep: Class 2 contains 9649 members Entering Unmasked Estep Score: -2814610.750000 Penalty: 4973.889648 Iteration 14Q: 3 clusters Score -2814611 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12979 members Mstep: Class 2 contains 9673 members Entering Unmasked Estep Score: -2814696.500000 Penalty: 4973.889648 Iteration 15Q: 3 clusters Score -2814696 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12913 members Mstep: Class 2 contains 9739 members Entering Unmasked Estep Score: -2814759.250000 Penalty: 4973.889648 Iteration 16Q: 3 clusters Score -2814759 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12822 members Mstep: Class 2 contains 9830 members Entering Unmasked Estep Score: -2814799.000000 Penalty: 4973.889648 Iteration 17Q: 3 clusters Score -2814799 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12732 members Mstep: Class 2 contains 9920 members Entering Unmasked Estep Score: -2814828.750000 Penalty: 4973.889648 Iteration 18Q: 3 clusters Score -2814829 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12621 members Mstep: Class 2 contains 10031 members Entering Unmasked Estep Score: -2814864.750000 Penalty: 4973.889648 Iteration 19Q: 3 clusters Score -2814865 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12504 members Mstep: Class 2 contains 10148 members Entering Unmasked Estep Score: -2814903.250000 Penalty: 4973.889648 Iteration 20F: 3 clusters Score -2814903 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12366 members Mstep: Class 2 contains 10286 members Entering Unmasked Estep Score: -2814942.250000 Penalty: 4973.889648 Iteration 21Q: 3 clusters Score -2814942 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12236 members Mstep: Class 2 contains 10416 members Entering Unmasked Estep Score: -2814960.500000 Penalty: 4973.889648 Iteration 22Q: 3 clusters Score -2814960 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12090 members Mstep: Class 2 contains 10562 members Entering Unmasked Estep Score: -2814966.500000 Penalty: 4973.889648 Iteration 23Q: 3 clusters Score -2814966 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11931 members Mstep: Class 2 contains 10721 members Entering Unmasked Estep Score: -2815001.750000 Penalty: 4973.889648 Iteration 24Q: 3 clusters Score -2815002 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11748 members Mstep: Class 2 contains 10904 members Entering Unmasked Estep Score: -2815042.500000 Penalty: 4973.889648 Iteration 25Q: 3 clusters Score -2815042 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11558 members Mstep: Class 2 contains 11094 members Entering Unmasked Estep Score: -2815096.500000 Penalty: 4973.889648 Iteration 26Q: 3 clusters Score -2815096 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11339 members Mstep: Class 2 contains 11313 members Entering Unmasked Estep Score: -2815140.500000 Penalty: 4973.889648 Iteration 27Q: 3 clusters Score -2815140 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11113 members Mstep: Class 2 contains 11539 members Entering Unmasked Estep Score: -2815178.500000 Penalty: 4973.889648 Iteration 28Q: 3 clusters Score -2815178 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10871 members Mstep: Class 2 contains 11781 members Entering Unmasked Estep Score: -2815237.000000 Penalty: 4973.889648 Iteration 29Q: 3 clusters Score -2815237 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10615 members Mstep: Class 2 contains 12037 members Entering Unmasked Estep Score: -2815297.000000 Penalty: 4973.889648 Iteration 30Q: 3 clusters Score -2815297 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10336 members Mstep: Class 2 contains 12316 members Entering Unmasked Estep Score: -2815359.750000 Penalty: 4973.889648 Iteration 31Q: 3 clusters Score -2815360 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10043 members Mstep: Class 2 contains 12609 members Entering Unmasked Estep Score: -2815434.000000 Penalty: 4973.889648 Iteration 32Q: 3 clusters Score -2815434 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9728 members Mstep: Class 2 contains 12924 members Entering Unmasked Estep Score: -2815516.750000 Penalty: 4973.889648 Iteration 33Q: 3 clusters Score -2815517 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9381 members Mstep: Class 2 contains 13271 members Entering Unmasked Estep Score: -2815630.000000 Penalty: 4973.889648 Iteration 34Q: 3 clusters Score -2815630 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9028 members Mstep: Class 2 contains 13624 members Entering Unmasked Estep Score: -2815720.250000 Penalty: 4973.889648 Iteration 35Q: 3 clusters Score -2815720 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8650 members Mstep: Class 2 contains 14002 members Entering Unmasked Estep Score: -2815843.500000 Penalty: 4973.889648 Iteration 36Q: 3 clusters Score -2815844 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8244 members Mstep: Class 2 contains 14408 members Entering Unmasked Estep Score: -2815980.250000 Penalty: 4973.889648 Iteration 37Q: 3 clusters Score -2815980 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7822 members Mstep: Class 2 contains 14830 members Entering Unmasked Estep Score: -2816159.250000 Penalty: 4973.889648 Iteration 38Q: 3 clusters Score -2816159 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7399 members Mstep: Class 2 contains 15253 members Entering Unmasked Estep Score: -2816338.250000 Penalty: 4973.889648 Iteration 39Q: 3 clusters Score -2816338 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6954 members Mstep: Class 2 contains 15698 members Entering Unmasked Estep Score: -2816527.250000 Penalty: 4973.889648 Iteration 40F: 3 clusters Score -2816527 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6534 members Mstep: Class 2 contains 16118 members Entering Unmasked Estep Score: -2816730.250000 Penalty: 4973.889648 Iteration 41Q: 3 clusters Score -2816730 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6145 members Mstep: Class 2 contains 16507 members Entering Unmasked Estep Score: -2816895.750000 Penalty: 4973.889648 Iteration 42Q: 3 clusters Score -2816896 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5816 members Mstep: Class 2 contains 16836 members Entering Unmasked Estep Score: -2817030.750000 Penalty: 4973.889648 Iteration 43Q: 3 clusters Score -2817031 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5508 members Mstep: Class 2 contains 17144 members Entering Unmasked Estep Score: -2817153.750000 Penalty: 4973.889648 Iteration 44Q: 3 clusters Score -2817154 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Mstep: Class 2 contains 17414 members Entering Unmasked Estep Score: -2817246.500000 Penalty: 4973.889648 Iteration 45Q: 3 clusters Score -2817246 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5012 members Mstep: Class 2 contains 17640 members Entering Unmasked Estep Score: -2817314.750000 Penalty: 4973.889648 Iteration 46Q: 3 clusters Score -2817315 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 17844 members Entering Unmasked Estep Score: -2817385.000000 Penalty: 4973.889648 Iteration 47Q: 3 clusters Score -2817385 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 18028 members Entering Unmasked Estep Score: -2817442.000000 Penalty: 4973.889648 Iteration 48Q: 3 clusters Score -2817442 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4434 members Mstep: Class 2 contains 18218 members Entering Unmasked Estep Score: -2817502.000000 Penalty: 4973.889648 Iteration 49Q: 3 clusters Score -2817502 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 18382 members Entering Unmasked Estep Score: -2817536.500000 Penalty: 4973.889648 Iteration 50Q: 3 clusters Score -2817536 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 18520 members Entering Unmasked Estep Score: -2817574.000000 Penalty: 4973.889648 Iteration 51Q: 3 clusters Score -2817574 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4004 members Mstep: Class 2 contains 18648 members Entering Unmasked Estep Score: -2817609.750000 Penalty: 4973.889648 Iteration 52Q: 3 clusters Score -2817610 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 18768 members Entering Unmasked Estep Score: -2817647.000000 Penalty: 4973.889648 Iteration 53Q: 3 clusters Score -2817647 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 18871 members Entering Unmasked Estep Score: -2817676.250000 Penalty: 4973.889648 Iteration 54Q: 3 clusters Score -2817676 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 18961 members Entering Unmasked Estep Score: -2817698.750000 Penalty: 4973.889648 Iteration 55Q: 3 clusters Score -2817699 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3621 members Mstep: Class 2 contains 19031 members Entering Unmasked Estep Score: -2817715.000000 Penalty: 4973.889648 Iteration 56Q: 3 clusters Score -2817715 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 19100 members Entering Unmasked Estep Score: -2817722.500000 Penalty: 4973.889648 Iteration 57Q: 3 clusters Score -2817722 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 19158 members Entering Unmasked Estep Score: -2817733.000000 Penalty: 4973.889648 Iteration 58Q: 3 clusters Score -2817733 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 19212 members Entering Unmasked Estep Score: -2817741.000000 Penalty: 4973.889648 Iteration 59Q: 3 clusters Score -2817741 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 19250 members Entering Unmasked Estep Score: -2817743.750000 Penalty: 4973.889648 Iteration 60F: 3 clusters Score -2817744 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 19276 members Entering Unmasked Estep Score: -2817752.000000 Penalty: 4973.889648 Iteration 61Q: 3 clusters Score -2817752 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3356 members Mstep: Class 2 contains 19296 members Entering Unmasked Estep Score: -2817756.500000 Penalty: 4973.889648 Iteration 62Q: 3 clusters Score -2817756 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3345 members Mstep: Class 2 contains 19307 members Entering Unmasked Estep Score: -2817757.750000 Penalty: 4973.889648 Iteration 63Q: 3 clusters Score -2817758 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3339 members Mstep: Class 2 contains 19313 members Entering Unmasked Estep Score: -2817755.500000 Penalty: 4973.889648 Iteration 64Q: 3 clusters Score -2817756 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3333 members Mstep: Class 2 contains 19319 members Entering Unmasked Estep Score: -2817764.500000 Penalty: 4973.889648 Iteration 65Q: 3 clusters Score -2817764 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 19328 members Entering Unmasked Estep Score: -2817765.750000 Penalty: 4973.889648 Iteration 66Q: 3 clusters Score -2817766 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 19338 members Entering Unmasked Estep Score: -2817767.000000 Penalty: 4973.889648 Iteration 67Q: 3 clusters Score -2817767 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 19351 members Entering Unmasked Estep Score: -2817769.750000 Penalty: 4973.889648 Iteration 68Q: 3 clusters Score -2817770 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 19359 members Entering Unmasked Estep Score: -2817769.000000 Penalty: 4973.889648 Iteration 69Q: 3 clusters Score -2817769 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3284 members Mstep: Class 2 contains 19368 members Entering Unmasked Estep Score: -2817774.250000 Penalty: 4973.889648 Iteration 70Q: 3 clusters Score -2817774 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 19385 members Entering Unmasked Estep Score: -2817778.500000 Penalty: 4973.889648 Iteration 71Q: 3 clusters Score -2817778 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3246 members Mstep: Class 2 contains 19406 members Entering Unmasked Estep Score: -2817781.250000 Penalty: 4973.889648 Iteration 72Q: 3 clusters Score -2817781 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3226 members Mstep: Class 2 contains 19426 members Entering Unmasked Estep Score: -2817786.250000 Penalty: 4973.889648 Iteration 73Q: 3 clusters Score -2817786 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3202 members Mstep: Class 2 contains 19450 members Entering Unmasked Estep Score: -2817795.000000 Penalty: 4973.889648 Iteration 74Q: 3 clusters Score -2817795 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 19473 members Entering Unmasked Estep Score: -2817789.000000 Penalty: 4973.889648 Iteration 75Q: 3 clusters Score -2817789 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3155 members Mstep: Class 2 contains 19497 members Entering Unmasked Estep Score: -2817784.500000 Penalty: 4973.889648 Iteration 76Q: 3 clusters Score -2817784 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3133 members Mstep: Class 2 contains 19519 members Entering Unmasked Estep Score: -2817794.000000 Penalty: 4973.889648 Iteration 77Q: 3 clusters Score -2817794 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3111 members Mstep: Class 2 contains 19541 members Entering Unmasked Estep Score: -2817794.750000 Penalty: 4973.889648 Iteration 78Q: 3 clusters Score -2817795 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3097 members Mstep: Class 2 contains 19555 members Entering Unmasked Estep Score: -2817795.000000 Penalty: 4973.889648 Iteration 79Q: 3 clusters Score -2817795 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3087 members Mstep: Class 2 contains 19565 members Entering Unmasked Estep Score: -2817798.000000 Penalty: 4973.889648 Iteration 80F: 3 clusters Score -2817798 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3076 members Mstep: Class 2 contains 19576 members Entering Unmasked Estep Score: -2817799.500000 Penalty: 4973.889648 Iteration 81Q: 3 clusters Score -2817800 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 19586 members Entering Unmasked Estep Score: -2817796.750000 Penalty: 4973.889648 Iteration 82Q: 3 clusters Score -2817797 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 19597 members Entering Unmasked Estep Score: -2817798.500000 Penalty: 4973.889648 Iteration 83Q: 3 clusters Score -2817798 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 19603 members Entering Unmasked Estep Score: -2817797.750000 Penalty: 4973.889648 Iteration 84Q: 3 clusters Score -2817798 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 19606 members Entering Unmasked Estep Score: -2817800.500000 Penalty: 4973.889648 Iteration 85Q: 3 clusters Score -2817800 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 19608 members Entering Unmasked Estep Score: -2817800.250000 Penalty: 4973.889648 Iteration 86Q: 3 clusters Score -2817800 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 19609 members Entering Unmasked Estep Score: -2817803.250000 Penalty: 4973.889648 Iteration 87Q: 3 clusters Score -2817803 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3042 members Mstep: Class 2 contains 19610 members Entering Unmasked Estep Score: -2817807.000000 Penalty: 4973.889648 Iteration 88Q: 3 clusters Score -2817807 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 19611 members Entering Unmasked Estep Score: -2817806.000000 Penalty: 4973.889648 Iteration 89Q: 3 clusters Score -2817806 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3041 members Mstep: Class 2 contains 19611 members Entering Unmasked Estep Score: -2817806.000000 Penalty: 4973.889648 Iteration 90F: 3 clusters Score -2817806 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (24715 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24715 members Entering Unmasked Estep Score: -3173427.500000 Penalty: 2508.561035 Iteration 0F: 2 clusters Score -3173428 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12494 members Mstep: Class 2 contains 12221 members Entering Unmasked Estep Score: -3156279.000000 Penalty: 5017.122070 Iteration 0F: 3 clusters Score -3156279 nChanged 11084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13270 members Mstep: Class 2 contains 11445 members Entering Unmasked Estep Score: -3162331.000000 Penalty: 5017.122070 Iteration 1F: 3 clusters Score -3162331 nChanged 1348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13856 members Mstep: Class 2 contains 10859 members Entering Unmasked Estep Score: -3162896.750000 Penalty: 5017.122070 Iteration 2F: 3 clusters Score -3162897 nChanged 1344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14702 members Mstep: Class 2 contains 10013 members Entering Unmasked Estep Score: -3163570.000000 Penalty: 5017.122070 Iteration 3F: 3 clusters Score -3163570 nChanged 1485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15827 members Mstep: Class 2 contains 8888 members Entering Unmasked Estep Score: -3164448.250000 Penalty: 5017.122070 Iteration 4F: 3 clusters Score -3164448 nChanged 1720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17279 members Mstep: Class 2 contains 7436 members Entering Unmasked Estep Score: -3165635.500000 Penalty: 5017.122070 Iteration 5F: 3 clusters Score -3165636 nChanged 1829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18930 members Mstep: Class 2 contains 5785 members Entering Unmasked Estep Score: -3167097.500000 Penalty: 5017.122070 Iteration 6F: 3 clusters Score -3167098 nChanged 1731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20561 members Mstep: Class 2 contains 4154 members Entering Unmasked Estep Score: -3168584.750000 Penalty: 5017.122070 Iteration 7F: 3 clusters Score -3168585 nChanged 1337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21838 members Mstep: Class 2 contains 2877 members Entering Unmasked Estep Score: -3169743.500000 Penalty: 5017.122070 Iteration 8F: 3 clusters Score -3169744 nChanged 908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22720 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -3170496.750000 Penalty: 5017.122070 Iteration 9Q: 3 clusters Score -3170497 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23212 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -3170871.750000 Penalty: 5017.122070 Iteration 10Q: 3 clusters Score -3170872 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23495 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -3171084.250000 Penalty: 5017.122070 Iteration 11Q: 3 clusters Score -3171084 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23658 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -3171238.750000 Penalty: 5017.122070 Iteration 12Q: 3 clusters Score -3171239 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23781 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -3171371.500000 Penalty: 5017.122070 Iteration 13Q: 3 clusters Score -3171372 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23851 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -3171447.500000 Penalty: 5017.122070 Iteration 14Q: 3 clusters Score -3171448 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23896 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -3171497.500000 Penalty: 5017.122070 Iteration 15Q: 3 clusters Score -3171498 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23931 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -3171533.000000 Penalty: 5017.122070 Iteration 16Q: 3 clusters Score -3171533 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23944 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -3171548.000000 Penalty: 5017.122070 Iteration 17Q: 3 clusters Score -3171548 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23960 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -3171561.500000 Penalty: 5017.122070 Iteration 18Q: 3 clusters Score -3171562 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23969 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -3171567.000000 Penalty: 5017.122070 Iteration 19Q: 3 clusters Score -3171567 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23980 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -3171580.000000 Penalty: 5017.122070 Iteration 20F: 3 clusters Score -3171580 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23987 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -3171583.750000 Penalty: 5017.122070 Iteration 21Q: 3 clusters Score -3171584 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23991 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -3171590.750000 Penalty: 5017.122070 Iteration 22Q: 3 clusters Score -3171591 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23991 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -3171595.250000 Penalty: 5017.122070 Iteration 23Q: 3 clusters Score -3171595 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23991 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -3171594.750000 Penalty: 5017.122070 Iteration 24Q: 3 clusters Score -3171595 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23991 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -3171594.750000 Penalty: 5017.122070 Iteration 25F: 3 clusters Score -3171595 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (19174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19174 members Entering Unmasked Estep Score: -2476014.000000 Penalty: 2445.604980 Iteration 0F: 2 clusters Score -2476014 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9641 members Mstep: Class 2 contains 9533 members Entering Unmasked Estep Score: -2462321.000000 Penalty: 4891.209961 Iteration 0F: 3 clusters Score -2462321 nChanged 8502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10009 members Mstep: Class 2 contains 9165 members Entering Unmasked Estep Score: -2466837.000000 Penalty: 4891.209961 Iteration 1F: 3 clusters Score -2466837 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10252 members Mstep: Class 2 contains 8922 members Entering Unmasked Estep Score: -2467230.000000 Penalty: 4891.209961 Iteration 2F: 3 clusters Score -2467230 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10586 members Mstep: Class 2 contains 8588 members Entering Unmasked Estep Score: -2467646.750000 Penalty: 4891.209961 Iteration 3Q: 3 clusters Score -2467647 nChanged 931 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11095 members Mstep: Class 2 contains 8079 members Entering Unmasked Estep Score: -2468123.250000 Penalty: 4891.209961 Iteration 4Q: 3 clusters Score -2468123 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11848 members Mstep: Class 2 contains 7326 members Entering Unmasked Estep Score: -2468861.750000 Penalty: 4891.209961 Iteration 5F: 3 clusters Score -2468862 nChanged 1331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12859 members Mstep: Class 2 contains 6315 members Entering Unmasked Estep Score: -2469861.500000 Penalty: 4891.209961 Iteration 6F: 3 clusters Score -2469862 nChanged 1479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14090 members Mstep: Class 2 contains 5084 members Entering Unmasked Estep Score: -2471108.500000 Penalty: 4891.209961 Iteration 7F: 3 clusters Score -2471108 nChanged 1379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15309 members Mstep: Class 2 contains 3865 members Entering Unmasked Estep Score: -2472304.000000 Penalty: 4891.209961 Iteration 8F: 3 clusters Score -2472304 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16276 members Mstep: Class 2 contains 2898 members Entering Unmasked Estep Score: -2473258.500000 Penalty: 4891.209961 Iteration 9F: 3 clusters Score -2473258 nChanged 747 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16971 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -2473943.000000 Penalty: 4891.209961 Iteration 10Q: 3 clusters Score -2473943 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17387 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -2474391.500000 Penalty: 4891.209961 Iteration 11Q: 3 clusters Score -2474392 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17640 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -2474706.250000 Penalty: 4891.209961 Iteration 12Q: 3 clusters Score -2474706 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17785 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -2474830.500000 Penalty: 4891.209961 Iteration 13Q: 3 clusters Score -2474830 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17881 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -2474897.250000 Penalty: 4891.209961 Iteration 14Q: 3 clusters Score -2474897 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17941 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -2474943.000000 Penalty: 4891.209961 Iteration 15Q: 3 clusters Score -2474943 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17983 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -2474976.000000 Penalty: 4891.209961 Iteration 16Q: 3 clusters Score -2474976 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18011 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -2474991.250000 Penalty: 4891.209961 Iteration 17Q: 3 clusters Score -2474991 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18029 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -2474999.500000 Penalty: 4891.209961 Iteration 18Q: 3 clusters Score -2475000 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18046 members Mstep: Class 2 contains 1128 members Entering Unmasked Estep Score: -2475010.000000 Penalty: 4891.209961 Iteration 19Q: 3 clusters Score -2475010 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18060 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -2475014.250000 Penalty: 4891.209961 Iteration 20F: 3 clusters Score -2475014 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18071 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -2475024.750000 Penalty: 4891.209961 Iteration 21Q: 3 clusters Score -2475025 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18084 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -2475034.750000 Penalty: 4891.209961 Iteration 22Q: 3 clusters Score -2475035 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18100 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -2475047.750000 Penalty: 4891.209961 Iteration 23Q: 3 clusters Score -2475048 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18119 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -2475055.750000 Penalty: 4891.209961 Iteration 24Q: 3 clusters Score -2475056 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18135 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -2475064.000000 Penalty: 4891.209961 Iteration 25Q: 3 clusters Score -2475064 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18143 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -2475070.000000 Penalty: 4891.209961 Iteration 26Q: 3 clusters Score -2475070 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18147 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -2475072.750000 Penalty: 4891.209961 Iteration 27Q: 3 clusters Score -2475073 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18156 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -2475080.250000 Penalty: 4891.209961 Iteration 28Q: 3 clusters Score -2475080 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18164 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -2475083.000000 Penalty: 4891.209961 Iteration 29Q: 3 clusters Score -2475083 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18167 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -2475085.250000 Penalty: 4891.209961 Iteration 30Q: 3 clusters Score -2475085 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18171 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -2475086.000000 Penalty: 4891.209961 Iteration 31Q: 3 clusters Score -2475086 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18174 members Mstep: Class 2 contains 1000 members Entering Unmasked Estep Score: -2475088.500000 Penalty: 4891.209961 Iteration 32Q: 3 clusters Score -2475088 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18177 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -2475091.500000 Penalty: 4891.209961 Iteration 33Q: 3 clusters Score -2475092 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18182 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -2475091.000000 Penalty: 4891.209961 Iteration 34Q: 3 clusters Score -2475091 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18188 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -2475092.750000 Penalty: 4891.209961 Iteration 35Q: 3 clusters Score -2475093 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18194 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -2475098.000000 Penalty: 4891.209961 Iteration 36Q: 3 clusters Score -2475098 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18198 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -2475100.250000 Penalty: 4891.209961 Iteration 37Q: 3 clusters Score -2475100 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18206 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -2475104.750000 Penalty: 4891.209961 Iteration 38Q: 3 clusters Score -2475105 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18212 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -2475110.250000 Penalty: 4891.209961 Iteration 39Q: 3 clusters Score -2475110 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18213 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -2475112.000000 Penalty: 4891.209961 Iteration 40F: 3 clusters Score -2475112 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18216 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -2475116.250000 Penalty: 4891.209961 Iteration 41Q: 3 clusters Score -2475116 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18216 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -2475116.250000 Penalty: 4891.209961 Iteration 42Q: 3 clusters Score -2475116 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18216 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -2475117.000000 Penalty: 4891.209961 Iteration 43Q: 3 clusters Score -2475117 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18218 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -2475115.000000 Penalty: 4891.209961 Iteration 44Q: 3 clusters Score -2475115 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18220 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -2475117.500000 Penalty: 4891.209961 Iteration 45Q: 3 clusters Score -2475118 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18226 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -2475117.250000 Penalty: 4891.209961 Iteration 46Q: 3 clusters Score -2475117 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18230 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -2475120.500000 Penalty: 4891.209961 Iteration 47Q: 3 clusters Score -2475120 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18235 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -2475122.500000 Penalty: 4891.209961 Iteration 48Q: 3 clusters Score -2475122 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18239 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -2475132.000000 Penalty: 4891.209961 Iteration 49Q: 3 clusters Score -2475132 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18245 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -2475138.500000 Penalty: 4891.209961 Iteration 50Q: 3 clusters Score -2475138 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18252 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -2475137.250000 Penalty: 4891.209961 Iteration 51Q: 3 clusters Score -2475137 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18255 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -2475140.250000 Penalty: 4891.209961 Iteration 52Q: 3 clusters Score -2475140 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18255 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -2475140.250000 Penalty: 4891.209961 Iteration 53F: 3 clusters Score -2475140 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (553 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Entering Unmasked Estep Score: -63513.378906 Penalty: 1566.208862 Iteration 0F: 2 clusters Score -63513.38 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 280 members Entering Unmasked Estep Score: -61948.656250 Penalty: 3132.417725 Iteration 0F: 3 clusters Score -61948.66 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -62229.863281 Penalty: 3132.417725 Iteration 1F: 3 clusters Score -62229.86 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -62379.042969 Penalty: 3132.417725 Iteration 2F: 3 clusters Score -62379.04 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -62418.429688 Penalty: 3132.417725 Iteration 3Q: 3 clusters Score -62418.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -62442.367188 Penalty: 3132.417725 Iteration 4Q: 3 clusters Score -62442.37 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -62454.125000 Penalty: 3132.417725 Iteration 5Q: 3 clusters Score -62454.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -62456.828125 Penalty: 3132.417725 Iteration 6Q: 3 clusters Score -62456.83 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -62456.828125 Penalty: 3132.417725 Iteration 7F: 3 clusters Score -62456.83 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (602 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Entering Unmasked Estep Score: -69038.273438 Penalty: 1587.263916 Iteration 0F: 2 clusters Score -69038.27 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -67442.921875 Penalty: 3174.527832 Iteration 0F: 3 clusters Score -67442.92 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -67712.789062 Penalty: 3174.527832 Iteration 1F: 3 clusters Score -67712.79 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -67850.882812 Penalty: 3174.527832 Iteration 2F: 3 clusters Score -67850.88 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -67925.382812 Penalty: 3174.527832 Iteration 3Q: 3 clusters Score -67925.38 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -67982.726562 Penalty: 3174.527832 Iteration 4Q: 3 clusters Score -67982.73 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -68057.210938 Penalty: 3174.527832 Iteration 5Q: 3 clusters Score -68057.21 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -68130.382812 Penalty: 3174.527832 Iteration 6Q: 3 clusters Score -68130.38 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -68182.757812 Penalty: 3174.527832 Iteration 7Q: 3 clusters Score -68182.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -68233.109375 Penalty: 3174.527832 Iteration 8Q: 3 clusters Score -68233.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -68254.000000 Penalty: 3174.527832 Iteration 9Q: 3 clusters Score -68254 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -68276.679688 Penalty: 3174.527832 Iteration 10Q: 3 clusters Score -68276.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -68294.453125 Penalty: 3174.527832 Iteration 11Q: 3 clusters Score -68294.45 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -68305.078125 Penalty: 3174.527832 Iteration 12Q: 3 clusters Score -68305.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -68306.656250 Penalty: 3174.527832 Iteration 13Q: 3 clusters Score -68306.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -68308.132812 Penalty: 3174.527832 Iteration 14Q: 3 clusters Score -68308.13 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -68308.132812 Penalty: 3174.527832 Iteration 15F: 3 clusters Score -68308.13 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1979 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Entering Unmasked Estep Score: -234544.796875 Penalty: 1882.406006 Iteration 0F: 2 clusters Score -234544.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -231967.687500 Penalty: 3764.812012 Iteration 0F: 3 clusters Score -231967.7 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -232472.796875 Penalty: 3764.812012 Iteration 1F: 3 clusters Score -232472.8 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -232644.171875 Penalty: 3764.812012 Iteration 2F: 3 clusters Score -232644.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -232780.109375 Penalty: 3764.812012 Iteration 3F: 3 clusters Score -232780.1 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -232885.062500 Penalty: 3764.812012 Iteration 4Q: 3 clusters Score -232885.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -232973.484375 Penalty: 3764.812012 Iteration 5Q: 3 clusters Score -232973.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -233099.906250 Penalty: 3764.812012 Iteration 6Q: 3 clusters Score -233099.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -233225.968750 Penalty: 3764.812012 Iteration 7Q: 3 clusters Score -233226 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -233335.875000 Penalty: 3764.812012 Iteration 8Q: 3 clusters Score -233335.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 746 members Entering Unmasked Estep Score: -233463.421875 Penalty: 3764.812012 Iteration 9Q: 3 clusters Score -233463.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -233570.015625 Penalty: 3764.812012 Iteration 10Q: 3 clusters Score -233570 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -233668.781250 Penalty: 3764.812012 Iteration 11Q: 3 clusters Score -233668.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -233764.937500 Penalty: 3764.812012 Iteration 12Q: 3 clusters Score -233764.9 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -233867.218750 Penalty: 3764.812012 Iteration 13Q: 3 clusters Score -233867.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -234018.109375 Penalty: 3764.812012 Iteration 14Q: 3 clusters Score -234018.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -234175.671875 Penalty: 3764.812012 Iteration 15Q: 3 clusters Score -234175.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -234253.984375 Penalty: 3764.812012 Iteration 16Q: 3 clusters Score -234254 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -234282.937500 Penalty: 3764.812012 Iteration 17Q: 3 clusters Score -234282.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -234298.656250 Penalty: 3764.812012 Iteration 18Q: 3 clusters Score -234298.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -234309.593750 Penalty: 3764.812012 Iteration 19Q: 3 clusters Score -234309.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -234314.890625 Penalty: 3764.812012 Iteration 20F: 3 clusters Score -234314.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -234317.437500 Penalty: 3764.812012 Iteration 21Q: 3 clusters Score -234317.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -234317.437500 Penalty: 3764.812012 Iteration 22F: 3 clusters Score -234317.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (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: -57693.093750 Penalty: 1554.735840 Iteration 0F: 2 clusters Score -57693.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -56195.890625 Penalty: 3109.471680 Iteration 0F: 3 clusters Score -56195.89 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -56546.042969 Penalty: 3109.471680 Iteration 1F: 3 clusters Score -56546.04 nChanged 53 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: -56881.234375 Penalty: 3109.471680 Iteration 2F: 3 clusters Score -56881.23 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -57088.765625 Penalty: 3109.471680 Iteration 3F: 3 clusters Score -57088.77 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -57285.023438 Penalty: 3109.471680 Iteration 4F: 3 clusters Score -57285.02 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -57457.179688 Penalty: 3109.471680 Iteration 5Q: 3 clusters Score -57457.18 nChanged 21 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: -57623.375000 Penalty: 3109.471680 Iteration 6Q: 3 clusters Score -57623.38 nChanged 16 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: -57795.128906 Penalty: 3109.471680 Iteration 7Q: 3 clusters Score -57795.13 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -57947.742188 Penalty: 3109.471680 Iteration 8Q: 3 clusters Score -57947.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -57966.207031 Penalty: 3109.471680 Iteration 9Q: 3 clusters Score -57966.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -57966.207031 Penalty: 3109.471680 Iteration 10F: 3 clusters Score -57966.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 34980 members Mstep: Class 3 contains 5956 members Mstep: Class 4 contains 15557 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10969 members Mstep: Class 7 contains 9006 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 15276 members Mstep: Class 12 contains 22652 members Mstep: Class 13 contains 24715 members Mstep: Class 14 contains 19174 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1979 members Mstep: Class 18 contains 288 members Mstep: Class 19 contains 189502 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12619 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 69589 members Mstep: Class 24 contains 240 members Entering Unmasked Estep Score: -55710280.000000 Penalty: 77417.070312 Splitting cluster 18 changes total score from -55710956.000000 to -55710280.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (189502 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189502 members Entering Unmasked Estep Score: -23890792.000000 Penalty: 3013.734375 Iteration 0F: 2 clusters Score -2.389079e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94755 members Mstep: Class 2 contains 94747 members Entering Unmasked Estep Score: -23764556.000000 Penalty: 6027.468750 Iteration 0F: 3 clusters Score -2.376456e+07 nChanged 91174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93747 members Mstep: Class 2 contains 95755 members Entering Unmasked Estep Score: -23819376.000000 Penalty: 6027.468750 Iteration 1F: 3 clusters Score -2.381938e+07 nChanged 6675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93120 members Mstep: Class 2 contains 96382 members Entering Unmasked Estep Score: -23821526.000000 Penalty: 6027.468750 Iteration 2Q: 3 clusters Score -2.382153e+07 nChanged 7218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92142 members Mstep: Class 2 contains 97360 members Entering Unmasked Estep Score: -23823976.000000 Penalty: 6027.468750 Iteration 3Q: 3 clusters Score -2.382398e+07 nChanged 7926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90674 members Mstep: Class 2 contains 98828 members Entering Unmasked Estep Score: -23826706.000000 Penalty: 6027.468750 Iteration 4Q: 3 clusters Score -2.382671e+07 nChanged 8209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88487 members Mstep: Class 2 contains 101015 members Entering Unmasked Estep Score: -23829948.000000 Penalty: 6027.468750 Iteration 5Q: 3 clusters Score -2.382995e+07 nChanged 8631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85154 members Mstep: Class 2 contains 104348 members Entering Unmasked Estep Score: -23833390.000000 Penalty: 6027.468750 Iteration 6Q: 3 clusters Score -2.383339e+07 nChanged 9192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80368 members Mstep: Class 2 contains 109134 members Entering Unmasked Estep Score: -23837502.000000 Penalty: 6027.468750 Iteration 7Q: 3 clusters Score -2.38375e+07 nChanged 9902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74008 members Mstep: Class 2 contains 115494 members Entering Unmasked Estep Score: -23843314.000000 Penalty: 6027.468750 Iteration 8F: 3 clusters Score -2.384331e+07 nChanged 10432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66282 members Mstep: Class 2 contains 123220 members Entering Unmasked Estep Score: -23850744.000000 Penalty: 6027.468750 Iteration 9F: 3 clusters Score -2.385074e+07 nChanged 10303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58285 members Mstep: Class 2 contains 131217 members Entering Unmasked Estep Score: -23858550.000000 Penalty: 6027.468750 Iteration 10F: 3 clusters Score -2.385855e+07 nChanged 9018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50951 members Mstep: Class 2 contains 138551 members Entering Unmasked Estep Score: -23864602.000000 Penalty: 6027.468750 Iteration 11Q: 3 clusters Score -2.38646e+07 nChanged 7304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44541 members Mstep: Class 2 contains 144961 members Entering Unmasked Estep Score: -23868780.000000 Penalty: 6027.468750 Iteration 12Q: 3 clusters Score -2.386878e+07 nChanged 6017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38822 members Mstep: Class 2 contains 150680 members Entering Unmasked Estep Score: -23872354.000000 Penalty: 6027.468750 Iteration 13Q: 3 clusters Score -2.387235e+07 nChanged 5291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33577 members Mstep: Class 2 contains 155925 members Entering Unmasked Estep Score: -23875206.000000 Penalty: 6027.468750 Iteration 14Q: 3 clusters Score -2.387521e+07 nChanged 4903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28678 members Mstep: Class 2 contains 160824 members Entering Unmasked Estep Score: -23877822.000000 Penalty: 6027.468750 Iteration 15Q: 3 clusters Score -2.387782e+07 nChanged 4546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24132 members Mstep: Class 2 contains 165370 members Entering Unmasked Estep Score: -23880380.000000 Penalty: 6027.468750 Iteration 16Q: 3 clusters Score -2.388038e+07 nChanged 4110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20022 members Mstep: Class 2 contains 169480 members Entering Unmasked Estep Score: -23882686.000000 Penalty: 6027.468750 Iteration 17Q: 3 clusters Score -2.388269e+07 nChanged 3488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16534 members Mstep: Class 2 contains 172968 members Entering Unmasked Estep Score: -23884602.000000 Penalty: 6027.468750 Iteration 18Q: 3 clusters Score -2.38846e+07 nChanged 3018 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13518 members Mstep: Class 2 contains 175984 members Entering Unmasked Estep Score: -23886274.000000 Penalty: 6027.468750 Iteration 19Q: 3 clusters Score -2.388627e+07 nChanged 2465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11061 members Mstep: Class 2 contains 178441 members Entering Unmasked Estep Score: -23887818.000000 Penalty: 6027.468750 Iteration 20F: 3 clusters Score -2.388782e+07 nChanged 1972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9109 members Mstep: Class 2 contains 180393 members Entering Unmasked Estep Score: -23888974.000000 Penalty: 6027.468750 Iteration 21Q: 3 clusters Score -2.388897e+07 nChanged 1523 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7612 members Mstep: Class 2 contains 181890 members Entering Unmasked Estep Score: -23889894.000000 Penalty: 6027.468750 Iteration 22Q: 3 clusters Score -2.388989e+07 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6519 members Mstep: Class 2 contains 182983 members Entering Unmasked Estep Score: -23890566.000000 Penalty: 6027.468750 Iteration 23Q: 3 clusters Score -2.389057e+07 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5777 members Mstep: Class 2 contains 183725 members Entering Unmasked Estep Score: -23891140.000000 Penalty: 6027.468750 Iteration 24Q: 3 clusters Score -2.389114e+07 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 184259 members Entering Unmasked Estep Score: -23891506.000000 Penalty: 6027.468750 Iteration 25Q: 3 clusters Score -2.389151e+07 nChanged 447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4884 members Mstep: Class 2 contains 184618 members Entering Unmasked Estep Score: -23891654.000000 Penalty: 6027.468750 Iteration 26Q: 3 clusters Score -2.389165e+07 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 184863 members Entering Unmasked Estep Score: -23891730.000000 Penalty: 6027.468750 Iteration 27Q: 3 clusters Score -2.389173e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 185011 members Entering Unmasked Estep Score: -23891850.000000 Penalty: 6027.468750 Iteration 28Q: 3 clusters Score -2.389185e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4387 members Mstep: Class 2 contains 185115 members Entering Unmasked Estep Score: -23891844.000000 Penalty: 6027.468750 Iteration 29Q: 3 clusters Score -2.389184e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4307 members Mstep: Class 2 contains 185195 members Entering Unmasked Estep Score: -23891848.000000 Penalty: 6027.468750 Iteration 30Q: 3 clusters Score -2.389185e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4252 members Mstep: Class 2 contains 185250 members Entering Unmasked Estep Score: -23891836.000000 Penalty: 6027.468750 Iteration 31Q: 3 clusters Score -2.389184e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 185299 members Entering Unmasked Estep Score: -23891866.000000 Penalty: 6027.468750 Iteration 32Q: 3 clusters Score -2.389187e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4166 members Mstep: Class 2 contains 185336 members Entering Unmasked Estep Score: -23891826.000000 Penalty: 6027.468750 Iteration 33Q: 3 clusters Score -2.389183e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 185361 members Entering Unmasked Estep Score: -23891822.000000 Penalty: 6027.468750 Iteration 34Q: 3 clusters Score -2.389182e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 185371 members Entering Unmasked Estep Score: -23891814.000000 Penalty: 6027.468750 Iteration 35Q: 3 clusters Score -2.389181e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4125 members Mstep: Class 2 contains 185377 members Entering Unmasked Estep Score: -23891810.000000 Penalty: 6027.468750 Iteration 36Q: 3 clusters Score -2.389181e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4116 members Mstep: Class 2 contains 185386 members Entering Unmasked Estep Score: -23891814.000000 Penalty: 6027.468750 Iteration 37Q: 3 clusters Score -2.389181e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4109 members Mstep: Class 2 contains 185393 members Entering Unmasked Estep Score: -23891820.000000 Penalty: 6027.468750 Iteration 38Q: 3 clusters Score -2.389182e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 185395 members Entering Unmasked Estep Score: -23891810.000000 Penalty: 6027.468750 Iteration 39Q: 3 clusters Score -2.389181e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4106 members Mstep: Class 2 contains 185396 members Entering Unmasked Estep Score: -23891816.000000 Penalty: 6027.468750 Iteration 40F: 3 clusters Score -2.389182e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4105 members Mstep: Class 2 contains 185397 members Entering Unmasked Estep Score: -23891820.000000 Penalty: 6027.468750 Iteration 41Q: 3 clusters Score -2.389182e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4103 members Mstep: Class 2 contains 185399 members Entering Unmasked Estep Score: -23891824.000000 Penalty: 6027.468750 Iteration 42Q: 3 clusters Score -2.389182e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4100 members Mstep: Class 2 contains 185402 members Entering Unmasked Estep Score: -23891826.000000 Penalty: 6027.468750 Iteration 43Q: 3 clusters Score -2.389183e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 185406 members Entering Unmasked Estep Score: -23891830.000000 Penalty: 6027.468750 Iteration 44Q: 3 clusters Score -2.389183e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 185408 members Entering Unmasked Estep Score: -23891838.000000 Penalty: 6027.468750 Iteration 45Q: 3 clusters Score -2.389184e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 185408 members Entering Unmasked Estep Score: -23891828.000000 Penalty: 6027.468750 Iteration 46Q: 3 clusters Score -2.389183e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4093 members Mstep: Class 2 contains 185409 members Entering Unmasked Estep Score: -23891814.000000 Penalty: 6027.468750 Iteration 47Q: 3 clusters Score -2.389181e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4091 members Mstep: Class 2 contains 185411 members Entering Unmasked Estep Score: -23891834.000000 Penalty: 6027.468750 Iteration 48Q: 3 clusters Score -2.389183e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4087 members Mstep: Class 2 contains 185415 members Entering Unmasked Estep Score: -23891826.000000 Penalty: 6027.468750 Iteration 49Q: 3 clusters Score -2.389183e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4084 members Mstep: Class 2 contains 185418 members Entering Unmasked Estep Score: -23891842.000000 Penalty: 6027.468750 Iteration 50Q: 3 clusters Score -2.389184e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 185420 members Entering Unmasked Estep Score: -23891832.000000 Penalty: 6027.468750 Iteration 51Q: 3 clusters Score -2.389183e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 185420 members Entering Unmasked Estep Score: -23891832.000000 Penalty: 6027.468750 Iteration 52F: 3 clusters Score -2.389183e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 34980 members Mstep: Class 3 contains 5956 members Mstep: Class 4 contains 15557 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10969 members Mstep: Class 7 contains 9006 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 15276 members Mstep: Class 12 contains 22652 members Mstep: Class 13 contains 24715 members Mstep: Class 14 contains 19174 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1979 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4082 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12619 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 69589 members Mstep: Class 24 contains 185420 members Entering Unmasked Estep Score: -55712224.000000 Penalty: 77417.070312 Splitting cluster 19 changes total score from -55710956.000000 to -55712224.000000 So it's getting split into cluster 24. Entering ConstructFrom: Trying to split cluster 20 (537 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Entering Unmasked Estep Score: -61764.589844 Penalty: 1558.927490 Iteration 0F: 2 clusters Score -61764.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -60227.984375 Penalty: 3117.854980 Iteration 0F: 3 clusters Score -60227.98 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -60427.960938 Penalty: 3117.854980 Iteration 1F: 3 clusters Score -60427.96 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -60519.699219 Penalty: 3117.854980 Iteration 2F: 3 clusters Score -60519.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -60576.402344 Penalty: 3117.854980 Iteration 3Q: 3 clusters Score -60576.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -60613.140625 Penalty: 3117.854980 Iteration 4Q: 3 clusters Score -60613.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -60632.703125 Penalty: 3117.854980 Iteration 5Q: 3 clusters Score -60632.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -60639.203125 Penalty: 3117.854980 Iteration 6Q: 3 clusters Score -60639.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -60642.042969 Penalty: 3117.854980 Iteration 7Q: 3 clusters Score -60642.04 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -60646.164062 Penalty: 3117.854980 Iteration 8Q: 3 clusters Score -60646.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -60657.792969 Penalty: 3117.854980 Iteration 9Q: 3 clusters Score -60657.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -60674.832031 Penalty: 3117.854980 Iteration 10Q: 3 clusters Score -60674.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -60686.667969 Penalty: 3117.854980 Iteration 11Q: 3 clusters Score -60686.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -60688.523438 Penalty: 3117.854980 Iteration 12Q: 3 clusters Score -60688.52 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -60691.214844 Penalty: 3117.854980 Iteration 13Q: 3 clusters Score -60691.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -60697.160156 Penalty: 3117.854980 Iteration 14Q: 3 clusters Score -60697.16 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -60700.136719 Penalty: 3117.854980 Iteration 15Q: 3 clusters Score -60700.14 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -60704.242188 Penalty: 3117.854980 Iteration 16Q: 3 clusters Score -60704.24 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -60710.648438 Penalty: 3117.854980 Iteration 17Q: 3 clusters Score -60710.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -60713.769531 Penalty: 3117.854980 Iteration 18Q: 3 clusters Score -60713.77 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -60714.675781 Penalty: 3117.854980 Iteration 19Q: 3 clusters Score -60714.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -60714.675781 Penalty: 3117.854980 Iteration 20F: 3 clusters Score -60714.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (12619 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12619 members Entering Unmasked Estep Score: -1630189.500000 Penalty: 2341.853760 Iteration 0F: 2 clusters Score -1630190 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6283 members Mstep: Class 2 contains 6336 members Entering Unmasked Estep Score: -1620890.250000 Penalty: 4683.707520 Iteration 0F: 3 clusters Score -1620890 nChanged 5310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6121 members Mstep: Class 2 contains 6498 members Entering Unmasked Estep Score: -1623560.125000 Penalty: 4683.707520 Iteration 1F: 3 clusters Score -1623560 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6019 members Mstep: Class 2 contains 6600 members Entering Unmasked Estep Score: -1623839.625000 Penalty: 4683.707520 Iteration 2F: 3 clusters Score -1623840 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5876 members Mstep: Class 2 contains 6743 members Entering Unmasked Estep Score: -1624033.500000 Penalty: 4683.707520 Iteration 3Q: 3 clusters Score -1624034 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5701 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -1624176.500000 Penalty: 4683.707520 Iteration 4Q: 3 clusters Score -1624176 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5488 members Mstep: Class 2 contains 7131 members Entering Unmasked Estep Score: -1624301.500000 Penalty: 4683.707520 Iteration 5Q: 3 clusters Score -1624302 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5210 members Mstep: Class 2 contains 7409 members Entering Unmasked Estep Score: -1624440.750000 Penalty: 4683.707520 Iteration 6Q: 3 clusters Score -1624441 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 7723 members Entering Unmasked Estep Score: -1624590.250000 Penalty: 4683.707520 Iteration 7Q: 3 clusters Score -1624590 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 8094 members Entering Unmasked Estep Score: -1624768.875000 Penalty: 4683.707520 Iteration 8Q: 3 clusters Score -1624769 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 8527 members Entering Unmasked Estep Score: -1624995.000000 Penalty: 4683.707520 Iteration 9Q: 3 clusters Score -1624995 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3584 members Mstep: Class 2 contains 9035 members Entering Unmasked Estep Score: -1625301.375000 Penalty: 4683.707520 Iteration 10Q: 3 clusters Score -1625301 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2972 members Mstep: Class 2 contains 9647 members Entering Unmasked Estep Score: -1625704.500000 Penalty: 4683.707520 Iteration 11Q: 3 clusters Score -1625704 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2334 members Mstep: Class 2 contains 10285 members Entering Unmasked Estep Score: -1626177.250000 Penalty: 4683.707520 Iteration 12F: 3 clusters Score -1626177 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1717 members Mstep: Class 2 contains 10902 members Entering Unmasked Estep Score: -1626679.250000 Penalty: 4683.707520 Iteration 13Q: 3 clusters Score -1626679 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 11452 members Entering Unmasked Estep Score: -1627148.375000 Penalty: 4683.707520 Iteration 14Q: 3 clusters Score -1627148 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 11851 members Entering Unmasked Estep Score: -1627530.625000 Penalty: 4683.707520 Iteration 15Q: 3 clusters Score -1627531 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 12094 members Entering Unmasked Estep Score: -1627778.625000 Penalty: 4683.707520 Iteration 16Q: 3 clusters Score -1627779 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 12227 members Entering Unmasked Estep Score: -1627925.000000 Penalty: 4683.707520 Iteration 17Q: 3 clusters Score -1627925 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 12300 members Entering Unmasked Estep Score: -1628006.000000 Penalty: 4683.707520 Iteration 18Q: 3 clusters Score -1628006 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 12339 members Entering Unmasked Estep Score: -1628060.875000 Penalty: 4683.707520 Iteration 19Q: 3 clusters Score -1628061 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 12357 members Entering Unmasked Estep Score: -1628090.875000 Penalty: 4683.707520 Iteration 20F: 3 clusters Score -1628091 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 12369 members Entering Unmasked Estep Score: -1628111.000000 Penalty: 4683.707520 Iteration 21Q: 3 clusters Score -1628111 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 12376 members Entering Unmasked Estep Score: -1628123.375000 Penalty: 4683.707520 Iteration 22Q: 3 clusters Score -1628123 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 12381 members Entering Unmasked Estep Score: -1628133.750000 Penalty: 4683.707520 Iteration 23Q: 3 clusters Score -1628134 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 12385 members Entering Unmasked Estep Score: -1628141.375000 Penalty: 4683.707520 Iteration 24Q: 3 clusters Score -1628141 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 12388 members Entering Unmasked Estep Score: -1628147.500000 Penalty: 4683.707520 Iteration 25Q: 3 clusters Score -1628148 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 12388 members Entering Unmasked Estep Score: -1628149.250000 Penalty: 4683.707520 Iteration 26Q: 3 clusters Score -1628149 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 12389 members Entering Unmasked Estep Score: -1628152.125000 Penalty: 4683.707520 Iteration 27Q: 3 clusters Score -1628152 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 12390 members Entering Unmasked Estep Score: -1628154.000000 Penalty: 4683.707520 Iteration 28Q: 3 clusters Score -1628154 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 12390 members Entering Unmasked Estep Score: -1628154.125000 Penalty: 4683.707520 Iteration 29Q: 3 clusters Score -1628154 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 12390 members Entering Unmasked Estep Score: -1628154.125000 Penalty: 4683.707520 Iteration 30F: 3 clusters Score -1628154 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (549 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Entering Unmasked Estep Score: -58005.777344 Penalty: 1564.408325 Iteration 0F: 2 clusters Score -58005.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -56461.078125 Penalty: 3128.816650 Iteration 0F: 3 clusters Score -56461.08 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -56790.167969 Penalty: 3128.816650 Iteration 1F: 3 clusters Score -56790.17 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -56915.027344 Penalty: 3128.816650 Iteration 2F: 3 clusters Score -56915.03 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -57000.855469 Penalty: 3128.816650 Iteration 3Q: 3 clusters Score -57000.86 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -57090.554688 Penalty: 3128.816650 Iteration 4Q: 3 clusters Score -57090.55 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -57141.265625 Penalty: 3128.816650 Iteration 5Q: 3 clusters Score -57141.27 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -57166.667969 Penalty: 3128.816650 Iteration 6Q: 3 clusters Score -57166.67 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -57198.867188 Penalty: 3128.816650 Iteration 7Q: 3 clusters Score -57198.87 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -57257.765625 Penalty: 3128.816650 Iteration 8Q: 3 clusters Score -57257.77 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -57290.257812 Penalty: 3128.816650 Iteration 9Q: 3 clusters Score -57290.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -57292.941406 Penalty: 3128.816650 Iteration 10Q: 3 clusters Score -57292.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -57298.800781 Penalty: 3128.816650 Iteration 11Q: 3 clusters Score -57298.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -57312.292969 Penalty: 3128.816650 Iteration 12Q: 3 clusters Score -57312.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -57325.574219 Penalty: 3128.816650 Iteration 13Q: 3 clusters Score -57325.57 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -57334.011719 Penalty: 3128.816650 Iteration 14Q: 3 clusters Score -57334.01 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -57352.964844 Penalty: 3128.816650 Iteration 15Q: 3 clusters Score -57352.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -57372.835938 Penalty: 3128.816650 Iteration 16Q: 3 clusters Score -57372.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -57375.339844 Penalty: 3128.816650 Iteration 17Q: 3 clusters Score -57375.34 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -57377.394531 Penalty: 3128.816650 Iteration 18Q: 3 clusters Score -57377.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -57377.394531 Penalty: 3128.816650 Iteration 19F: 3 clusters Score -57377.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4380 members Mstep: Class 2 contains 34980 members Mstep: Class 3 contains 5956 members Mstep: Class 4 contains 15557 members Mstep: Class 5 contains 2592 members Mstep: Class 6 contains 10969 members Mstep: Class 7 contains 9006 members Mstep: Class 8 contains 173 members Mstep: Class 9 contains 3050 members Mstep: Class 10 contains 520 members Mstep: Class 11 contains 15276 members Mstep: Class 12 contains 22652 members Mstep: Class 13 contains 24715 members Mstep: Class 14 contains 19174 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 602 members Mstep: Class 17 contains 1979 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4082 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12619 members Mstep: Class 22 contains 549 members Entering Unmasked Estep ConsiderDeletion Score: -55715232.000000 Penalty: 77417.070312 Iteration 119Q: 25 clusters Score -5.571523e+07 nChanged 7089 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 35332 members Mstep: Class 3 contains 5848 members Mstep: Class 4 contains 15600 members Mstep: Class 5 contains 2618 members Mstep: Class 6 contains 10939 members Mstep: Class 7 contains 9085 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3066 members Mstep: Class 10 contains 532 members Mstep: Class 11 contains 16017 members Mstep: Class 12 contains 22741 members Mstep: Class 13 contains 24791 members Mstep: Class 14 contains 19536 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1984 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4224 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12807 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 67706 members Mstep: Class 24 contains 185212 members Entering Unmasked Estep ConsiderDeletion Score: -55718256.000000 Penalty: 77417.070312 Iteration 120F: 25 clusters Score -5.571826e+07 nChanged 5684 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 35320 members Mstep: Class 3 contains 5728 members Mstep: Class 4 contains 15607 members Mstep: Class 5 contains 2617 members Mstep: Class 6 contains 10765 members Mstep: Class 7 contains 9081 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3052 members Mstep: Class 10 contains 538 members Mstep: Class 11 contains 15838 members Mstep: Class 12 contains 22546 members Mstep: Class 13 contains 24536 members Mstep: Class 14 contains 19637 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1977 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4260 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12837 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 66896 members Mstep: Class 24 contains 186785 members Entering Unmasked Estep ConsiderDeletion Score: -55719768.000000 Penalty: 77417.070312 Iteration 121Q: 25 clusters Score -5.571977e+07 nChanged 3468 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4523 members Mstep: Class 2 contains 35329 members Mstep: Class 3 contains 5650 members Mstep: Class 4 contains 15616 members Mstep: Class 5 contains 2611 members Mstep: Class 6 contains 10589 members Mstep: Class 7 contains 9077 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3052 members Mstep: Class 10 contains 545 members Mstep: Class 11 contains 15762 members Mstep: Class 12 contains 22438 members Mstep: Class 13 contains 24395 members Mstep: Class 14 contains 19729 members Mstep: Class 15 contains 553 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1964 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4278 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12844 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 66164 members Mstep: Class 24 contains 187948 members Entering Unmasked Estep ConsiderDeletion Score: -55720116.000000 Penalty: 77417.070312 Iteration 122Q: 25 clusters Score -5.572012e+07 nChanged 2473 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 35323 members Mstep: Class 3 contains 5569 members Mstep: Class 4 contains 15624 members Mstep: Class 5 contains 2604 members Mstep: Class 6 contains 10430 members Mstep: Class 7 contains 9076 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3046 members Mstep: Class 10 contains 550 members Mstep: Class 11 contains 15704 members Mstep: Class 12 contains 22350 members Mstep: Class 13 contains 24299 members Mstep: Class 14 contains 19792 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1958 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4289 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12852 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 65563 members Mstep: Class 24 contains 188958 members Entering Unmasked Estep ConsiderDeletion Score: -55720504.000000 Penalty: 77417.070312 Iteration 123Q: 25 clusters Score -5.57205e+07 nChanged 1849 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 35294 members Mstep: Class 3 contains 5534 members Mstep: Class 4 contains 15631 members Mstep: Class 5 contains 2602 members Mstep: Class 6 contains 10292 members Mstep: Class 7 contains 9070 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3039 members Mstep: Class 10 contains 552 members Mstep: Class 11 contains 15648 members Mstep: Class 12 contains 22290 members Mstep: Class 13 contains 24252 members Mstep: Class 14 contains 19853 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1951 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4299 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12859 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 65024 members Mstep: Class 24 contains 189793 members Entering Unmasked Estep ConsiderDeletion Score: -55720544.000000 Penalty: 77417.070312 Iteration 124Q: 25 clusters Score -5.572054e+07 nChanged 1426 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4525 members Mstep: Class 2 contains 35276 members Mstep: Class 3 contains 5492 members Mstep: Class 4 contains 15631 members Mstep: Class 5 contains 2599 members Mstep: Class 6 contains 10184 members Mstep: Class 7 contains 9071 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3034 members Mstep: Class 10 contains 552 members Mstep: Class 11 contains 15622 members Mstep: Class 12 contains 22254 members Mstep: Class 13 contains 24230 members Mstep: Class 14 contains 19886 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1945 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4307 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12866 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 64543 members Mstep: Class 24 contains 190498 members Entering Unmasked Estep ConsiderDeletion Score: -55720656.000000 Penalty: 77417.070312 Iteration 125Q: 25 clusters Score -5.572066e+07 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 35253 members Mstep: Class 3 contains 5458 members Mstep: Class 4 contains 15628 members Mstep: Class 5 contains 2597 members Mstep: Class 6 contains 10093 members Mstep: Class 7 contains 9066 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 554 members Mstep: Class 11 contains 15554 members Mstep: Class 12 contains 22247 members Mstep: Class 13 contains 24208 members Mstep: Class 14 contains 19920 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1940 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4317 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12866 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 64129 members Mstep: Class 24 contains 191136 members Entering Unmasked Estep ConsiderDeletion Score: -55720688.000000 Penalty: 77417.070312 Iteration 126Q: 25 clusters Score -5.572069e+07 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 35240 members Mstep: Class 3 contains 5435 members Mstep: Class 4 contains 15625 members Mstep: Class 5 contains 2591 members Mstep: Class 6 contains 10026 members Mstep: Class 7 contains 9065 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3035 members Mstep: Class 10 contains 555 members Mstep: Class 11 contains 15463 members Mstep: Class 12 contains 22249 members Mstep: Class 13 contains 24192 members Mstep: Class 14 contains 19958 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1936 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4324 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12866 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 63751 members Mstep: Class 24 contains 191692 members Entering Unmasked Estep ConsiderDeletion Score: -55720640.000000 Penalty: 77417.070312 Iteration 127Q: 25 clusters Score -5.572064e+07 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 35234 members Mstep: Class 3 contains 5417 members Mstep: Class 4 contains 15626 members Mstep: Class 5 contains 2589 members Mstep: Class 6 contains 9951 members Mstep: Class 7 contains 9058 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3036 members Mstep: Class 10 contains 555 members Mstep: Class 11 contains 15417 members Mstep: Class 12 contains 22249 members Mstep: Class 13 contains 24184 members Mstep: Class 14 contains 19974 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1934 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4324 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12860 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 63450 members Mstep: Class 24 contains 192140 members Entering Unmasked Estep ConsiderDeletion Score: -55720688.000000 Penalty: 77417.070312 Iteration 128Q: 25 clusters Score -5.572069e+07 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 35221 members Mstep: Class 3 contains 5391 members Mstep: Class 4 contains 15629 members Mstep: Class 5 contains 2588 members Mstep: Class 6 contains 9886 members Mstep: Class 7 contains 9052 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3036 members Mstep: Class 10 contains 555 members Mstep: Class 11 contains 15364 members Mstep: Class 12 contains 22254 members Mstep: Class 13 contains 24177 members Mstep: Class 14 contains 19979 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1935 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4325 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12851 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 63195 members Mstep: Class 24 contains 192561 members Entering Unmasked Estep ConsiderDeletion Score: -55720720.000000 Penalty: 77417.070312 Iteration 129Q: 25 clusters Score -5.572072e+07 nChanged 545 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 35189 members Mstep: Class 3 contains 5371 members Mstep: Class 4 contains 15630 members Mstep: Class 5 contains 2585 members Mstep: Class 6 contains 9834 members Mstep: Class 7 contains 9050 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 555 members Mstep: Class 11 contains 15317 members Mstep: Class 12 contains 22258 members Mstep: Class 13 contains 24174 members Mstep: Class 14 contains 19976 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1933 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4325 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12843 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 62983 members Mstep: Class 24 contains 192940 members Entering Unmasked Estep ConsiderDeletion Score: -55720768.000000 Penalty: 77417.070312 Iteration 130Q: 25 clusters Score -5.572077e+07 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4517 members Mstep: Class 2 contains 35158 members Mstep: Class 3 contains 5351 members Mstep: Class 4 contains 15631 members Mstep: Class 5 contains 2583 members Mstep: Class 6 contains 9796 members Mstep: Class 7 contains 9051 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3032 members Mstep: Class 10 contains 556 members Mstep: Class 11 contains 15292 members Mstep: Class 12 contains 22273 members Mstep: Class 13 contains 24170 members Mstep: Class 14 contains 19982 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1930 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4327 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12833 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 62812 members Mstep: Class 24 contains 193221 members Entering Unmasked Estep ConsiderDeletion Score: -55720796.000000 Penalty: 77417.070312 Iteration 131Q: 25 clusters Score -5.57208e+07 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 35138 members Mstep: Class 3 contains 5341 members Mstep: Class 4 contains 15629 members Mstep: Class 5 contains 2583 members Mstep: Class 6 contains 9763 members Mstep: Class 7 contains 9051 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3030 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 15263 members Mstep: Class 12 contains 22296 members Mstep: Class 13 contains 24170 members Mstep: Class 14 contains 19988 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1926 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4329 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12823 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 62666 members Mstep: Class 24 contains 193443 members Entering Unmasked Estep ConsiderDeletion Score: -55720680.000000 Penalty: 77417.070312 Iteration 132Q: 25 clusters Score -5.572068e+07 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 35125 members Mstep: Class 3 contains 5338 members Mstep: Class 4 contains 15628 members Mstep: Class 5 contains 2583 members Mstep: Class 6 contains 9740 members Mstep: Class 7 contains 9049 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3030 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 15241 members Mstep: Class 12 contains 22305 members Mstep: Class 13 contains 24169 members Mstep: Class 14 contains 20004 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1922 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4329 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12818 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 62524 members Mstep: Class 24 contains 193635 members Entering Unmasked Estep ConsiderDeletion Score: -55720724.000000 Penalty: 77417.070312 Iteration 133Q: 25 clusters Score -5.572072e+07 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 35116 members Mstep: Class 3 contains 5337 members Mstep: Class 4 contains 15628 members Mstep: Class 5 contains 2583 members Mstep: Class 6 contains 9722 members Mstep: Class 7 contains 9048 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3030 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 15216 members Mstep: Class 12 contains 22316 members Mstep: Class 13 contains 24169 members Mstep: Class 14 contains 20017 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1919 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4329 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12815 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 62396 members Mstep: Class 24 contains 193801 members Entering Unmasked Estep ConsiderDeletion Score: -55720668.000000 Penalty: 77417.070312 Iteration 134Q: 25 clusters Score -5.572067e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4516 members Mstep: Class 2 contains 35118 members Mstep: Class 3 contains 5336 members Mstep: Class 4 contains 15631 members Mstep: Class 5 contains 2583 members Mstep: Class 6 contains 9707 members Mstep: Class 7 contains 9048 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3031 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 15197 members Mstep: Class 12 contains 22325 members Mstep: Class 13 contains 24168 members Mstep: Class 14 contains 20028 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1917 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4328 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12808 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 62289 members Mstep: Class 24 contains 193928 members Entering Unmasked Estep ConsiderDeletion Score: -55720680.000000 Penalty: 77417.070312 Iteration 135Q: 25 clusters Score -5.572068e+07 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 35116 members Mstep: Class 3 contains 5337 members Mstep: Class 4 contains 15632 members Mstep: Class 5 contains 2583 members Mstep: Class 6 contains 9692 members Mstep: Class 7 contains 9048 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 15176 members Mstep: Class 12 contains 22340 members Mstep: Class 13 contains 24170 members Mstep: Class 14 contains 20033 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1913 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4328 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12807 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 62201 members Mstep: Class 24 contains 194035 members Entering Unmasked Estep ConsiderDeletion Score: -55720688.000000 Penalty: 77417.070312 Iteration 136Q: 25 clusters Score -5.572069e+07 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4515 members Mstep: Class 2 contains 35110 members Mstep: Class 3 contains 5336 members Mstep: Class 4 contains 15633 members Mstep: Class 5 contains 2583 members Mstep: Class 6 contains 9671 members Mstep: Class 7 contains 9048 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3032 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 15164 members Mstep: Class 12 contains 22354 members Mstep: Class 13 contains 24173 members Mstep: Class 14 contains 20031 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1913 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4330 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12807 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 62133 members Mstep: Class 24 contains 194125 members Entering Unmasked Estep ConsiderDeletion Score: -55720676.000000 Penalty: 77417.070312 Iteration 137Q: 25 clusters Score -5.572068e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 35104 members Mstep: Class 3 contains 5333 members Mstep: Class 4 contains 15634 members Mstep: Class 5 contains 2582 members Mstep: Class 6 contains 9643 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3034 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 15152 members Mstep: Class 12 contains 22366 members Mstep: Class 13 contains 24173 members Mstep: Class 14 contains 20029 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1910 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4333 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12810 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 62078 members Mstep: Class 24 contains 194216 members Entering Unmasked Estep ConsiderDeletion Score: -55720708.000000 Penalty: 77417.070312 Iteration 138Q: 25 clusters Score -5.572071e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 35098 members Mstep: Class 3 contains 5330 members Mstep: Class 4 contains 15635 members Mstep: Class 5 contains 2582 members Mstep: Class 6 contains 9626 members Mstep: Class 7 contains 9046 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3034 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 15145 members Mstep: Class 12 contains 22370 members Mstep: Class 13 contains 24172 members Mstep: Class 14 contains 20027 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1909 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4337 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12811 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 62015 members Mstep: Class 24 contains 194309 members Entering Unmasked Estep ConsiderDeletion Score: -55720660.000000 Penalty: 77417.070312 Iteration 139Q: 25 clusters Score -5.572066e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4513 members Mstep: Class 2 contains 35090 members Mstep: Class 3 contains 5326 members Mstep: Class 4 contains 15634 members Mstep: Class 5 contains 2581 members Mstep: Class 6 contains 9615 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3034 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 15140 members Mstep: Class 12 contains 22372 members Mstep: Class 13 contains 24172 members Mstep: Class 14 contains 20021 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1908 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4341 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12804 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61970 members Mstep: Class 24 contains 194390 members Entering Unmasked Estep ConsiderDeletion Score: -55720692.000000 Penalty: 77417.070312 Iteration 140F: 25 clusters Score -5.572069e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 35084 members Mstep: Class 3 contains 5321 members Mstep: Class 4 contains 15637 members Mstep: Class 5 contains 2580 members Mstep: Class 6 contains 9604 members Mstep: Class 7 contains 9046 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 15137 members Mstep: Class 12 contains 22380 members Mstep: Class 13 contains 24172 members Mstep: Class 14 contains 20017 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1907 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4344 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12798 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61925 members Mstep: Class 24 contains 194459 members Entering Unmasked Estep ConsiderDeletion Score: -55720708.000000 Penalty: 77417.070312 Iteration 141Q: 25 clusters Score -5.572071e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4514 members Mstep: Class 2 contains 35081 members Mstep: Class 3 contains 5315 members Mstep: Class 4 contains 15639 members Mstep: Class 5 contains 2579 members Mstep: Class 6 contains 9595 members Mstep: Class 7 contains 9046 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3034 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 15137 members Mstep: Class 12 contains 22384 members Mstep: Class 13 contains 24171 members Mstep: Class 14 contains 20010 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1906 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4344 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12794 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61889 members Mstep: Class 24 contains 194520 members Entering Unmasked Estep ConsiderDeletion Score: -55720680.000000 Penalty: 77417.070312 Iteration 142Q: 25 clusters Score -5.572068e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4512 members Mstep: Class 2 contains 35074 members Mstep: Class 3 contains 5315 members Mstep: Class 4 contains 15641 members Mstep: Class 5 contains 2578 members Mstep: Class 6 contains 9586 members Mstep: Class 7 contains 9046 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3034 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 15136 members Mstep: Class 12 contains 22397 members Mstep: Class 13 contains 24170 members Mstep: Class 14 contains 20002 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1905 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4345 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12794 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61854 members Mstep: Class 24 contains 194569 members Entering Unmasked Estep ConsiderDeletion Score: -55720752.000000 Penalty: 77417.070312 Iteration 143Q: 25 clusters Score -5.572075e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 35064 members Mstep: Class 3 contains 5315 members Mstep: Class 4 contains 15641 members Mstep: Class 5 contains 2576 members Mstep: Class 6 contains 9580 members Mstep: Class 7 contains 9046 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 15137 members Mstep: Class 12 contains 22408 members Mstep: Class 13 contains 24170 members Mstep: Class 14 contains 19998 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1903 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4346 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12792 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61818 members Mstep: Class 24 contains 194622 members Entering Unmasked Estep ConsiderDeletion Score: -55720692.000000 Penalty: 77417.070312 Iteration 144Q: 25 clusters Score -5.572069e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 35055 members Mstep: Class 3 contains 5314 members Mstep: Class 4 contains 15641 members Mstep: Class 5 contains 2575 members Mstep: Class 6 contains 9576 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 15132 members Mstep: Class 12 contains 22418 members Mstep: Class 13 contains 24170 members Mstep: Class 14 contains 19995 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1903 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4346 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12793 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61775 members Mstep: Class 24 contains 194676 members Entering Unmasked Estep ConsiderDeletion Score: -55720696.000000 Penalty: 77417.070312 Iteration 145Q: 25 clusters Score -5.57207e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 35049 members Mstep: Class 3 contains 5314 members Mstep: Class 4 contains 15641 members Mstep: Class 5 contains 2575 members Mstep: Class 6 contains 9574 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 15131 members Mstep: Class 12 contains 22429 members Mstep: Class 13 contains 24170 members Mstep: Class 14 contains 19995 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1903 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4345 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12791 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61738 members Mstep: Class 24 contains 194714 members Entering Unmasked Estep ConsiderDeletion Score: -55720684.000000 Penalty: 77417.070312 Iteration 146Q: 25 clusters Score -5.572068e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 35044 members Mstep: Class 3 contains 5312 members Mstep: Class 4 contains 15641 members Mstep: Class 5 contains 2575 members Mstep: Class 6 contains 9571 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 557 members Mstep: Class 11 contains 15129 members Mstep: Class 12 contains 22441 members Mstep: Class 13 contains 24171 members Mstep: Class 14 contains 19991 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1902 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4345 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12790 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61704 members Mstep: Class 24 contains 194751 members Entering Unmasked Estep ConsiderDeletion Score: -55720732.000000 Penalty: 77417.070312 Iteration 147Q: 25 clusters Score -5.572073e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 35040 members Mstep: Class 3 contains 5311 members Mstep: Class 4 contains 15641 members Mstep: Class 5 contains 2575 members Mstep: Class 6 contains 9566 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 558 members Mstep: Class 11 contains 15129 members Mstep: Class 12 contains 22456 members Mstep: Class 13 contains 24171 members Mstep: Class 14 contains 19988 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1901 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4345 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12789 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61671 members Mstep: Class 24 contains 194785 members Entering Unmasked Estep ConsiderDeletion Score: -55720716.000000 Penalty: 77417.070312 Iteration 148Q: 25 clusters Score -5.572072e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 35033 members Mstep: Class 3 contains 5314 members Mstep: Class 4 contains 15641 members Mstep: Class 5 contains 2575 members Mstep: Class 6 contains 9563 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 558 members Mstep: Class 11 contains 15127 members Mstep: Class 12 contains 22467 members Mstep: Class 13 contains 24171 members Mstep: Class 14 contains 19985 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4345 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12789 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61641 members Mstep: Class 24 contains 194816 members Entering Unmasked Estep ConsiderDeletion Score: -55720772.000000 Penalty: 77417.070312 Iteration 149Q: 25 clusters Score -5.572077e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 35033 members Mstep: Class 3 contains 5314 members Mstep: Class 4 contains 15642 members Mstep: Class 5 contains 2574 members Mstep: Class 6 contains 9562 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 558 members Mstep: Class 11 contains 15122 members Mstep: Class 12 contains 22475 members Mstep: Class 13 contains 24171 members Mstep: Class 14 contains 19982 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4345 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12788 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61610 members Mstep: Class 24 contains 194849 members Entering Unmasked Estep ConsiderDeletion Score: -55720724.000000 Penalty: 77417.070312 Iteration 150Q: 25 clusters Score -5.572072e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 35032 members Mstep: Class 3 contains 5315 members Mstep: Class 4 contains 15642 members Mstep: Class 5 contains 2572 members Mstep: Class 6 contains 9561 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15121 members Mstep: Class 12 contains 22484 members Mstep: Class 13 contains 24171 members Mstep: Class 14 contains 19979 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4345 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12787 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61589 members Mstep: Class 24 contains 194868 members Entering Unmasked Estep ConsiderDeletion Score: -55720764.000000 Penalty: 77417.070312 Iteration 151Q: 25 clusters Score -5.572076e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 35031 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 15642 members Mstep: Class 5 contains 2572 members Mstep: Class 6 contains 9559 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15121 members Mstep: Class 12 contains 22488 members Mstep: Class 13 contains 24172 members Mstep: Class 14 contains 19976 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4345 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12786 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61572 members Mstep: Class 24 contains 194886 members Entering Unmasked Estep ConsiderDeletion Score: -55720776.000000 Penalty: 77417.070312 Iteration 152Q: 25 clusters Score -5.572078e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 35028 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 15642 members Mstep: Class 5 contains 2571 members Mstep: Class 6 contains 9556 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15120 members Mstep: Class 12 contains 22492 members Mstep: Class 13 contains 24172 members Mstep: Class 14 contains 19977 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4345 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12787 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61560 members Mstep: Class 24 contains 194900 members Entering Unmasked Estep ConsiderDeletion Score: -55720828.000000 Penalty: 77417.070312 Iteration 153Q: 25 clusters Score -5.572083e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 35028 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 15642 members Mstep: Class 5 contains 2570 members Mstep: Class 6 contains 9554 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15121 members Mstep: Class 12 contains 22496 members Mstep: Class 13 contains 24171 members Mstep: Class 14 contains 19976 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4345 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12787 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61553 members Mstep: Class 24 contains 194907 members Entering Unmasked Estep ConsiderDeletion Score: -55720836.000000 Penalty: 77417.070312 Iteration 154Q: 25 clusters Score -5.572084e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 35027 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 15642 members Mstep: Class 5 contains 2570 members Mstep: Class 6 contains 9554 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15120 members Mstep: Class 12 contains 22501 members Mstep: Class 13 contains 24170 members Mstep: Class 14 contains 19976 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4345 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12787 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61544 members Mstep: Class 24 contains 194914 members Entering Unmasked Estep ConsiderDeletion Score: -55720864.000000 Penalty: 77417.070312 Iteration 155Q: 25 clusters Score -5.572086e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 35026 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 15642 members Mstep: Class 5 contains 2570 members Mstep: Class 6 contains 9554 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15119 members Mstep: Class 12 contains 22503 members Mstep: Class 13 contains 24170 members Mstep: Class 14 contains 19976 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4345 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12787 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61531 members Mstep: Class 24 contains 194927 members Entering Unmasked Estep ConsiderDeletion Score: -55720856.000000 Penalty: 77417.070312 Iteration 156Q: 25 clusters Score -5.572086e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4509 members Mstep: Class 2 contains 35027 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 15642 members Mstep: Class 5 contains 2570 members Mstep: Class 6 contains 9554 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15118 members Mstep: Class 12 contains 22505 members Mstep: Class 13 contains 24170 members Mstep: Class 14 contains 19976 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4345 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12787 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61520 members Mstep: Class 24 contains 194937 members Entering Unmasked Estep ConsiderDeletion Score: -55720880.000000 Penalty: 77417.070312 Iteration 157Q: 25 clusters Score -5.572088e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4506 members Mstep: Class 2 contains 35027 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 15643 members Mstep: Class 5 contains 2570 members Mstep: Class 6 contains 9554 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15118 members Mstep: Class 12 contains 22506 members Mstep: Class 13 contains 24170 members Mstep: Class 14 contains 19977 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4344 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12788 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61511 members Mstep: Class 24 contains 194946 members Entering Unmasked Estep ConsiderDeletion Score: -55720848.000000 Penalty: 77417.070312 Iteration 158Q: 25 clusters Score -5.572085e+07 nChanged 11 Entering ConstructFrom: Score: -55720848.000000 Penalty: 77417.070312 Entering ConstructFrom: Trying to split cluster 1 (4505 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4505 members Entering Unmasked Estep Score: -575122.562500 Penalty: 2086.409912 Iteration 0F: 2 clusters Score -575122.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2258 members Mstep: Class 2 contains 2247 members Entering Unmasked Estep Score: -570910.937500 Penalty: 4172.819824 Iteration 0F: 3 clusters Score -570910.9 nChanged 1652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2348 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -571803.062500 Penalty: 4172.819824 Iteration 1F: 3 clusters Score -571803.1 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -572011.750000 Penalty: 4172.819824 Iteration 2F: 3 clusters Score -572011.8 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 2030 members Entering Unmasked Estep Score: -572150.812500 Penalty: 4172.819824 Iteration 3F: 3 clusters Score -572150.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2517 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -572243.000000 Penalty: 4172.819824 Iteration 4Q: 3 clusters Score -572243 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -572310.250000 Penalty: 4172.819824 Iteration 5Q: 3 clusters Score -572310.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2615 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -572357.187500 Penalty: 4172.819824 Iteration 6Q: 3 clusters Score -572357.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 1842 members Entering Unmasked Estep Score: -572402.937500 Penalty: 4172.819824 Iteration 7Q: 3 clusters Score -572402.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -572434.125000 Penalty: 4172.819824 Iteration 8Q: 3 clusters Score -572434.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -572457.500000 Penalty: 4172.819824 Iteration 9Q: 3 clusters Score -572457.5 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -572480.937500 Penalty: 4172.819824 Iteration 10Q: 3 clusters Score -572480.9 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -572502.000000 Penalty: 4172.819824 Iteration 11Q: 3 clusters Score -572502 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2879 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -572522.437500 Penalty: 4172.819824 Iteration 12Q: 3 clusters Score -572522.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 1592 members Entering Unmasked Estep Score: -572542.312500 Penalty: 4172.819824 Iteration 13Q: 3 clusters Score -572542.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2955 members Mstep: Class 2 contains 1550 members Entering Unmasked Estep Score: -572560.937500 Penalty: 4172.819824 Iteration 14Q: 3 clusters Score -572560.9 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -572579.750000 Penalty: 4172.819824 Iteration 15Q: 3 clusters Score -572579.8 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -572601.812500 Penalty: 4172.819824 Iteration 16Q: 3 clusters Score -572601.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -572626.000000 Penalty: 4172.819824 Iteration 17Q: 3 clusters Score -572626 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3124 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -572647.125000 Penalty: 4172.819824 Iteration 18Q: 3 clusters Score -572647.1 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3179 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -572681.750000 Penalty: 4172.819824 Iteration 19Q: 3 clusters Score -572681.8 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3244 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -572714.750000 Penalty: 4172.819824 Iteration 20F: 3 clusters Score -572714.8 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -572750.000000 Penalty: 4172.819824 Iteration 21Q: 3 clusters Score -572750 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -572786.812500 Penalty: 4172.819824 Iteration 22Q: 3 clusters Score -572786.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -572820.937500 Penalty: 4172.819824 Iteration 23Q: 3 clusters Score -572820.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -572853.562500 Penalty: 4172.819824 Iteration 24Q: 3 clusters Score -572853.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3522 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -572886.312500 Penalty: 4172.819824 Iteration 25Q: 3 clusters Score -572886.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -572915.875000 Penalty: 4172.819824 Iteration 26Q: 3 clusters Score -572915.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3609 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -572940.250000 Penalty: 4172.819824 Iteration 27Q: 3 clusters Score -572940.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3651 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -572966.625000 Penalty: 4172.819824 Iteration 28Q: 3 clusters Score -572966.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -572993.687500 Penalty: 4172.819824 Iteration 29Q: 3 clusters Score -572993.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3732 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -573021.312500 Penalty: 4172.819824 Iteration 30Q: 3 clusters Score -573021.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3761 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -573042.687500 Penalty: 4172.819824 Iteration 31Q: 3 clusters Score -573042.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3791 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -573060.125000 Penalty: 4172.819824 Iteration 32Q: 3 clusters Score -573060.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3819 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -573080.875000 Penalty: 4172.819824 Iteration 33Q: 3 clusters Score -573080.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3847 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -573100.875000 Penalty: 4172.819824 Iteration 34Q: 3 clusters Score -573100.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -573115.250000 Penalty: 4172.819824 Iteration 35Q: 3 clusters Score -573115.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3886 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -573125.875000 Penalty: 4172.819824 Iteration 36Q: 3 clusters Score -573125.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -573138.875000 Penalty: 4172.819824 Iteration 37Q: 3 clusters Score -573138.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -573153.562500 Penalty: 4172.819824 Iteration 38Q: 3 clusters Score -573153.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3939 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -573167.625000 Penalty: 4172.819824 Iteration 39Q: 3 clusters Score -573167.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -573180.625000 Penalty: 4172.819824 Iteration 40F: 3 clusters Score -573180.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3970 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -573188.625000 Penalty: 4172.819824 Iteration 41Q: 3 clusters Score -573188.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3980 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -573194.000000 Penalty: 4172.819824 Iteration 42Q: 3 clusters Score -573194 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3987 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -573197.375000 Penalty: 4172.819824 Iteration 43Q: 3 clusters Score -573197.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -573200.375000 Penalty: 4172.819824 Iteration 44Q: 3 clusters Score -573200.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -573203.062500 Penalty: 4172.819824 Iteration 45Q: 3 clusters Score -573203.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3998 members Mstep: Class 2 contains 507 members Entering Unmasked Estep Score: -573203.875000 Penalty: 4172.819824 Iteration 46Q: 3 clusters Score -573203.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4000 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -573205.812500 Penalty: 4172.819824 Iteration 47Q: 3 clusters Score -573205.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -573210.437500 Penalty: 4172.819824 Iteration 48Q: 3 clusters Score -573210.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -573213.812500 Penalty: 4172.819824 Iteration 49Q: 3 clusters Score -573213.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4011 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -573214.250000 Penalty: 4172.819824 Iteration 50Q: 3 clusters Score -573214.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -573215.812500 Penalty: 4172.819824 Iteration 51Q: 3 clusters Score -573215.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4017 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -573218.750000 Penalty: 4172.819824 Iteration 52Q: 3 clusters Score -573218.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -573222.250000 Penalty: 4172.819824 Iteration 53Q: 3 clusters Score -573222.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4024 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -573223.000000 Penalty: 4172.819824 Iteration 54Q: 3 clusters Score -573223 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4027 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -573226.875000 Penalty: 4172.819824 Iteration 55Q: 3 clusters Score -573226.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4029 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -573228.375000 Penalty: 4172.819824 Iteration 56Q: 3 clusters Score -573228.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -573228.937500 Penalty: 4172.819824 Iteration 57Q: 3 clusters Score -573228.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4031 members Mstep: Class 2 contains 474 members Entering Unmasked Estep Score: -573228.937500 Penalty: 4172.819824 Iteration 58F: 3 clusters Score -573228.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (35028 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35028 members Entering Unmasked Estep Score: -4539424.500000 Penalty: 2595.048096 Iteration 0F: 2 clusters Score -4539424 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17422 members Mstep: Class 2 contains 17606 members Entering Unmasked Estep Score: -4515543.000000 Penalty: 5190.096191 Iteration 0F: 3 clusters Score -4515543 nChanged 15989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17207 members Mstep: Class 2 contains 17821 members Entering Unmasked Estep Score: -4524181.000000 Penalty: 5190.096191 Iteration 1F: 3 clusters Score -4524181 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17090 members Mstep: Class 2 contains 17938 members Entering Unmasked Estep Score: -4524639.000000 Penalty: 5190.096191 Iteration 2Q: 3 clusters Score -4524639 nChanged 1377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16929 members Mstep: Class 2 contains 18099 members Entering Unmasked Estep Score: -4525045.000000 Penalty: 5190.096191 Iteration 3Q: 3 clusters Score -4525045 nChanged 1266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16743 members Mstep: Class 2 contains 18285 members Entering Unmasked Estep Score: -4525388.500000 Penalty: 5190.096191 Iteration 4Q: 3 clusters Score -4525388 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16476 members Mstep: Class 2 contains 18552 members Entering Unmasked Estep Score: -4525705.500000 Penalty: 5190.096191 Iteration 5Q: 3 clusters Score -4525706 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16097 members Mstep: Class 2 contains 18931 members Entering Unmasked Estep Score: -4526044.000000 Penalty: 5190.096191 Iteration 6Q: 3 clusters Score -4526044 nChanged 1131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15540 members Mstep: Class 2 contains 19488 members Entering Unmasked Estep Score: -4526462.000000 Penalty: 5190.096191 Iteration 7Q: 3 clusters Score -4526462 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14760 members Mstep: Class 2 contains 20268 members Entering Unmasked Estep Score: -4526947.500000 Penalty: 5190.096191 Iteration 8Q: 3 clusters Score -4526948 nChanged 1294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13742 members Mstep: Class 2 contains 21286 members Entering Unmasked Estep Score: -4527534.500000 Penalty: 5190.096191 Iteration 9Q: 3 clusters Score -4527534 nChanged 1510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12438 members Mstep: Class 2 contains 22590 members Entering Unmasked Estep Score: -4528296.000000 Penalty: 5190.096191 Iteration 10Q: 3 clusters Score -4528296 nChanged 1696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10832 members Mstep: Class 2 contains 24196 members Entering Unmasked Estep Score: -4529314.500000 Penalty: 5190.096191 Iteration 11Q: 3 clusters Score -4529314 nChanged 1922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8960 members Mstep: Class 2 contains 26068 members Entering Unmasked Estep Score: -4530522.500000 Penalty: 5190.096191 Iteration 12F: 3 clusters Score -4530522 nChanged 2046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6936 members Mstep: Class 2 contains 28092 members Entering Unmasked Estep Score: -4531994.000000 Penalty: 5190.096191 Iteration 13F: 3 clusters Score -4531994 nChanged 1985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 30069 members Entering Unmasked Estep Score: -4533528.500000 Penalty: 5190.096191 Iteration 14F: 3 clusters Score -4533528 nChanged 1652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3317 members Mstep: Class 2 contains 31711 members Entering Unmasked Estep Score: -4534837.000000 Penalty: 5190.096191 Iteration 15Q: 3 clusters Score -4534837 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 32899 members Entering Unmasked Estep Score: -4535757.000000 Penalty: 5190.096191 Iteration 16Q: 3 clusters Score -4535757 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 33605 members Entering Unmasked Estep Score: -4536310.000000 Penalty: 5190.096191 Iteration 17Q: 3 clusters Score -4536310 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 34001 members Entering Unmasked Estep Score: -4536620.500000 Penalty: 5190.096191 Iteration 18Q: 3 clusters Score -4536620 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 34237 members Entering Unmasked Estep Score: -4536836.500000 Penalty: 5190.096191 Iteration 19Q: 3 clusters Score -4536836 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 34362 members Entering Unmasked Estep Score: -4536961.500000 Penalty: 5190.096191 Iteration 20F: 3 clusters Score -4536962 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 34443 members Entering Unmasked Estep Score: -4537034.000000 Penalty: 5190.096191 Iteration 21Q: 3 clusters Score -4537034 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 34498 members Entering Unmasked Estep Score: -4537098.000000 Penalty: 5190.096191 Iteration 22Q: 3 clusters Score -4537098 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 34536 members Entering Unmasked Estep Score: -4537140.500000 Penalty: 5190.096191 Iteration 23Q: 3 clusters Score -4537140 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 34564 members Entering Unmasked Estep Score: -4537175.000000 Penalty: 5190.096191 Iteration 24Q: 3 clusters Score -4537175 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 34576 members Entering Unmasked Estep Score: -4537192.000000 Penalty: 5190.096191 Iteration 25Q: 3 clusters Score -4537192 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 34592 members Entering Unmasked Estep Score: -4537197.500000 Penalty: 5190.096191 Iteration 26Q: 3 clusters Score -4537198 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 34606 members Entering Unmasked Estep Score: -4537210.000000 Penalty: 5190.096191 Iteration 27Q: 3 clusters Score -4537210 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 34610 members Entering Unmasked Estep Score: -4537220.000000 Penalty: 5190.096191 Iteration 28Q: 3 clusters Score -4537220 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 34618 members Entering Unmasked Estep Score: -4537231.000000 Penalty: 5190.096191 Iteration 29Q: 3 clusters Score -4537231 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 34628 members Entering Unmasked Estep Score: -4537245.000000 Penalty: 5190.096191 Iteration 30Q: 3 clusters Score -4537245 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 34631 members Entering Unmasked Estep Score: -4537245.500000 Penalty: 5190.096191 Iteration 31Q: 3 clusters Score -4537246 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 34633 members Entering Unmasked Estep Score: -4537251.000000 Penalty: 5190.096191 Iteration 32Q: 3 clusters Score -4537251 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 34633 members Entering Unmasked Estep Score: -4537253.000000 Penalty: 5190.096191 Iteration 33Q: 3 clusters Score -4537253 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 34633 members Entering Unmasked Estep Score: -4537250.500000 Penalty: 5190.096191 Iteration 34Q: 3 clusters Score -4537250 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 34634 members Entering Unmasked Estep Score: -4537252.500000 Penalty: 5190.096191 Iteration 35Q: 3 clusters Score -4537252 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 34635 members Entering Unmasked Estep Score: -4537255.500000 Penalty: 5190.096191 Iteration 36Q: 3 clusters Score -4537256 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 34635 members Entering Unmasked Estep Score: -4537255.500000 Penalty: 5190.096191 Iteration 37F: 3 clusters Score -4537256 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (5316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Entering Unmasked Estep Score: -685685.125000 Penalty: 2127.461914 Iteration 0F: 2 clusters Score -685685.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -680994.375000 Penalty: 4254.923828 Iteration 0F: 3 clusters Score -680994.4 nChanged 2017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2902 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -682137.687500 Penalty: 4254.923828 Iteration 1F: 3 clusters Score -682137.7 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -682387.625000 Penalty: 4254.923828 Iteration 2F: 3 clusters Score -682387.6 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3157 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -682565.187500 Penalty: 4254.923828 Iteration 3F: 3 clusters Score -682565.2 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -682684.812500 Penalty: 4254.923828 Iteration 4Q: 3 clusters Score -682684.8 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 1885 members Entering Unmasked Estep Score: -682792.500000 Penalty: 4254.923828 Iteration 5Q: 3 clusters Score -682792.5 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 1751 members Entering Unmasked Estep Score: -682892.562500 Penalty: 4254.923828 Iteration 6Q: 3 clusters Score -682892.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3700 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -683000.562500 Penalty: 4254.923828 Iteration 7Q: 3 clusters Score -683000.6 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3858 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -683117.187500 Penalty: 4254.923828 Iteration 8Q: 3 clusters Score -683117.2 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4009 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -683244.625000 Penalty: 4254.923828 Iteration 9Q: 3 clusters Score -683244.6 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -683346.062500 Penalty: 4254.923828 Iteration 10Q: 3 clusters Score -683346.1 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4282 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -683448.312500 Penalty: 4254.923828 Iteration 11Q: 3 clusters Score -683448.3 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -683525.062500 Penalty: 4254.923828 Iteration 12Q: 3 clusters Score -683525.1 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -683617.312500 Penalty: 4254.923828 Iteration 13Q: 3 clusters Score -683617.3 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4602 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -683714.062500 Penalty: 4254.923828 Iteration 14Q: 3 clusters Score -683714.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Mstep: Class 2 contains 629 members Entering Unmasked Estep Score: -683787.812500 Penalty: 4254.923828 Iteration 15Q: 3 clusters Score -683787.8 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4754 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -683849.312500 Penalty: 4254.923828 Iteration 16Q: 3 clusters Score -683849.3 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4808 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -683906.312500 Penalty: 4254.923828 Iteration 17Q: 3 clusters Score -683906.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -683955.937500 Penalty: 4254.923828 Iteration 18Q: 3 clusters Score -683955.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -683982.562500 Penalty: 4254.923828 Iteration 19Q: 3 clusters Score -683982.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4910 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -684009.125000 Penalty: 4254.923828 Iteration 20F: 3 clusters Score -684009.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4929 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -684035.562500 Penalty: 4254.923828 Iteration 21Q: 3 clusters Score -684035.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4940 members Mstep: Class 2 contains 376 members Entering Unmasked Estep Score: -684045.000000 Penalty: 4254.923828 Iteration 22Q: 3 clusters Score -684045 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4947 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -684052.937500 Penalty: 4254.923828 Iteration 23Q: 3 clusters Score -684052.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4954 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -684058.437500 Penalty: 4254.923828 Iteration 24Q: 3 clusters Score -684058.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -684061.625000 Penalty: 4254.923828 Iteration 25Q: 3 clusters Score -684061.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 356 members Entering Unmasked Estep Score: -684063.750000 Penalty: 4254.923828 Iteration 26Q: 3 clusters Score -684063.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4962 members Mstep: Class 2 contains 354 members Entering Unmasked Estep Score: -684065.437500 Penalty: 4254.923828 Iteration 27Q: 3 clusters Score -684065.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -684067.625000 Penalty: 4254.923828 Iteration 28Q: 3 clusters Score -684067.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4969 members Mstep: Class 2 contains 347 members Entering Unmasked Estep Score: -684074.062500 Penalty: 4254.923828 Iteration 29Q: 3 clusters Score -684074.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4970 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -684078.625000 Penalty: 4254.923828 Iteration 30Q: 3 clusters Score -684078.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4976 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -684081.187500 Penalty: 4254.923828 Iteration 31Q: 3 clusters Score -684081.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -684083.812500 Penalty: 4254.923828 Iteration 32Q: 3 clusters Score -684083.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -684083.937500 Penalty: 4254.923828 Iteration 33Q: 3 clusters Score -684083.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4979 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -684083.937500 Penalty: 4254.923828 Iteration 34F: 3 clusters Score -684083.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (15643 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15643 members Entering Unmasked Estep Score: -2006594.875000 Penalty: 2395.129150 Iteration 0F: 2 clusters Score -2006595 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7821 members Mstep: Class 2 contains 7822 members Entering Unmasked Estep Score: -1995377.750000 Penalty: 4790.258301 Iteration 0F: 3 clusters Score -1995378 nChanged 6717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7778 members Mstep: Class 2 contains 7865 members Entering Unmasked Estep Score: -1998956.125000 Penalty: 4790.258301 Iteration 1F: 3 clusters Score -1998956 nChanged 983 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7695 members Mstep: Class 2 contains 7948 members Entering Unmasked Estep Score: -1999379.625000 Penalty: 4790.258301 Iteration 2F: 3 clusters Score -1999380 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7556 members Mstep: Class 2 contains 8087 members Entering Unmasked Estep Score: -1999714.000000 Penalty: 4790.258301 Iteration 3F: 3 clusters Score -1999714 nChanged 744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7368 members Mstep: Class 2 contains 8275 members Entering Unmasked Estep Score: -2000018.000000 Penalty: 4790.258301 Iteration 4Q: 3 clusters Score -2000018 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 8494 members Entering Unmasked Estep Score: -2000286.625000 Penalty: 4790.258301 Iteration 5Q: 3 clusters Score -2000287 nChanged 600 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6885 members Mstep: Class 2 contains 8758 members Entering Unmasked Estep Score: -2000537.375000 Penalty: 4790.258301 Iteration 6Q: 3 clusters Score -2000537 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6578 members Mstep: Class 2 contains 9065 members Entering Unmasked Estep Score: -2000818.250000 Penalty: 4790.258301 Iteration 7Q: 3 clusters Score -2000818 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6195 members Mstep: Class 2 contains 9448 members Entering Unmasked Estep Score: -2001108.750000 Penalty: 4790.258301 Iteration 8Q: 3 clusters Score -2001109 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5754 members Mstep: Class 2 contains 9889 members Entering Unmasked Estep Score: -2001428.250000 Penalty: 4790.258301 Iteration 9Q: 3 clusters Score -2001428 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5278 members Mstep: Class 2 contains 10365 members Entering Unmasked Estep Score: -2001799.125000 Penalty: 4790.258301 Iteration 10Q: 3 clusters Score -2001799 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4767 members Mstep: Class 2 contains 10876 members Entering Unmasked Estep Score: -2002171.250000 Penalty: 4790.258301 Iteration 11Q: 3 clusters Score -2002171 nChanged 592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 11378 members Entering Unmasked Estep Score: -2002519.375000 Penalty: 4790.258301 Iteration 12Q: 3 clusters Score -2002519 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 11873 members Entering Unmasked Estep Score: -2002856.625000 Penalty: 4790.258301 Iteration 13Q: 3 clusters Score -2002857 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 12319 members Entering Unmasked Estep Score: -2003159.500000 Penalty: 4790.258301 Iteration 14Q: 3 clusters Score -2003160 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 12737 members Entering Unmasked Estep Score: -2003457.875000 Penalty: 4790.258301 Iteration 15Q: 3 clusters Score -2003458 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 13122 members Entering Unmasked Estep Score: -2003750.125000 Penalty: 4790.258301 Iteration 16Q: 3 clusters Score -2003750 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2183 members Mstep: Class 2 contains 13460 members Entering Unmasked Estep Score: -2004004.375000 Penalty: 4790.258301 Iteration 17Q: 3 clusters Score -2004004 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 13746 members Entering Unmasked Estep Score: -2004229.500000 Penalty: 4790.258301 Iteration 18Q: 3 clusters Score -2004230 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 13970 members Entering Unmasked Estep Score: -2004402.625000 Penalty: 4790.258301 Iteration 19Q: 3 clusters Score -2004403 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 14170 members Entering Unmasked Estep Score: -2004559.750000 Penalty: 4790.258301 Iteration 20F: 3 clusters Score -2004560 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 14318 members Entering Unmasked Estep Score: -2004667.875000 Penalty: 4790.258301 Iteration 21Q: 3 clusters Score -2004668 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 14443 members Entering Unmasked Estep Score: -2004748.375000 Penalty: 4790.258301 Iteration 22Q: 3 clusters Score -2004748 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 14555 members Entering Unmasked Estep Score: -2004825.875000 Penalty: 4790.258301 Iteration 23Q: 3 clusters Score -2004826 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 14631 members Entering Unmasked Estep Score: -2004876.500000 Penalty: 4790.258301 Iteration 24Q: 3 clusters Score -2004876 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 14699 members Entering Unmasked Estep Score: -2004912.750000 Penalty: 4790.258301 Iteration 25Q: 3 clusters Score -2004913 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 14748 members Entering Unmasked Estep Score: -2004941.875000 Penalty: 4790.258301 Iteration 26Q: 3 clusters Score -2004942 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 14785 members Entering Unmasked Estep Score: -2004959.625000 Penalty: 4790.258301 Iteration 27Q: 3 clusters Score -2004960 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 14810 members Entering Unmasked Estep Score: -2004968.875000 Penalty: 4790.258301 Iteration 28Q: 3 clusters Score -2004969 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 14834 members Entering Unmasked Estep Score: -2004980.750000 Penalty: 4790.258301 Iteration 29Q: 3 clusters Score -2004981 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 14856 members Entering Unmasked Estep Score: -2004986.625000 Penalty: 4790.258301 Iteration 30Q: 3 clusters Score -2004987 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 14874 members Entering Unmasked Estep Score: -2004996.250000 Penalty: 4790.258301 Iteration 31Q: 3 clusters Score -2004996 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 14888 members Entering Unmasked Estep Score: -2005004.750000 Penalty: 4790.258301 Iteration 32Q: 3 clusters Score -2005005 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 14899 members Entering Unmasked Estep Score: -2005015.625000 Penalty: 4790.258301 Iteration 33Q: 3 clusters Score -2005016 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 14913 members Entering Unmasked Estep Score: -2005017.500000 Penalty: 4790.258301 Iteration 34Q: 3 clusters Score -2005018 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 14918 members Entering Unmasked Estep Score: -2005021.125000 Penalty: 4790.258301 Iteration 35Q: 3 clusters Score -2005021 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 14924 members Entering Unmasked Estep Score: -2005021.125000 Penalty: 4790.258301 Iteration 36Q: 3 clusters Score -2005021 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 14930 members Entering Unmasked Estep Score: -2005026.375000 Penalty: 4790.258301 Iteration 37Q: 3 clusters Score -2005026 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 14936 members Entering Unmasked Estep Score: -2005027.500000 Penalty: 4790.258301 Iteration 38Q: 3 clusters Score -2005028 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 14942 members Entering Unmasked Estep Score: -2005031.750000 Penalty: 4790.258301 Iteration 39Q: 3 clusters Score -2005032 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 14945 members Entering Unmasked Estep Score: -2005035.875000 Penalty: 4790.258301 Iteration 40F: 3 clusters Score -2005036 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 14945 members Entering Unmasked Estep Score: -2005032.500000 Penalty: 4790.258301 Iteration 41Q: 3 clusters Score -2005032 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 14947 members Entering Unmasked Estep Score: -2005033.750000 Penalty: 4790.258301 Iteration 42Q: 3 clusters Score -2005034 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 14949 members Entering Unmasked Estep Score: -2005034.125000 Penalty: 4790.258301 Iteration 43Q: 3 clusters Score -2005034 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 14950 members Entering Unmasked Estep Score: -2005035.750000 Penalty: 4790.258301 Iteration 44Q: 3 clusters Score -2005036 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 690 members Mstep: Class 2 contains 14953 members Entering Unmasked Estep Score: -2005038.125000 Penalty: 4790.258301 Iteration 45Q: 3 clusters Score -2005038 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 14954 members Entering Unmasked Estep Score: -2005037.625000 Penalty: 4790.258301 Iteration 46Q: 3 clusters Score -2005038 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 14956 members Entering Unmasked Estep Score: -2005039.875000 Penalty: 4790.258301 Iteration 47Q: 3 clusters Score -2005040 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Mstep: Class 2 contains 14956 members Entering Unmasked Estep Score: -2005039.875000 Penalty: 4790.258301 Iteration 48F: 3 clusters Score -2005040 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2570 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Entering Unmasked Estep Score: -330174.781250 Penalty: 1947.212036 Iteration 0F: 2 clusters Score -330174.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -327182.218750 Penalty: 3894.424072 Iteration 0F: 3 clusters Score -327182.2 nChanged 868 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -327703.468750 Penalty: 3894.424072 Iteration 1F: 3 clusters Score -327703.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -327832.187500 Penalty: 3894.424072 Iteration 2F: 3 clusters Score -327832.2 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -327920.906250 Penalty: 3894.424072 Iteration 3Q: 3 clusters Score -327920.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -327994.906250 Penalty: 3894.424072 Iteration 4Q: 3 clusters Score -327994.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -328059.031250 Penalty: 3894.424072 Iteration 5Q: 3 clusters Score -328059 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -328105.250000 Penalty: 3894.424072 Iteration 6Q: 3 clusters Score -328105.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -328144.531250 Penalty: 3894.424072 Iteration 7Q: 3 clusters Score -328144.5 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -328173.687500 Penalty: 3894.424072 Iteration 8Q: 3 clusters Score -328173.7 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 1420 members Entering Unmasked Estep Score: -328196.750000 Penalty: 3894.424072 Iteration 9Q: 3 clusters Score -328196.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -328216.187500 Penalty: 3894.424072 Iteration 10Q: 3 clusters Score -328216.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -328236.531250 Penalty: 3894.424072 Iteration 11Q: 3 clusters Score -328236.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -328248.312500 Penalty: 3894.424072 Iteration 12Q: 3 clusters Score -328248.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -328263.437500 Penalty: 3894.424072 Iteration 13Q: 3 clusters Score -328263.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -328284.218750 Penalty: 3894.424072 Iteration 14Q: 3 clusters Score -328284.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -328304.687500 Penalty: 3894.424072 Iteration 15Q: 3 clusters Score -328304.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -328326.625000 Penalty: 3894.424072 Iteration 16Q: 3 clusters Score -328326.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -328353.593750 Penalty: 3894.424072 Iteration 17Q: 3 clusters Score -328353.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1545 members Entering Unmasked Estep Score: -328382.031250 Penalty: 3894.424072 Iteration 18Q: 3 clusters Score -328382 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 1568 members Entering Unmasked Estep Score: -328407.031250 Penalty: 3894.424072 Iteration 19Q: 3 clusters Score -328407 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -328432.718750 Penalty: 3894.424072 Iteration 20F: 3 clusters Score -328432.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -328460.437500 Penalty: 3894.424072 Iteration 21Q: 3 clusters Score -328460.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -328493.562500 Penalty: 3894.424072 Iteration 22Q: 3 clusters Score -328493.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -328533.375000 Penalty: 3894.424072 Iteration 23Q: 3 clusters Score -328533.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 1676 members Entering Unmasked Estep Score: -328567.593750 Penalty: 3894.424072 Iteration 24Q: 3 clusters Score -328567.6 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 1687 members Entering Unmasked Estep Score: -328587.031250 Penalty: 3894.424072 Iteration 25Q: 3 clusters Score -328587 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 881 members Mstep: Class 2 contains 1689 members Entering Unmasked Estep Score: -328604.750000 Penalty: 3894.424072 Iteration 26Q: 3 clusters Score -328604.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -328626.937500 Penalty: 3894.424072 Iteration 27Q: 3 clusters Score -328626.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1721 members Entering Unmasked Estep Score: -328653.843750 Penalty: 3894.424072 Iteration 28Q: 3 clusters Score -328653.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -328675.968750 Penalty: 3894.424072 Iteration 29Q: 3 clusters Score -328676 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 1741 members Entering Unmasked Estep Score: -328690.843750 Penalty: 3894.424072 Iteration 30Q: 3 clusters Score -328690.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 1754 members Entering Unmasked Estep Score: -328702.593750 Penalty: 3894.424072 Iteration 31Q: 3 clusters Score -328702.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -328715.406250 Penalty: 3894.424072 Iteration 32Q: 3 clusters Score -328715.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 1785 members Entering Unmasked Estep Score: -328726.500000 Penalty: 3894.424072 Iteration 33Q: 3 clusters Score -328726.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -328732.031250 Penalty: 3894.424072 Iteration 34Q: 3 clusters Score -328732 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -328735.125000 Penalty: 3894.424072 Iteration 35Q: 3 clusters Score -328735.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -328737.000000 Penalty: 3894.424072 Iteration 36Q: 3 clusters Score -328737 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -328740.812500 Penalty: 3894.424072 Iteration 37Q: 3 clusters Score -328740.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 1789 members Entering Unmasked Estep Score: -328747.406250 Penalty: 3894.424072 Iteration 38Q: 3 clusters Score -328747.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -328752.031250 Penalty: 3894.424072 Iteration 39Q: 3 clusters Score -328752 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -328755.156250 Penalty: 3894.424072 Iteration 40F: 3 clusters Score -328755.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 777 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -328759.125000 Penalty: 3894.424072 Iteration 41Q: 3 clusters Score -328759.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -328759.312500 Penalty: 3894.424072 Iteration 42Q: 3 clusters Score -328759.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 1794 members Entering Unmasked Estep Score: -328759.312500 Penalty: 3894.424072 Iteration 43F: 3 clusters Score -328759.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (9553 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9553 members Entering Unmasked Estep Score: -1220064.750000 Penalty: 2272.823486 Iteration 0F: 2 clusters Score -1220065 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 4745 members Entering Unmasked Estep Score: -1212721.125000 Penalty: 4545.646973 Iteration 0F: 3 clusters Score -1212721 nChanged 3907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4905 members Mstep: Class 2 contains 4648 members Entering Unmasked Estep Score: -1214792.625000 Penalty: 4545.646973 Iteration 1F: 3 clusters Score -1214793 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4999 members Mstep: Class 2 contains 4554 members Entering Unmasked Estep Score: -1215147.375000 Penalty: 4545.646973 Iteration 2F: 3 clusters Score -1215147 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -1215464.000000 Penalty: 4545.646973 Iteration 3F: 3 clusters Score -1215464 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 4269 members Entering Unmasked Estep Score: -1215796.000000 Penalty: 4545.646973 Iteration 4F: 3 clusters Score -1215796 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5486 members Mstep: Class 2 contains 4067 members Entering Unmasked Estep Score: -1216159.625000 Penalty: 4545.646973 Iteration 5F: 3 clusters Score -1216160 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5784 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -1216585.125000 Penalty: 4545.646973 Iteration 6F: 3 clusters Score -1216585 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6065 members Mstep: Class 2 contains 3488 members Entering Unmasked Estep Score: -1217087.500000 Penalty: 4545.646973 Iteration 7F: 3 clusters Score -1217088 nChanged 587 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Mstep: Class 2 contains 3275 members Entering Unmasked Estep Score: -1217734.125000 Penalty: 4545.646973 Iteration 8F: 3 clusters Score -1217734 nChanged 588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6344 members Mstep: Class 2 contains 3209 members Entering Unmasked Estep Score: -1218631.125000 Penalty: 4545.646973 Iteration 9F: 3 clusters Score -1218631 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6291 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -1219512.875000 Penalty: 4545.646973 Iteration 10F: 3 clusters Score -1219513 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6203 members Mstep: Class 2 contains 3350 members Entering Unmasked Estep Score: -1219902.000000 Penalty: 4545.646973 Iteration 11Q: 3 clusters Score -1219902 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6156 members Mstep: Class 2 contains 3397 members Entering Unmasked Estep Score: -1220034.625000 Penalty: 4545.646973 Iteration 12Q: 3 clusters Score -1220035 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6160 members Mstep: Class 2 contains 3393 members Entering Unmasked Estep Score: -1220077.250000 Penalty: 4545.646973 Iteration 13Q: 3 clusters Score -1220077 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6169 members Mstep: Class 2 contains 3384 members Entering Unmasked Estep Score: -1220094.125000 Penalty: 4545.646973 Iteration 14Q: 3 clusters Score -1220094 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6190 members Mstep: Class 2 contains 3363 members Entering Unmasked Estep Score: -1220104.000000 Penalty: 4545.646973 Iteration 15Q: 3 clusters Score -1220104 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6211 members Mstep: Class 2 contains 3342 members Entering Unmasked Estep Score: -1220113.125000 Penalty: 4545.646973 Iteration 16Q: 3 clusters Score -1220113 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6220 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -1220116.500000 Penalty: 4545.646973 Iteration 17Q: 3 clusters Score -1220116 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6231 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -1220119.375000 Penalty: 4545.646973 Iteration 18Q: 3 clusters Score -1220119 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6238 members Mstep: Class 2 contains 3315 members Entering Unmasked Estep Score: -1220120.625000 Penalty: 4545.646973 Iteration 19Q: 3 clusters Score -1220121 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6248 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -1220123.250000 Penalty: 4545.646973 Iteration 20F: 3 clusters Score -1220123 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -1220123.875000 Penalty: 4545.646973 Iteration 21Q: 3 clusters Score -1220124 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6254 members Mstep: Class 2 contains 3299 members Entering Unmasked Estep Score: -1220123.500000 Penalty: 4545.646973 Iteration 22Q: 3 clusters Score -1220124 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6261 members Mstep: Class 2 contains 3292 members Entering Unmasked Estep Score: -1220123.375000 Penalty: 4545.646973 Iteration 23Q: 3 clusters Score -1220123 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6262 members Mstep: Class 2 contains 3291 members Entering Unmasked Estep Score: -1220122.375000 Penalty: 4545.646973 Iteration 24Q: 3 clusters Score -1220122 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6265 members Mstep: Class 2 contains 3288 members Entering Unmasked Estep Score: -1220124.625000 Penalty: 4545.646973 Iteration 25Q: 3 clusters Score -1220125 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6266 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -1220125.625000 Penalty: 4545.646973 Iteration 26Q: 3 clusters Score -1220126 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6266 members Mstep: Class 2 contains 3287 members Entering Unmasked Estep Score: -1220125.625000 Penalty: 4545.646973 Iteration 27F: 3 clusters Score -1220126 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 35028 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 15643 members Mstep: Class 5 contains 2570 members Mstep: Class 6 contains 6266 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15118 members Mstep: Class 12 contains 22506 members Mstep: Class 13 contains 24170 members Mstep: Class 14 contains 19977 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4344 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12789 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61503 members Mstep: Class 24 contains 194954 members Mstep: Class 25 contains 3287 members Entering Unmasked Estep Score: -55719916.000000 Penalty: 80642.781250 Splitting cluster 6 changes total score from -55720848.000000 to -55719916.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (9047 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9047 members Entering Unmasked Estep Score: -1147613.875000 Penalty: 2259.326660 Iteration 0F: 2 clusters Score -1147614 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4453 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -1140557.500000 Penalty: 4518.653320 Iteration 0F: 3 clusters Score -1140558 nChanged 3672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4265 members Mstep: Class 2 contains 4782 members Entering Unmasked Estep Score: -1142521.375000 Penalty: 4518.653320 Iteration 1F: 3 clusters Score -1142521 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -1142814.875000 Penalty: 4518.653320 Iteration 2F: 3 clusters Score -1142815 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3957 members Mstep: Class 2 contains 5090 members Entering Unmasked Estep Score: -1143082.125000 Penalty: 4518.653320 Iteration 3F: 3 clusters Score -1143082 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 5319 members Entering Unmasked Estep Score: -1143386.250000 Penalty: 4518.653320 Iteration 4F: 3 clusters Score -1143386 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 5587 members Entering Unmasked Estep Score: -1143763.000000 Penalty: 4518.653320 Iteration 5F: 3 clusters Score -1143763 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3127 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -1144218.500000 Penalty: 4518.653320 Iteration 6F: 3 clusters Score -1144218 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 6270 members Entering Unmasked Estep Score: -1144736.250000 Penalty: 4518.653320 Iteration 7F: 3 clusters Score -1144736 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 6549 members Entering Unmasked Estep Score: -1145213.375000 Penalty: 4518.653320 Iteration 8F: 3 clusters Score -1145213 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -1145639.500000 Penalty: 4518.653320 Iteration 9Q: 3 clusters Score -1145640 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2117 members Mstep: Class 2 contains 6930 members Entering Unmasked Estep Score: -1145999.875000 Penalty: 4518.653320 Iteration 10Q: 3 clusters Score -1146000 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 6986 members Entering Unmasked Estep Score: -1146282.000000 Penalty: 4518.653320 Iteration 11Q: 3 clusters Score -1146282 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 7004 members Entering Unmasked Estep Score: -1146592.875000 Penalty: 4518.653320 Iteration 12Q: 3 clusters Score -1146593 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2039 members Mstep: Class 2 contains 7008 members Entering Unmasked Estep Score: -1146895.500000 Penalty: 4518.653320 Iteration 13Q: 3 clusters Score -1146896 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 6995 members Entering Unmasked Estep Score: -1147102.000000 Penalty: 4518.653320 Iteration 14Q: 3 clusters Score -1147102 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 6974 members Entering Unmasked Estep Score: -1147208.125000 Penalty: 4518.653320 Iteration 15Q: 3 clusters Score -1147208 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2088 members Mstep: Class 2 contains 6959 members Entering Unmasked Estep Score: -1147246.875000 Penalty: 4518.653320 Iteration 16Q: 3 clusters Score -1147247 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2099 members Mstep: Class 2 contains 6948 members Entering Unmasked Estep Score: -1147266.000000 Penalty: 4518.653320 Iteration 17Q: 3 clusters Score -1147266 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 6939 members Entering Unmasked Estep Score: -1147270.500000 Penalty: 4518.653320 Iteration 18Q: 3 clusters Score -1147270 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 6925 members Entering Unmasked Estep Score: -1147277.500000 Penalty: 4518.653320 Iteration 19Q: 3 clusters Score -1147278 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 6925 members Entering Unmasked Estep Score: -1147280.500000 Penalty: 4518.653320 Iteration 20F: 3 clusters Score -1147280 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 6922 members Entering Unmasked Estep Score: -1147278.375000 Penalty: 4518.653320 Iteration 21Q: 3 clusters Score -1147278 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 6920 members Entering Unmasked Estep Score: -1147279.250000 Penalty: 4518.653320 Iteration 22Q: 3 clusters Score -1147279 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 6920 members Entering Unmasked Estep Score: -1147280.375000 Penalty: 4518.653320 Iteration 23Q: 3 clusters Score -1147280 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2127 members Mstep: Class 2 contains 6920 members Entering Unmasked Estep Score: -1147279.500000 Penalty: 4518.653320 Iteration 24Q: 3 clusters Score -1147280 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 6918 members Entering Unmasked Estep Score: -1147283.750000 Penalty: 4518.653320 Iteration 25Q: 3 clusters Score -1147284 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 6916 members Entering Unmasked Estep Score: -1147283.250000 Penalty: 4518.653320 Iteration 26Q: 3 clusters Score -1147283 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -1147284.875000 Penalty: 4518.653320 Iteration 27Q: 3 clusters Score -1147285 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 6915 members Entering Unmasked Estep Score: -1147284.875000 Penalty: 4518.653320 Iteration 28F: 3 clusters Score -1147285 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Entering Unmasked Estep Score: -20310.597656 Penalty: 1279.445679 Iteration 0F: 2 clusters Score -20310.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -19235.421875 Penalty: 2558.891357 Iteration 0F: 3 clusters Score -19235.42 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -19286.732422 Penalty: 2558.891357 Iteration 1F: 3 clusters Score -19286.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -19298.912109 Penalty: 2558.891357 Iteration 2Q: 3 clusters Score -19298.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -19301.986328 Penalty: 2558.891357 Iteration 3Q: 3 clusters Score -19301.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -19307.853516 Penalty: 2558.891357 Iteration 4Q: 3 clusters Score -19307.85 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84 members Mstep: Class 2 contains 90 members Entering Unmasked Estep Score: -19307.853516 Penalty: 2558.891357 Iteration 5F: 3 clusters Score -19307.85 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3033 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Entering Unmasked Estep Score: -380318.468750 Penalty: 1988.292236 Iteration 0F: 2 clusters Score -380318.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -377055.593750 Penalty: 3976.584473 Iteration 0F: 3 clusters Score -377055.6 nChanged 1077 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -377736.218750 Penalty: 3976.584473 Iteration 1F: 3 clusters Score -377736.2 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -377896.187500 Penalty: 3976.584473 Iteration 2F: 3 clusters Score -377896.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -377989.593750 Penalty: 3976.584473 Iteration 3Q: 3 clusters Score -377989.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -378050.343750 Penalty: 3976.584473 Iteration 4Q: 3 clusters Score -378050.3 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -378092.937500 Penalty: 3976.584473 Iteration 5Q: 3 clusters Score -378092.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -378124.125000 Penalty: 3976.584473 Iteration 6Q: 3 clusters Score -378124.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -378152.562500 Penalty: 3976.584473 Iteration 7Q: 3 clusters Score -378152.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -378175.781250 Penalty: 3976.584473 Iteration 8Q: 3 clusters Score -378175.8 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -378190.312500 Penalty: 3976.584473 Iteration 9Q: 3 clusters Score -378190.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1849 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -378204.031250 Penalty: 3976.584473 Iteration 10Q: 3 clusters Score -378204 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1865 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -378216.593750 Penalty: 3976.584473 Iteration 11Q: 3 clusters Score -378216.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -378227.968750 Penalty: 3976.584473 Iteration 12Q: 3 clusters Score -378228 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1889 members Mstep: Class 2 contains 1144 members Entering Unmasked Estep Score: -378237.187500 Penalty: 3976.584473 Iteration 13Q: 3 clusters Score -378237.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -378246.093750 Penalty: 3976.584473 Iteration 14Q: 3 clusters Score -378246.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -378249.593750 Penalty: 3976.584473 Iteration 15Q: 3 clusters Score -378249.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -378252.562500 Penalty: 3976.584473 Iteration 16Q: 3 clusters Score -378252.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 1118 members Entering Unmasked Estep Score: -378254.937500 Penalty: 3976.584473 Iteration 17Q: 3 clusters Score -378254.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1918 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -378258.593750 Penalty: 3976.584473 Iteration 18Q: 3 clusters Score -378258.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1924 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -378262.437500 Penalty: 3976.584473 Iteration 19Q: 3 clusters Score -378262.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -378266.312500 Penalty: 3976.584473 Iteration 20F: 3 clusters Score -378266.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -378271.562500 Penalty: 3976.584473 Iteration 21Q: 3 clusters Score -378271.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -378275.062500 Penalty: 3976.584473 Iteration 22Q: 3 clusters Score -378275.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1948 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -378279.187500 Penalty: 3976.584473 Iteration 23Q: 3 clusters Score -378279.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1950 members Mstep: Class 2 contains 1083 members Entering Unmasked Estep Score: -378282.843750 Penalty: 3976.584473 Iteration 24Q: 3 clusters Score -378282.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1960 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -378287.562500 Penalty: 3976.584473 Iteration 25Q: 3 clusters Score -378287.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -378290.968750 Penalty: 3976.584473 Iteration 26Q: 3 clusters Score -378291 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -378294.343750 Penalty: 3976.584473 Iteration 27Q: 3 clusters Score -378294.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -378300.031250 Penalty: 3976.584473 Iteration 28Q: 3 clusters Score -378300 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -378310.156250 Penalty: 3976.584473 Iteration 29Q: 3 clusters Score -378310.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -378314.937500 Penalty: 3976.584473 Iteration 30Q: 3 clusters Score -378314.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -378317.968750 Penalty: 3976.584473 Iteration 31Q: 3 clusters Score -378318 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2016 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -378322.562500 Penalty: 3976.584473 Iteration 32Q: 3 clusters Score -378322.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -378326.562500 Penalty: 3976.584473 Iteration 33Q: 3 clusters Score -378326.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2024 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -378331.343750 Penalty: 3976.584473 Iteration 34Q: 3 clusters Score -378331.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -378332.468750 Penalty: 3976.584473 Iteration 35Q: 3 clusters Score -378332.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -378334.125000 Penalty: 3976.584473 Iteration 36Q: 3 clusters Score -378334.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -378334.812500 Penalty: 3976.584473 Iteration 37Q: 3 clusters Score -378334.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -378336.968750 Penalty: 3976.584473 Iteration 38Q: 3 clusters Score -378337 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -378336.250000 Penalty: 3976.584473 Iteration 39Q: 3 clusters Score -378336.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -378337.562500 Penalty: 3976.584473 Iteration 40F: 3 clusters Score -378337.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (559 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Entering Unmasked Estep Score: -62978.832031 Penalty: 1568.885010 Iteration 0F: 2 clusters Score -62978.83 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 283 members Entering Unmasked Estep Score: -61417.929688 Penalty: 3137.770020 Iteration 0F: 3 clusters Score -61417.93 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -61609.957031 Penalty: 3137.770020 Iteration 1F: 3 clusters Score -61609.96 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -61672.492188 Penalty: 3137.770020 Iteration 2F: 3 clusters Score -61672.49 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -61696.281250 Penalty: 3137.770020 Iteration 3Q: 3 clusters Score -61696.28 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -61733.421875 Penalty: 3137.770020 Iteration 4Q: 3 clusters Score -61733.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -61760.257812 Penalty: 3137.770020 Iteration 5Q: 3 clusters Score -61760.26 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -61783.156250 Penalty: 3137.770020 Iteration 6Q: 3 clusters Score -61783.16 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -61808.675781 Penalty: 3137.770020 Iteration 7Q: 3 clusters Score -61808.68 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -61828.347656 Penalty: 3137.770020 Iteration 8Q: 3 clusters Score -61828.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -61834.175781 Penalty: 3137.770020 Iteration 9Q: 3 clusters Score -61834.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -61834.925781 Penalty: 3137.770020 Iteration 10Q: 3 clusters Score -61834.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -61836.750000 Penalty: 3137.770020 Iteration 11Q: 3 clusters Score -61836.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 330 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -61836.750000 Penalty: 3137.770020 Iteration 12F: 3 clusters Score -61836.75 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (15118 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15118 members Entering Unmasked Estep Score: -1961155.750000 Penalty: 2386.663086 Iteration 0F: 2 clusters Score -1961156 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 7552 members Entering Unmasked Estep Score: -1950170.875000 Penalty: 4773.326172 Iteration 0F: 3 clusters Score -1950171 nChanged 6569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7599 members Mstep: Class 2 contains 7519 members Entering Unmasked Estep Score: -1953600.000000 Penalty: 4773.326172 Iteration 1F: 3 clusters Score -1953600 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7619 members Mstep: Class 2 contains 7499 members Entering Unmasked Estep Score: -1953905.500000 Penalty: 4773.326172 Iteration 2F: 3 clusters Score -1953906 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7655 members Mstep: Class 2 contains 7463 members Entering Unmasked Estep Score: -1954079.875000 Penalty: 4773.326172 Iteration 3Q: 3 clusters Score -1954080 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7745 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -1954225.375000 Penalty: 4773.326172 Iteration 4Q: 3 clusters Score -1954225 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7837 members Mstep: Class 2 contains 7281 members Entering Unmasked Estep Score: -1954340.500000 Penalty: 4773.326172 Iteration 5Q: 3 clusters Score -1954340 nChanged 367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 7176 members Entering Unmasked Estep Score: -1954438.000000 Penalty: 4773.326172 Iteration 6Q: 3 clusters Score -1954438 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8063 members Mstep: Class 2 contains 7055 members Entering Unmasked Estep Score: -1954510.125000 Penalty: 4773.326172 Iteration 7Q: 3 clusters Score -1954510 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8243 members Mstep: Class 2 contains 6875 members Entering Unmasked Estep Score: -1954584.250000 Penalty: 4773.326172 Iteration 8Q: 3 clusters Score -1954584 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8448 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -1954665.250000 Penalty: 4773.326172 Iteration 9Q: 3 clusters Score -1954665 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8691 members Mstep: Class 2 contains 6427 members Entering Unmasked Estep Score: -1954753.875000 Penalty: 4773.326172 Iteration 10Q: 3 clusters Score -1954754 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8951 members Mstep: Class 2 contains 6167 members Entering Unmasked Estep Score: -1954840.500000 Penalty: 4773.326172 Iteration 11Q: 3 clusters Score -1954840 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9262 members Mstep: Class 2 contains 5856 members Entering Unmasked Estep Score: -1954954.375000 Penalty: 4773.326172 Iteration 12Q: 3 clusters Score -1954954 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9665 members Mstep: Class 2 contains 5453 members Entering Unmasked Estep Score: -1955118.750000 Penalty: 4773.326172 Iteration 13Q: 3 clusters Score -1955119 nChanged 521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10172 members Mstep: Class 2 contains 4946 members Entering Unmasked Estep Score: -1955358.125000 Penalty: 4773.326172 Iteration 14Q: 3 clusters Score -1955358 nChanged 583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10741 members Mstep: Class 2 contains 4377 members Entering Unmasked Estep Score: -1955639.875000 Penalty: 4773.326172 Iteration 15Q: 3 clusters Score -1955640 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11398 members Mstep: Class 2 contains 3720 members Entering Unmasked Estep Score: -1956039.375000 Penalty: 4773.326172 Iteration 16Q: 3 clusters Score -1956039 nChanged 796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12186 members Mstep: Class 2 contains 2932 members Entering Unmasked Estep Score: -1956620.750000 Penalty: 4773.326172 Iteration 17F: 3 clusters Score -1956621 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13043 members Mstep: Class 2 contains 2075 members Entering Unmasked Estep Score: -1957334.000000 Penalty: 4773.326172 Iteration 18F: 3 clusters Score -1957334 nChanged 728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13765 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -1957966.375000 Penalty: 4773.326172 Iteration 19Q: 3 clusters Score -1957966 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14270 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -1958418.125000 Penalty: 4773.326172 Iteration 20F: 3 clusters Score -1958418 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14544 members Mstep: Class 2 contains 574 members Entering Unmasked Estep Score: -1958685.250000 Penalty: 4773.326172 Iteration 21Q: 3 clusters Score -1958685 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14672 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -1958818.375000 Penalty: 4773.326172 Iteration 22Q: 3 clusters Score -1958818 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14753 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -1958913.125000 Penalty: 4773.326172 Iteration 23Q: 3 clusters Score -1958913 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14805 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -1958978.250000 Penalty: 4773.326172 Iteration 24Q: 3 clusters Score -1958978 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14845 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -1959029.500000 Penalty: 4773.326172 Iteration 25Q: 3 clusters Score -1959030 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14863 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -1959053.500000 Penalty: 4773.326172 Iteration 26Q: 3 clusters Score -1959054 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14872 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -1959074.250000 Penalty: 4773.326172 Iteration 27Q: 3 clusters Score -1959074 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14875 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -1959081.000000 Penalty: 4773.326172 Iteration 28Q: 3 clusters Score -1959081 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14878 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -1959084.375000 Penalty: 4773.326172 Iteration 29Q: 3 clusters Score -1959084 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14880 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -1959089.000000 Penalty: 4773.326172 Iteration 30Q: 3 clusters Score -1959089 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14883 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -1959090.250000 Penalty: 4773.326172 Iteration 31Q: 3 clusters Score -1959090 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14883 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -1959093.375000 Penalty: 4773.326172 Iteration 32Q: 3 clusters Score -1959093 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14883 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -1959093.375000 Penalty: 4773.326172 Iteration 33F: 3 clusters Score -1959093 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (22506 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22506 members Entering Unmasked Estep Score: -2800267.000000 Penalty: 2485.341064 Iteration 0F: 2 clusters Score -2800267 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11245 members Mstep: Class 2 contains 11261 members Entering Unmasked Estep Score: -2784636.500000 Penalty: 4970.682129 Iteration 0F: 3 clusters Score -2784636 nChanged 9919 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11024 members Mstep: Class 2 contains 11482 members Entering Unmasked Estep Score: -2790007.750000 Penalty: 4970.682129 Iteration 1F: 3 clusters Score -2790008 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10936 members Mstep: Class 2 contains 11570 members Entering Unmasked Estep Score: -2790395.250000 Penalty: 4970.682129 Iteration 2F: 3 clusters Score -2790395 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10805 members Mstep: Class 2 contains 11701 members Entering Unmasked Estep Score: -2790738.500000 Penalty: 4970.682129 Iteration 3Q: 3 clusters Score -2790738 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10612 members Mstep: Class 2 contains 11894 members Entering Unmasked Estep Score: -2791012.750000 Penalty: 4970.682129 Iteration 4Q: 3 clusters Score -2791013 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10366 members Mstep: Class 2 contains 12140 members Entering Unmasked Estep Score: -2791280.250000 Penalty: 4970.682129 Iteration 5Q: 3 clusters Score -2791280 nChanged 750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10082 members Mstep: Class 2 contains 12424 members Entering Unmasked Estep Score: -2791531.500000 Penalty: 4970.682129 Iteration 6Q: 3 clusters Score -2791532 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9723 members Mstep: Class 2 contains 12783 members Entering Unmasked Estep Score: -2791802.750000 Penalty: 4970.682129 Iteration 7Q: 3 clusters Score -2791803 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9285 members Mstep: Class 2 contains 13221 members Entering Unmasked Estep Score: -2792058.000000 Penalty: 4970.682129 Iteration 8Q: 3 clusters Score -2792058 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8741 members Mstep: Class 2 contains 13765 members Entering Unmasked Estep Score: -2792369.500000 Penalty: 4970.682129 Iteration 9Q: 3 clusters Score -2792370 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8074 members Mstep: Class 2 contains 14432 members Entering Unmasked Estep Score: -2792776.000000 Penalty: 4970.682129 Iteration 10Q: 3 clusters Score -2792776 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7258 members Mstep: Class 2 contains 15248 members Entering Unmasked Estep Score: -2793319.000000 Penalty: 4970.682129 Iteration 11Q: 3 clusters Score -2793319 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6333 members Mstep: Class 2 contains 16173 members Entering Unmasked Estep Score: -2793980.000000 Penalty: 4970.682129 Iteration 12Q: 3 clusters Score -2793980 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 17136 members Entering Unmasked Estep Score: -2794640.000000 Penalty: 4970.682129 Iteration 13Q: 3 clusters Score -2794640 nChanged 1008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4428 members Mstep: Class 2 contains 18078 members Entering Unmasked Estep Score: -2795301.750000 Penalty: 4970.682129 Iteration 14Q: 3 clusters Score -2795302 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3546 members Mstep: Class 2 contains 18960 members Entering Unmasked Estep Score: -2795917.250000 Penalty: 4970.682129 Iteration 15Q: 3 clusters Score -2795917 nChanged 751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 19693 members Entering Unmasked Estep Score: -2796423.750000 Penalty: 4970.682129 Iteration 16Q: 3 clusters Score -2796424 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 20311 members Entering Unmasked Estep Score: -2796869.500000 Penalty: 4970.682129 Iteration 17Q: 3 clusters Score -2796870 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 20825 members Entering Unmasked Estep Score: -2797255.000000 Penalty: 4970.682129 Iteration 18Q: 3 clusters Score -2797255 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 21181 members Entering Unmasked Estep Score: -2797494.000000 Penalty: 4970.682129 Iteration 19Q: 3 clusters Score -2797494 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1076 members Mstep: Class 2 contains 21430 members Entering Unmasked Estep Score: -2797678.250000 Penalty: 4970.682129 Iteration 20F: 3 clusters Score -2797678 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 21588 members Entering Unmasked Estep Score: -2797786.250000 Penalty: 4970.682129 Iteration 21Q: 3 clusters Score -2797786 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 21699 members Entering Unmasked Estep Score: -2797862.500000 Penalty: 4970.682129 Iteration 22Q: 3 clusters Score -2797862 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 721 members Mstep: Class 2 contains 21785 members Entering Unmasked Estep Score: -2797921.750000 Penalty: 4970.682129 Iteration 23Q: 3 clusters Score -2797922 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 21851 members Entering Unmasked Estep Score: -2797963.750000 Penalty: 4970.682129 Iteration 24Q: 3 clusters Score -2797964 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 21903 members Entering Unmasked Estep Score: -2798002.500000 Penalty: 4970.682129 Iteration 25Q: 3 clusters Score -2798002 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 21947 members Entering Unmasked Estep Score: -2798042.000000 Penalty: 4970.682129 Iteration 26Q: 3 clusters Score -2798042 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 21977 members Entering Unmasked Estep Score: -2798064.000000 Penalty: 4970.682129 Iteration 27Q: 3 clusters Score -2798064 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 21993 members Entering Unmasked Estep Score: -2798078.500000 Penalty: 4970.682129 Iteration 28Q: 3 clusters Score -2798078 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 22004 members Entering Unmasked Estep Score: -2798089.750000 Penalty: 4970.682129 Iteration 29Q: 3 clusters Score -2798090 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 22014 members Entering Unmasked Estep Score: -2798097.750000 Penalty: 4970.682129 Iteration 30Q: 3 clusters Score -2798098 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 22021 members Entering Unmasked Estep Score: -2798100.000000 Penalty: 4970.682129 Iteration 31Q: 3 clusters Score -2798100 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 22028 members Entering Unmasked Estep Score: -2798101.250000 Penalty: 4970.682129 Iteration 32Q: 3 clusters Score -2798101 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 22033 members Entering Unmasked Estep Score: -2798103.250000 Penalty: 4970.682129 Iteration 33Q: 3 clusters Score -2798103 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 22038 members Entering Unmasked Estep Score: -2798111.500000 Penalty: 4970.682129 Iteration 34Q: 3 clusters Score -2798112 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 22043 members Entering Unmasked Estep Score: -2798115.750000 Penalty: 4970.682129 Iteration 35Q: 3 clusters Score -2798116 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 22046 members Entering Unmasked Estep Score: -2798120.000000 Penalty: 4970.682129 Iteration 36Q: 3 clusters Score -2798120 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 453 members Mstep: Class 2 contains 22053 members Entering Unmasked Estep Score: -2798123.750000 Penalty: 4970.682129 Iteration 37Q: 3 clusters Score -2798124 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 22061 members Entering Unmasked Estep Score: -2798128.000000 Penalty: 4970.682129 Iteration 38Q: 3 clusters Score -2798128 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 22065 members Entering Unmasked Estep Score: -2798130.250000 Penalty: 4970.682129 Iteration 39Q: 3 clusters Score -2798130 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 22067 members Entering Unmasked Estep Score: -2798134.250000 Penalty: 4970.682129 Iteration 40F: 3 clusters Score -2798134 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 22068 members Entering Unmasked Estep Score: -2798135.250000 Penalty: 4970.682129 Iteration 41Q: 3 clusters Score -2798135 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 22068 members Entering Unmasked Estep Score: -2798135.250000 Penalty: 4970.682129 Iteration 42F: 3 clusters Score -2798135 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (24170 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24170 members Entering Unmasked Estep Score: -3104037.500000 Penalty: 2503.031250 Iteration 0F: 2 clusters Score -3104038 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12059 members Mstep: Class 2 contains 12111 members Entering Unmasked Estep Score: -3087343.250000 Penalty: 5006.062500 Iteration 0F: 3 clusters Score -3087343 nChanged 10637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12116 members Mstep: Class 2 contains 12054 members Entering Unmasked Estep Score: -3093031.000000 Penalty: 5006.062500 Iteration 1F: 3 clusters Score -3093031 nChanged 1194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12264 members Mstep: Class 2 contains 11906 members Entering Unmasked Estep Score: -3093466.250000 Penalty: 5006.062500 Iteration 2Q: 3 clusters Score -3093466 nChanged 1101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12467 members Mstep: Class 2 contains 11703 members Entering Unmasked Estep Score: -3093898.500000 Penalty: 5006.062500 Iteration 3Q: 3 clusters Score -3093898 nChanged 1130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12769 members Mstep: Class 2 contains 11401 members Entering Unmasked Estep Score: -3094435.250000 Penalty: 5006.062500 Iteration 4Q: 3 clusters Score -3094435 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13179 members Mstep: Class 2 contains 10991 members Entering Unmasked Estep Score: -3095024.500000 Penalty: 5006.062500 Iteration 5Q: 3 clusters Score -3095024 nChanged 1278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13725 members Mstep: Class 2 contains 10445 members Entering Unmasked Estep Score: -3095729.000000 Penalty: 5006.062500 Iteration 6F: 3 clusters Score -3095729 nChanged 1306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14437 members Mstep: Class 2 contains 9733 members Entering Unmasked Estep Score: -3096409.250000 Penalty: 5006.062500 Iteration 7F: 3 clusters Score -3096409 nChanged 1265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15242 members Mstep: Class 2 contains 8928 members Entering Unmasked Estep Score: -3097039.500000 Penalty: 5006.062500 Iteration 8F: 3 clusters Score -3097040 nChanged 1148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16126 members Mstep: Class 2 contains 8044 members Entering Unmasked Estep Score: -3097634.250000 Penalty: 5006.062500 Iteration 9Q: 3 clusters Score -3097634 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17088 members Mstep: Class 2 contains 7082 members Entering Unmasked Estep Score: -3098221.750000 Penalty: 5006.062500 Iteration 10Q: 3 clusters Score -3098222 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18108 members Mstep: Class 2 contains 6062 members Entering Unmasked Estep Score: -3098848.250000 Penalty: 5006.062500 Iteration 11Q: 3 clusters Score -3098848 nChanged 1022 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19116 members Mstep: Class 2 contains 5054 members Entering Unmasked Estep Score: -3099487.500000 Penalty: 5006.062500 Iteration 12Q: 3 clusters Score -3099488 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20021 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -3100060.750000 Penalty: 5006.062500 Iteration 13Q: 3 clusters Score -3100061 nChanged 791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20806 members Mstep: Class 2 contains 3364 members Entering Unmasked Estep Score: -3100558.000000 Penalty: 5006.062500 Iteration 14Q: 3 clusters Score -3100558 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21413 members Mstep: Class 2 contains 2757 members Entering Unmasked Estep Score: -3100929.750000 Penalty: 5006.062500 Iteration 15Q: 3 clusters Score -3100930 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21921 members Mstep: Class 2 contains 2249 members Entering Unmasked Estep Score: -3101223.000000 Penalty: 5006.062500 Iteration 16Q: 3 clusters Score -3101223 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22320 members Mstep: Class 2 contains 1850 members Entering Unmasked Estep Score: -3101469.500000 Penalty: 5006.062500 Iteration 17Q: 3 clusters Score -3101470 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22624 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -3101642.250000 Penalty: 5006.062500 Iteration 18Q: 3 clusters Score -3101642 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22824 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -3101744.000000 Penalty: 5006.062500 Iteration 19Q: 3 clusters Score -3101744 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22958 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -3101811.000000 Penalty: 5006.062500 Iteration 20F: 3 clusters Score -3101811 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23061 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -3101873.250000 Penalty: 5006.062500 Iteration 21Q: 3 clusters Score -3101873 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23138 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -3101920.250000 Penalty: 5006.062500 Iteration 22Q: 3 clusters Score -3101920 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23205 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -3101959.000000 Penalty: 5006.062500 Iteration 23Q: 3 clusters Score -3101959 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23255 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -3101980.000000 Penalty: 5006.062500 Iteration 24Q: 3 clusters Score -3101980 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23290 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -3102004.000000 Penalty: 5006.062500 Iteration 25Q: 3 clusters Score -3102004 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23310 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -3102016.000000 Penalty: 5006.062500 Iteration 26Q: 3 clusters Score -3102016 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23336 members Mstep: Class 2 contains 834 members Entering Unmasked Estep Score: -3102030.750000 Penalty: 5006.062500 Iteration 27Q: 3 clusters Score -3102031 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23360 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -3102040.250000 Penalty: 5006.062500 Iteration 28Q: 3 clusters Score -3102040 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23378 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -3102052.750000 Penalty: 5006.062500 Iteration 29Q: 3 clusters Score -3102053 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23392 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -3102060.500000 Penalty: 5006.062500 Iteration 30Q: 3 clusters Score -3102060 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23403 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -3102067.250000 Penalty: 5006.062500 Iteration 31Q: 3 clusters Score -3102067 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23416 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -3102073.750000 Penalty: 5006.062500 Iteration 32Q: 3 clusters Score -3102074 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23423 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -3102080.500000 Penalty: 5006.062500 Iteration 33Q: 3 clusters Score -3102080 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23431 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -3102083.000000 Penalty: 5006.062500 Iteration 34Q: 3 clusters Score -3102083 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23438 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -3102088.000000 Penalty: 5006.062500 Iteration 35Q: 3 clusters Score -3102088 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23444 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -3102089.250000 Penalty: 5006.062500 Iteration 36Q: 3 clusters Score -3102089 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23446 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -3102093.500000 Penalty: 5006.062500 Iteration 37Q: 3 clusters Score -3102094 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23449 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -3102092.000000 Penalty: 5006.062500 Iteration 38Q: 3 clusters Score -3102092 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23453 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -3102093.250000 Penalty: 5006.062500 Iteration 39Q: 3 clusters Score -3102093 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23459 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -3102097.250000 Penalty: 5006.062500 Iteration 40F: 3 clusters Score -3102097 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23467 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -3102101.250000 Penalty: 5006.062500 Iteration 41Q: 3 clusters Score -3102101 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23477 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -3102105.500000 Penalty: 5006.062500 Iteration 42Q: 3 clusters Score -3102106 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23482 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -3102106.000000 Penalty: 5006.062500 Iteration 43Q: 3 clusters Score -3102106 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23485 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -3102106.750000 Penalty: 5006.062500 Iteration 44Q: 3 clusters Score -3102107 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23489 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -3102108.750000 Penalty: 5006.062500 Iteration 45Q: 3 clusters Score -3102109 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23490 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -3102107.250000 Penalty: 5006.062500 Iteration 46Q: 3 clusters Score -3102107 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23494 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -3102108.000000 Penalty: 5006.062500 Iteration 47Q: 3 clusters Score -3102108 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23499 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -3102111.250000 Penalty: 5006.062500 Iteration 48Q: 3 clusters Score -3102111 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23507 members Mstep: Class 2 contains 663 members Entering Unmasked Estep Score: -3102117.500000 Penalty: 5006.062500 Iteration 49Q: 3 clusters Score -3102118 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23513 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -3102123.500000 Penalty: 5006.062500 Iteration 50Q: 3 clusters Score -3102124 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23520 members Mstep: Class 2 contains 650 members Entering Unmasked Estep Score: -3102125.000000 Penalty: 5006.062500 Iteration 51Q: 3 clusters Score -3102125 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23525 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -3102130.500000 Penalty: 5006.062500 Iteration 52Q: 3 clusters Score -3102130 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23529 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -3102131.750000 Penalty: 5006.062500 Iteration 53Q: 3 clusters Score -3102132 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23530 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -3102131.500000 Penalty: 5006.062500 Iteration 54Q: 3 clusters Score -3102132 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23530 members Mstep: Class 2 contains 640 members Entering Unmasked Estep Score: -3102131.500000 Penalty: 5006.062500 Iteration 55F: 3 clusters Score -3102132 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (19977 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19977 members Entering Unmasked Estep Score: -2579038.750000 Penalty: 2455.779541 Iteration 0F: 2 clusters Score -2579039 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10210 members Mstep: Class 2 contains 9767 members Entering Unmasked Estep Score: -2564952.000000 Penalty: 4911.559082 Iteration 0F: 3 clusters Score -2564952 nChanged 8780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11294 members Mstep: Class 2 contains 8683 members Entering Unmasked Estep Score: -2569749.250000 Penalty: 4911.559082 Iteration 1F: 3 clusters Score -2569749 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12001 members Mstep: Class 2 contains 7976 members Entering Unmasked Estep Score: -2570315.000000 Penalty: 4911.559082 Iteration 2F: 3 clusters Score -2570315 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12950 members Mstep: Class 2 contains 7027 members Entering Unmasked Estep Score: -2570968.250000 Penalty: 4911.559082 Iteration 3F: 3 clusters Score -2570968 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14139 members Mstep: Class 2 contains 5838 members Entering Unmasked Estep Score: -2571915.250000 Penalty: 4911.559082 Iteration 4F: 3 clusters Score -2571915 nChanged 1537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15548 members Mstep: Class 2 contains 4429 members Entering Unmasked Estep Score: -2573297.000000 Penalty: 4911.559082 Iteration 5F: 3 clusters Score -2573297 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16920 members Mstep: Class 2 contains 3057 members Entering Unmasked Estep Score: -2575029.250000 Penalty: 4911.559082 Iteration 6F: 3 clusters Score -2575029 nChanged 1311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17961 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -2576460.000000 Penalty: 4911.559082 Iteration 7F: 3 clusters Score -2576460 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18509 members Mstep: Class 2 contains 1468 members Entering Unmasked Estep Score: -2577241.750000 Penalty: 4911.559082 Iteration 8Q: 3 clusters Score -2577242 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18752 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -2577644.750000 Penalty: 4911.559082 Iteration 9Q: 3 clusters Score -2577645 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18869 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -2577844.750000 Penalty: 4911.559082 Iteration 10Q: 3 clusters Score -2577845 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18920 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -2577929.750000 Penalty: 4911.559082 Iteration 11Q: 3 clusters Score -2577930 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18945 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -2577973.000000 Penalty: 4911.559082 Iteration 12Q: 3 clusters Score -2577973 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18972 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -2577998.750000 Penalty: 4911.559082 Iteration 13Q: 3 clusters Score -2577999 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18985 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -2578015.000000 Penalty: 4911.559082 Iteration 14Q: 3 clusters Score -2578015 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18992 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -2578029.500000 Penalty: 4911.559082 Iteration 15Q: 3 clusters Score -2578030 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19000 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -2578044.000000 Penalty: 4911.559082 Iteration 16Q: 3 clusters Score -2578044 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19005 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -2578050.750000 Penalty: 4911.559082 Iteration 17Q: 3 clusters Score -2578051 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19013 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -2578062.500000 Penalty: 4911.559082 Iteration 18Q: 3 clusters Score -2578062 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19019 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -2578069.250000 Penalty: 4911.559082 Iteration 19Q: 3 clusters Score -2578069 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19022 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -2578067.250000 Penalty: 4911.559082 Iteration 20F: 3 clusters Score -2578067 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19030 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -2578071.750000 Penalty: 4911.559082 Iteration 21Q: 3 clusters Score -2578072 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19037 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -2578077.500000 Penalty: 4911.559082 Iteration 22Q: 3 clusters Score -2578078 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19037 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -2578081.250000 Penalty: 4911.559082 Iteration 23Q: 3 clusters Score -2578081 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19041 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -2578083.250000 Penalty: 4911.559082 Iteration 24Q: 3 clusters Score -2578083 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19043 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -2578083.500000 Penalty: 4911.559082 Iteration 25Q: 3 clusters Score -2578084 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19041 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -2578084.500000 Penalty: 4911.559082 Iteration 26Q: 3 clusters Score -2578084 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19040 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -2578086.000000 Penalty: 4911.559082 Iteration 27Q: 3 clusters Score -2578086 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19040 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -2578086.000000 Penalty: 4911.559082 Iteration 28F: 3 clusters Score -2578086 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (552 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Entering Unmasked Estep Score: -63391.433594 Penalty: 1565.759888 Iteration 0F: 2 clusters Score -63391.43 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 292 members Entering Unmasked Estep Score: -61818.257812 Penalty: 3131.519775 Iteration 0F: 3 clusters Score -61818.26 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -62069.539062 Penalty: 3131.519775 Iteration 1F: 3 clusters Score -62069.54 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -62255.503906 Penalty: 3131.519775 Iteration 2F: 3 clusters Score -62255.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -62368.339844 Penalty: 3131.519775 Iteration 3F: 3 clusters Score -62368.34 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -62480.816406 Penalty: 3131.519775 Iteration 4F: 3 clusters Score -62480.82 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -62555.281250 Penalty: 3131.519775 Iteration 5Q: 3 clusters Score -62555.28 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 163 members Entering Unmasked Estep Score: -62587.640625 Penalty: 3131.519775 Iteration 6Q: 3 clusters Score -62587.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -62600.632812 Penalty: 3131.519775 Iteration 7Q: 3 clusters Score -62600.63 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -62609.027344 Penalty: 3131.519775 Iteration 8Q: 3 clusters Score -62609.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -62609.027344 Penalty: 3131.519775 Iteration 9F: 3 clusters Score -62609.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (603 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Entering Unmasked Estep Score: -69158.906250 Penalty: 1587.675415 Iteration 0F: 2 clusters Score -69158.91 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -67536.171875 Penalty: 3175.350830 Iteration 0F: 3 clusters Score -67536.17 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -67765.562500 Penalty: 3175.350830 Iteration 1F: 3 clusters Score -67765.56 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -67860.851562 Penalty: 3175.350830 Iteration 2F: 3 clusters Score -67860.85 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -67955.382812 Penalty: 3175.350830 Iteration 3Q: 3 clusters Score -67955.38 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -68052.289062 Penalty: 3175.350830 Iteration 4F: 3 clusters Score -68052.29 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 339 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -68143.617188 Penalty: 3175.350830 Iteration 5Q: 3 clusters Score -68143.62 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -68236.062500 Penalty: 3175.350830 Iteration 6Q: 3 clusters Score -68236.06 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 349 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -68312.953125 Penalty: 3175.350830 Iteration 7Q: 3 clusters Score -68312.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -68375.023438 Penalty: 3175.350830 Iteration 8Q: 3 clusters Score -68375.02 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -68505.320312 Penalty: 3175.350830 Iteration 9Q: 3 clusters Score -68505.32 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -68545.671875 Penalty: 3175.350830 Iteration 10Q: 3 clusters Score -68545.67 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -68576.562500 Penalty: 3175.350830 Iteration 11Q: 3 clusters Score -68576.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -68600.187500 Penalty: 3175.350830 Iteration 12Q: 3 clusters Score -68600.19 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -68642.703125 Penalty: 3175.350830 Iteration 13Q: 3 clusters Score -68642.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -68683.875000 Penalty: 3175.350830 Iteration 14Q: 3 clusters Score -68683.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -68712.453125 Penalty: 3175.350830 Iteration 15Q: 3 clusters Score -68712.45 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -68748.953125 Penalty: 3175.350830 Iteration 16Q: 3 clusters Score -68748.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -68757.546875 Penalty: 3175.350830 Iteration 17Q: 3 clusters Score -68757.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -68762.429688 Penalty: 3175.350830 Iteration 18Q: 3 clusters Score -68762.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -68768.507812 Penalty: 3175.350830 Iteration 19Q: 3 clusters Score -68768.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -68768.507812 Penalty: 3175.350830 Iteration 20F: 3 clusters Score -68768.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1900 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Entering Unmasked Estep Score: -225116.234375 Penalty: 1872.303101 Iteration 0F: 2 clusters Score -225116.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -222616.062500 Penalty: 3744.606201 Iteration 0F: 3 clusters Score -222616.1 nChanged 582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -223090.109375 Penalty: 3744.606201 Iteration 1F: 3 clusters Score -223090.1 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -223265.343750 Penalty: 3744.606201 Iteration 2F: 3 clusters Score -223265.3 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -223410.750000 Penalty: 3744.606201 Iteration 3Q: 3 clusters Score -223410.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -223515.093750 Penalty: 3744.606201 Iteration 4Q: 3 clusters Score -223515.1 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -223588.781250 Penalty: 3744.606201 Iteration 5Q: 3 clusters Score -223588.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -223658.437500 Penalty: 3744.606201 Iteration 6Q: 3 clusters Score -223658.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -223746.609375 Penalty: 3744.606201 Iteration 7Q: 3 clusters Score -223746.6 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -223855.734375 Penalty: 3744.606201 Iteration 8Q: 3 clusters Score -223855.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -223986.843750 Penalty: 3744.606201 Iteration 9Q: 3 clusters Score -223986.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -224169.062500 Penalty: 3744.606201 Iteration 10Q: 3 clusters Score -224169.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -224418.671875 Penalty: 3744.606201 Iteration 11Q: 3 clusters Score -224418.7 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -224647.953125 Penalty: 3744.606201 Iteration 12Q: 3 clusters Score -224648 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -224782.843750 Penalty: 3744.606201 Iteration 13Q: 3 clusters Score -224782.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -224841.140625 Penalty: 3744.606201 Iteration 14Q: 3 clusters Score -224841.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -224873.796875 Penalty: 3744.606201 Iteration 15Q: 3 clusters Score -224873.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -224881.093750 Penalty: 3744.606201 Iteration 16Q: 3 clusters Score -224881.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -224884.046875 Penalty: 3744.606201 Iteration 17Q: 3 clusters Score -224884 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -224884.843750 Penalty: 3744.606201 Iteration 18Q: 3 clusters Score -224884.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -224884.843750 Penalty: 3744.606201 Iteration 19F: 3 clusters Score -224884.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (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: -57693.093750 Penalty: 1554.735840 Iteration 0F: 2 clusters Score -57693.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -56171.175781 Penalty: 3109.471680 Iteration 0F: 3 clusters Score -56171.18 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -56411.289062 Penalty: 3109.471680 Iteration 1F: 3 clusters Score -56411.29 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -56609.511719 Penalty: 3109.471680 Iteration 2F: 3 clusters Score -56609.51 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -56816.343750 Penalty: 3109.471680 Iteration 3F: 3 clusters Score -56816.34 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -57004.207031 Penalty: 3109.471680 Iteration 4Q: 3 clusters Score -57004.21 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -57163.996094 Penalty: 3109.471680 Iteration 5Q: 3 clusters Score -57164 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -57316.507812 Penalty: 3109.471680 Iteration 6Q: 3 clusters Score -57316.51 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -57444.011719 Penalty: 3109.471680 Iteration 7Q: 3 clusters Score -57444.01 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -57591.601562 Penalty: 3109.471680 Iteration 8Q: 3 clusters Score -57591.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -57700.511719 Penalty: 3109.471680 Iteration 9Q: 3 clusters Score -57700.51 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -57796.960938 Penalty: 3109.471680 Iteration 10Q: 3 clusters Score -57796.96 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -57844.929688 Penalty: 3109.471680 Iteration 11Q: 3 clusters Score -57844.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -57895.367188 Penalty: 3109.471680 Iteration 12Q: 3 clusters Score -57895.37 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -57952.136719 Penalty: 3109.471680 Iteration 13Q: 3 clusters Score -57952.14 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -58005.789062 Penalty: 3109.471680 Iteration 14Q: 3 clusters Score -58005.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -58043.417969 Penalty: 3109.471680 Iteration 15Q: 3 clusters Score -58043.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -58049.675781 Penalty: 3109.471680 Iteration 16Q: 3 clusters Score -58049.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -58052.191406 Penalty: 3109.471680 Iteration 17Q: 3 clusters Score -58052.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -58052.664062 Penalty: 3109.471680 Iteration 18F: 3 clusters Score -58052.66 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -58065.320312 Penalty: 3109.471680 Iteration 19Q: 3 clusters Score -58065.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -58065.320312 Penalty: 3109.471680 Iteration 20F: 3 clusters Score -58065.32 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 35028 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 15643 members Mstep: Class 5 contains 2570 members Mstep: Class 6 contains 9553 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15118 members Mstep: Class 12 contains 22506 members Mstep: Class 13 contains 24170 members Mstep: Class 14 contains 19977 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 262 members Mstep: Class 19 contains 4344 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12789 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61503 members Mstep: Class 24 contains 194954 members Mstep: Class 25 contains 266 members Entering Unmasked Estep Score: -55719512.000000 Penalty: 80642.781250 Splitting cluster 18 changes total score from -55720848.000000 to -55719512.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (4344 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Entering Unmasked Estep Score: -563904.187500 Penalty: 2077.384521 Iteration 0F: 2 clusters Score -563904.2 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 2125 members Entering Unmasked Estep Score: -559758.250000 Penalty: 4154.769043 Iteration 0F: 3 clusters Score -559758.2 nChanged 1680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -560734.250000 Penalty: 4154.769043 Iteration 1F: 3 clusters Score -560734.2 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 2082 members Entering Unmasked Estep Score: -560926.312500 Penalty: 4154.769043 Iteration 2F: 3 clusters Score -560926.3 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -561046.250000 Penalty: 4154.769043 Iteration 3Q: 3 clusters Score -561046.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2020 members Entering Unmasked Estep Score: -561115.000000 Penalty: 4154.769043 Iteration 4Q: 3 clusters Score -561115 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 1988 members Entering Unmasked Estep Score: -561162.625000 Penalty: 4154.769043 Iteration 5Q: 3 clusters Score -561162.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2372 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -561200.000000 Penalty: 4154.769043 Iteration 6Q: 3 clusters Score -561200 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -561225.750000 Penalty: 4154.769043 Iteration 7Q: 3 clusters Score -561225.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 1937 members Entering Unmasked Estep Score: -561250.375000 Penalty: 4154.769043 Iteration 8Q: 3 clusters Score -561250.4 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -561271.312500 Penalty: 4154.769043 Iteration 9Q: 3 clusters Score -561271.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 1897 members Entering Unmasked Estep Score: -561286.687500 Penalty: 4154.769043 Iteration 10Q: 3 clusters Score -561286.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2462 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -561302.625000 Penalty: 4154.769043 Iteration 11Q: 3 clusters Score -561302.6 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2474 members Mstep: Class 2 contains 1870 members Entering Unmasked Estep Score: -561315.812500 Penalty: 4154.769043 Iteration 12Q: 3 clusters Score -561315.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2482 members Mstep: Class 2 contains 1862 members Entering Unmasked Estep Score: -561323.562500 Penalty: 4154.769043 Iteration 13Q: 3 clusters Score -561323.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -561325.562500 Penalty: 4154.769043 Iteration 14Q: 3 clusters Score -561325.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2488 members Mstep: Class 2 contains 1856 members Entering Unmasked Estep Score: -561331.937500 Penalty: 4154.769043 Iteration 15Q: 3 clusters Score -561331.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2493 members Mstep: Class 2 contains 1851 members Entering Unmasked Estep Score: -561334.562500 Penalty: 4154.769043 Iteration 16Q: 3 clusters Score -561334.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2499 members Mstep: Class 2 contains 1845 members Entering Unmasked Estep Score: -561338.562500 Penalty: 4154.769043 Iteration 17Q: 3 clusters Score -561338.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 1840 members Entering Unmasked Estep Score: -561340.375000 Penalty: 4154.769043 Iteration 18Q: 3 clusters Score -561340.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 1837 members Entering Unmasked Estep Score: -561342.250000 Penalty: 4154.769043 Iteration 19Q: 3 clusters Score -561342.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -561344.937500 Penalty: 4154.769043 Iteration 20F: 3 clusters Score -561344.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -561346.500000 Penalty: 4154.769043 Iteration 21Q: 3 clusters Score -561346.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -561347.625000 Penalty: 4154.769043 Iteration 22Q: 3 clusters Score -561347.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -561347.500000 Penalty: 4154.769043 Iteration 23Q: 3 clusters Score -561347.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 1833 members Entering Unmasked Estep Score: -561349.125000 Penalty: 4154.769043 Iteration 24Q: 3 clusters Score -561349.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -561350.812500 Penalty: 4154.769043 Iteration 25Q: 3 clusters Score -561350.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2520 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -561352.125000 Penalty: 4154.769043 Iteration 26Q: 3 clusters Score -561352.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -561353.875000 Penalty: 4154.769043 Iteration 27Q: 3 clusters Score -561353.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -561355.437500 Penalty: 4154.769043 Iteration 28Q: 3 clusters Score -561355.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -561356.812500 Penalty: 4154.769043 Iteration 29Q: 3 clusters Score -561356.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -561357.875000 Penalty: 4154.769043 Iteration 30Q: 3 clusters Score -561357.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2527 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -561359.250000 Penalty: 4154.769043 Iteration 31Q: 3 clusters Score -561359.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -561359.750000 Penalty: 4154.769043 Iteration 32Q: 3 clusters Score -561359.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -561359.750000 Penalty: 4154.769043 Iteration 33F: 3 clusters Score -561359.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (537 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Entering Unmasked Estep Score: -61764.589844 Penalty: 1558.927490 Iteration 0F: 2 clusters Score -61764.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -60208.898438 Penalty: 3117.854980 Iteration 0F: 3 clusters Score -60208.9 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -60426.210938 Penalty: 3117.854980 Iteration 1F: 3 clusters Score -60426.21 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -60502.468750 Penalty: 3117.854980 Iteration 2F: 3 clusters Score -60502.47 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -60546.769531 Penalty: 3117.854980 Iteration 3Q: 3 clusters Score -60546.77 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -60580.476562 Penalty: 3117.854980 Iteration 4Q: 3 clusters Score -60580.48 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -60614.058594 Penalty: 3117.854980 Iteration 5Q: 3 clusters Score -60614.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -60634.917969 Penalty: 3117.854980 Iteration 6Q: 3 clusters Score -60634.92 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -60675.632812 Penalty: 3117.854980 Iteration 7Q: 3 clusters Score -60675.63 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -60694.359375 Penalty: 3117.854980 Iteration 8Q: 3 clusters Score -60694.36 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -60761.902344 Penalty: 3117.854980 Iteration 9Q: 3 clusters Score -60761.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -60882.652344 Penalty: 3117.854980 Iteration 10Q: 3 clusters Score -60882.65 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -61103.222656 Penalty: 3117.854980 Iteration 11Q: 3 clusters Score -61103.22 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -61191.160156 Penalty: 3117.854980 Iteration 12Q: 3 clusters Score -61191.16 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -61237.648438 Penalty: 3117.854980 Iteration 13Q: 3 clusters Score -61237.65 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -61261.605469 Penalty: 3117.854980 Iteration 14Q: 3 clusters Score -61261.61 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -61275.917969 Penalty: 3117.854980 Iteration 15Q: 3 clusters Score -61275.92 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -61281.277344 Penalty: 3117.854980 Iteration 16Q: 3 clusters Score -61281.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -61289.414062 Penalty: 3117.854980 Iteration 17Q: 3 clusters Score -61289.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -61290.937500 Penalty: 3117.854980 Iteration 18Q: 3 clusters Score -61290.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -61292.265625 Penalty: 3117.854980 Iteration 19Q: 3 clusters Score -61292.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -61292.328125 Penalty: 3117.854980 Iteration 20F: 3 clusters Score -61292.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -61297.277344 Penalty: 3117.854980 Iteration 21Q: 3 clusters Score -61297.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -61299.914062 Penalty: 3117.854980 Iteration 22Q: 3 clusters Score -61299.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -61299.914062 Penalty: 3117.854980 Iteration 23F: 3 clusters Score -61299.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (12789 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12789 members Entering Unmasked Estep Score: -1652055.125000 Penalty: 2345.172607 Iteration 0F: 2 clusters Score -1652055 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6421 members Mstep: Class 2 contains 6368 members Entering Unmasked Estep Score: -1642569.875000 Penalty: 4690.345215 Iteration 0F: 3 clusters Score -1642570 nChanged 5456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6475 members Mstep: Class 2 contains 6314 members Entering Unmasked Estep Score: -1645373.625000 Penalty: 4690.345215 Iteration 1F: 3 clusters Score -1645374 nChanged 804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6541 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -1645711.000000 Penalty: 4690.345215 Iteration 2F: 3 clusters Score -1645711 nChanged 622 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6647 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -1645946.250000 Penalty: 4690.345215 Iteration 3Q: 3 clusters Score -1645946 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6762 members Mstep: Class 2 contains 6027 members Entering Unmasked Estep Score: -1646133.500000 Penalty: 4690.345215 Iteration 4Q: 3 clusters Score -1646134 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6899 members Mstep: Class 2 contains 5890 members Entering Unmasked Estep Score: -1646297.500000 Penalty: 4690.345215 Iteration 5Q: 3 clusters Score -1646298 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7035 members Mstep: Class 2 contains 5754 members Entering Unmasked Estep Score: -1646437.625000 Penalty: 4690.345215 Iteration 6Q: 3 clusters Score -1646438 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7194 members Mstep: Class 2 contains 5595 members Entering Unmasked Estep Score: -1646575.125000 Penalty: 4690.345215 Iteration 7Q: 3 clusters Score -1646575 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7368 members Mstep: Class 2 contains 5421 members Entering Unmasked Estep Score: -1646716.750000 Penalty: 4690.345215 Iteration 8Q: 3 clusters Score -1646717 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7580 members Mstep: Class 2 contains 5209 members Entering Unmasked Estep Score: -1646862.500000 Penalty: 4690.345215 Iteration 9Q: 3 clusters Score -1646862 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7809 members Mstep: Class 2 contains 4980 members Entering Unmasked Estep Score: -1647041.875000 Penalty: 4690.345215 Iteration 10Q: 3 clusters Score -1647042 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8064 members Mstep: Class 2 contains 4725 members Entering Unmasked Estep Score: -1647260.500000 Penalty: 4690.345215 Iteration 11Q: 3 clusters Score -1647260 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8345 members Mstep: Class 2 contains 4444 members Entering Unmasked Estep Score: -1647606.125000 Penalty: 4690.345215 Iteration 12Q: 3 clusters Score -1647606 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8641 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -1648097.125000 Penalty: 4690.345215 Iteration 13Q: 3 clusters Score -1648097 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8913 members Mstep: Class 2 contains 3876 members Entering Unmasked Estep Score: -1648675.875000 Penalty: 4690.345215 Iteration 14Q: 3 clusters Score -1648676 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9093 members Mstep: Class 2 contains 3696 members Entering Unmasked Estep Score: -1649343.125000 Penalty: 4690.345215 Iteration 15Q: 3 clusters Score -1649343 nChanged 553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9168 members Mstep: Class 2 contains 3621 members Entering Unmasked Estep Score: -1650050.250000 Penalty: 4690.345215 Iteration 16Q: 3 clusters Score -1650050 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9219 members Mstep: Class 2 contains 3570 members Entering Unmasked Estep Score: -1650674.125000 Penalty: 4690.345215 Iteration 17Q: 3 clusters Score -1650674 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9220 members Mstep: Class 2 contains 3569 members Entering Unmasked Estep Score: -1651149.375000 Penalty: 4690.345215 Iteration 18Q: 3 clusters Score -1651149 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9182 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -1651446.125000 Penalty: 4690.345215 Iteration 19Q: 3 clusters Score -1651446 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9109 members Mstep: Class 2 contains 3680 members Entering Unmasked Estep Score: -1651607.750000 Penalty: 4690.345215 Iteration 20F: 3 clusters Score -1651608 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9038 members Mstep: Class 2 contains 3751 members Entering Unmasked Estep Score: -1651672.375000 Penalty: 4690.345215 Iteration 21Q: 3 clusters Score -1651672 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8986 members Mstep: Class 2 contains 3803 members Entering Unmasked Estep Score: -1651699.875000 Penalty: 4690.345215 Iteration 22Q: 3 clusters Score -1651700 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8949 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -1651714.625000 Penalty: 4690.345215 Iteration 23Q: 3 clusters Score -1651715 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8930 members Mstep: Class 2 contains 3859 members Entering Unmasked Estep Score: -1651718.250000 Penalty: 4690.345215 Iteration 24Q: 3 clusters Score -1651718 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8911 members Mstep: Class 2 contains 3878 members Entering Unmasked Estep Score: -1651721.500000 Penalty: 4690.345215 Iteration 25Q: 3 clusters Score -1651722 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8903 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -1651721.875000 Penalty: 4690.345215 Iteration 26Q: 3 clusters Score -1651722 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8897 members Mstep: Class 2 contains 3892 members Entering Unmasked Estep Score: -1651727.000000 Penalty: 4690.345215 Iteration 27Q: 3 clusters Score -1651727 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8895 members Mstep: Class 2 contains 3894 members Entering Unmasked Estep Score: -1651723.625000 Penalty: 4690.345215 Iteration 28Q: 3 clusters Score -1651724 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8892 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -1651724.875000 Penalty: 4690.345215 Iteration 29Q: 3 clusters Score -1651725 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8889 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -1651722.875000 Penalty: 4690.345215 Iteration 30Q: 3 clusters Score -1651723 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8886 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -1651723.875000 Penalty: 4690.345215 Iteration 31Q: 3 clusters Score -1651724 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8885 members Mstep: Class 2 contains 3904 members Entering Unmasked Estep Score: -1651723.375000 Penalty: 4690.345215 Iteration 32Q: 3 clusters Score -1651723 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8882 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -1651726.250000 Penalty: 4690.345215 Iteration 33Q: 3 clusters Score -1651726 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8879 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -1651727.000000 Penalty: 4690.345215 Iteration 34Q: 3 clusters Score -1651727 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8878 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -1651726.875000 Penalty: 4690.345215 Iteration 35Q: 3 clusters Score -1651727 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8878 members Mstep: Class 2 contains 3911 members Entering Unmasked Estep Score: -1651726.875000 Penalty: 4690.345215 Iteration 36F: 3 clusters Score -1651727 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (549 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Entering Unmasked Estep Score: -58005.777344 Penalty: 1564.408325 Iteration 0F: 2 clusters Score -58005.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -56486.414062 Penalty: 3128.816650 Iteration 0F: 3 clusters Score -56486.41 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -56819.808594 Penalty: 3128.816650 Iteration 1F: 3 clusters Score -56819.81 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -56967.335938 Penalty: 3128.816650 Iteration 2F: 3 clusters Score -56967.34 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -57056.558594 Penalty: 3128.816650 Iteration 3Q: 3 clusters Score -57056.56 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -57132.945312 Penalty: 3128.816650 Iteration 4Q: 3 clusters Score -57132.95 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -57179.550781 Penalty: 3128.816650 Iteration 5Q: 3 clusters Score -57179.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -57226.496094 Penalty: 3128.816650 Iteration 6Q: 3 clusters Score -57226.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -57261.957031 Penalty: 3128.816650 Iteration 7Q: 3 clusters Score -57261.96 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -57287.148438 Penalty: 3128.816650 Iteration 8Q: 3 clusters Score -57287.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -57288.273438 Penalty: 3128.816650 Iteration 9Q: 3 clusters Score -57288.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -57288.273438 Penalty: 3128.816650 Iteration 10F: 3 clusters Score -57288.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (61503 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61503 members Entering Unmasked Estep Score: -7916429.000000 Penalty: 2734.656494 Iteration 0F: 2 clusters Score -7916429 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30700 members Mstep: Class 2 contains 30803 members Entering Unmasked Estep Score: -7875103.000000 Penalty: 5469.312988 Iteration 0F: 3 clusters Score -7875103 nChanged 28713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29577 members Mstep: Class 2 contains 31926 members Entering Unmasked Estep Score: -7891074.500000 Penalty: 5469.312988 Iteration 1F: 3 clusters Score -7891074 nChanged 2417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28836 members Mstep: Class 2 contains 32667 members Entering Unmasked Estep Score: -7891769.000000 Penalty: 5469.312988 Iteration 2Q: 3 clusters Score -7891769 nChanged 2488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27714 members Mstep: Class 2 contains 33789 members Entering Unmasked Estep Score: -7892534.000000 Penalty: 5469.312988 Iteration 3Q: 3 clusters Score -7892534 nChanged 2669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26135 members Mstep: Class 2 contains 35368 members Entering Unmasked Estep Score: -7893468.500000 Penalty: 5469.312988 Iteration 4Q: 3 clusters Score -7893468 nChanged 2967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23972 members Mstep: Class 2 contains 37531 members Entering Unmasked Estep Score: -7894806.500000 Penalty: 5469.312988 Iteration 5Q: 3 clusters Score -7894806 nChanged 3478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21102 members Mstep: Class 2 contains 40401 members Entering Unmasked Estep Score: -7896764.500000 Penalty: 5469.312988 Iteration 6F: 3 clusters Score -7896764 nChanged 3965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17583 members Mstep: Class 2 contains 43920 members Entering Unmasked Estep Score: -7899353.000000 Penalty: 5469.312988 Iteration 7F: 3 clusters Score -7899353 nChanged 4289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13520 members Mstep: Class 2 contains 47983 members Entering Unmasked Estep Score: -7902683.500000 Penalty: 5469.312988 Iteration 8F: 3 clusters Score -7902684 nChanged 4207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9429 members Mstep: Class 2 contains 52074 members Entering Unmasked Estep Score: -7906369.500000 Penalty: 5469.312988 Iteration 9F: 3 clusters Score -7906370 nChanged 3301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6174 members Mstep: Class 2 contains 55329 members Entering Unmasked Estep Score: -7909387.500000 Penalty: 5469.312988 Iteration 10F: 3 clusters Score -7909388 nChanged 2197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3993 members Mstep: Class 2 contains 57510 members Entering Unmasked Estep Score: -7911336.500000 Penalty: 5469.312988 Iteration 11Q: 3 clusters Score -7911336 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 58851 members Entering Unmasked Estep Score: -7912545.000000 Penalty: 5469.312988 Iteration 12Q: 3 clusters Score -7912545 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 59596 members Entering Unmasked Estep Score: -7913211.500000 Penalty: 5469.312988 Iteration 13Q: 3 clusters Score -7913212 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 60010 members Entering Unmasked Estep Score: -7913598.500000 Penalty: 5469.312988 Iteration 14Q: 3 clusters Score -7913598 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 60222 members Entering Unmasked Estep Score: -7913769.500000 Penalty: 5469.312988 Iteration 15Q: 3 clusters Score -7913770 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 60357 members Entering Unmasked Estep Score: -7913878.000000 Penalty: 5469.312988 Iteration 16Q: 3 clusters Score -7913878 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 60472 members Entering Unmasked Estep Score: -7913959.500000 Penalty: 5469.312988 Iteration 17Q: 3 clusters Score -7913960 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 60556 members Entering Unmasked Estep Score: -7913995.500000 Penalty: 5469.312988 Iteration 18Q: 3 clusters Score -7913996 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 60607 members Entering Unmasked Estep Score: -7914031.000000 Penalty: 5469.312988 Iteration 19Q: 3 clusters Score -7914031 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 60644 members Entering Unmasked Estep Score: -7914055.000000 Penalty: 5469.312988 Iteration 20F: 3 clusters Score -7914055 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 60682 members Entering Unmasked Estep Score: -7914072.500000 Penalty: 5469.312988 Iteration 21Q: 3 clusters Score -7914072 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 60715 members Entering Unmasked Estep Score: -7914093.500000 Penalty: 5469.312988 Iteration 22Q: 3 clusters Score -7914094 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 60735 members Entering Unmasked Estep Score: -7914095.000000 Penalty: 5469.312988 Iteration 23Q: 3 clusters Score -7914095 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 60757 members Entering Unmasked Estep Score: -7914119.500000 Penalty: 5469.312988 Iteration 24Q: 3 clusters Score -7914120 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 60776 members Entering Unmasked Estep Score: -7914122.000000 Penalty: 5469.312988 Iteration 25Q: 3 clusters Score -7914122 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 60790 members Entering Unmasked Estep Score: -7914129.500000 Penalty: 5469.312988 Iteration 26Q: 3 clusters Score -7914130 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 60797 members Entering Unmasked Estep Score: -7914134.000000 Penalty: 5469.312988 Iteration 27Q: 3 clusters Score -7914134 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 60804 members Entering Unmasked Estep Score: -7914143.000000 Penalty: 5469.312988 Iteration 28Q: 3 clusters Score -7914143 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 60812 members Entering Unmasked Estep Score: -7914139.500000 Penalty: 5469.312988 Iteration 29Q: 3 clusters Score -7914140 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 60814 members Entering Unmasked Estep Score: -7914143.500000 Penalty: 5469.312988 Iteration 30Q: 3 clusters Score -7914144 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 60817 members Entering Unmasked Estep Score: -7914146.500000 Penalty: 5469.312988 Iteration 31Q: 3 clusters Score -7914146 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 60819 members Entering Unmasked Estep Score: -7914142.000000 Penalty: 5469.312988 Iteration 32Q: 3 clusters Score -7914142 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 60822 members Entering Unmasked Estep Score: -7914139.000000 Penalty: 5469.312988 Iteration 33Q: 3 clusters Score -7914139 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 60824 members Entering Unmasked Estep Score: -7914138.000000 Penalty: 5469.312988 Iteration 34Q: 3 clusters Score -7914138 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 60825 members Entering Unmasked Estep Score: -7914143.500000 Penalty: 5469.312988 Iteration 35Q: 3 clusters Score -7914144 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 60827 members Entering Unmasked Estep Score: -7914143.500000 Penalty: 5469.312988 Iteration 36Q: 3 clusters Score -7914144 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 60827 members Entering Unmasked Estep Score: -7914143.500000 Penalty: 5469.312988 Iteration 37F: 3 clusters Score -7914144 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (194954 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194954 members Entering Unmasked Estep Score: -24587044.000000 Penalty: 3020.768799 Iteration 0F: 2 clusters Score -2.458704e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97740 members Mstep: Class 2 contains 97214 members Entering Unmasked Estep Score: -24457272.000000 Penalty: 6041.537598 Iteration 0F: 3 clusters Score -2.445727e+07 nChanged 93908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100814 members Mstep: Class 2 contains 94140 members Entering Unmasked Estep Score: -24512100.000000 Penalty: 6041.537598 Iteration 1F: 3 clusters Score -2.45121e+07 nChanged 5452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102794 members Mstep: Class 2 contains 92160 members Entering Unmasked Estep Score: -24513258.000000 Penalty: 6041.537598 Iteration 2Q: 3 clusters Score -2.451326e+07 nChanged 6068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105934 members Mstep: Class 2 contains 89020 members Entering Unmasked Estep Score: -24515096.000000 Penalty: 6041.537598 Iteration 3Q: 3 clusters Score -2.45151e+07 nChanged 7462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 110822 members Mstep: Class 2 contains 84132 members Entering Unmasked Estep Score: -24517992.000000 Penalty: 6041.537598 Iteration 4Q: 3 clusters Score -2.451799e+07 nChanged 9574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118224 members Mstep: Class 2 contains 76730 members Entering Unmasked Estep Score: -24522652.000000 Penalty: 6041.537598 Iteration 5Q: 3 clusters Score -2.452265e+07 nChanged 12166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128686 members Mstep: Class 2 contains 66268 members Entering Unmasked Estep Score: -24530498.000000 Penalty: 6041.537598 Iteration 6F: 3 clusters Score -2.45305e+07 nChanged 14779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142231 members Mstep: Class 2 contains 52723 members Entering Unmasked Estep Score: -24542752.000000 Penalty: 6041.537598 Iteration 7F: 3 clusters Score -2.454275e+07 nChanged 15617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157032 members Mstep: Class 2 contains 37922 members Entering Unmasked Estep Score: -24557590.000000 Penalty: 6041.537598 Iteration 8F: 3 clusters Score -2.455759e+07 nChanged 13071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169573 members Mstep: Class 2 contains 25381 members Entering Unmasked Estep Score: -24569992.000000 Penalty: 6041.537598 Iteration 9F: 3 clusters Score -2.456999e+07 nChanged 8443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177592 members Mstep: Class 2 contains 17362 members Entering Unmasked Estep Score: -24577178.000000 Penalty: 6041.537598 Iteration 10Q: 3 clusters Score -2.457718e+07 nChanged 5110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182390 members Mstep: Class 2 contains 12564 members Entering Unmasked Estep Score: -24581120.000000 Penalty: 6041.537598 Iteration 11Q: 3 clusters Score -2.458112e+07 nChanged 3142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185334 members Mstep: Class 2 contains 9620 members Entering Unmasked Estep Score: -24583046.000000 Penalty: 6041.537598 Iteration 12Q: 3 clusters Score -2.458305e+07 nChanged 1988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187232 members Mstep: Class 2 contains 7722 members Entering Unmasked Estep Score: -24583966.000000 Penalty: 6041.537598 Iteration 13Q: 3 clusters Score -2.458397e+07 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188514 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -24584558.000000 Penalty: 6041.537598 Iteration 14Q: 3 clusters Score -2.458456e+07 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189474 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -24584960.000000 Penalty: 6041.537598 Iteration 15Q: 3 clusters Score -2.458496e+07 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190131 members Mstep: Class 2 contains 4823 members Entering Unmasked Estep Score: -24585132.000000 Penalty: 6041.537598 Iteration 16Q: 3 clusters Score -2.458513e+07 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190591 members Mstep: Class 2 contains 4363 members Entering Unmasked Estep Score: -24585270.000000 Penalty: 6041.537598 Iteration 17Q: 3 clusters Score -2.458527e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190916 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -24585352.000000 Penalty: 6041.537598 Iteration 18Q: 3 clusters Score -2.458535e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191126 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -24585382.000000 Penalty: 6041.537598 Iteration 19Q: 3 clusters Score -2.458538e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191321 members Mstep: Class 2 contains 3633 members Entering Unmasked Estep Score: -24585424.000000 Penalty: 6041.537598 Iteration 20F: 3 clusters Score -2.458542e+07 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191452 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -24585460.000000 Penalty: 6041.537598 Iteration 21Q: 3 clusters Score -2.458546e+07 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191551 members Mstep: Class 2 contains 3403 members Entering Unmasked Estep Score: -24585490.000000 Penalty: 6041.537598 Iteration 22Q: 3 clusters Score -2.458549e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191636 members Mstep: Class 2 contains 3318 members Entering Unmasked Estep Score: -24585528.000000 Penalty: 6041.537598 Iteration 23Q: 3 clusters Score -2.458553e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191686 members Mstep: Class 2 contains 3268 members Entering Unmasked Estep Score: -24585502.000000 Penalty: 6041.537598 Iteration 24Q: 3 clusters Score -2.45855e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191730 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -24585542.000000 Penalty: 6041.537598 Iteration 25Q: 3 clusters Score -2.458554e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191770 members Mstep: Class 2 contains 3184 members Entering Unmasked Estep Score: -24585534.000000 Penalty: 6041.537598 Iteration 26Q: 3 clusters Score -2.458553e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191794 members Mstep: Class 2 contains 3160 members Entering Unmasked Estep Score: -24585520.000000 Penalty: 6041.537598 Iteration 27Q: 3 clusters Score -2.458552e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191818 members Mstep: Class 2 contains 3136 members Entering Unmasked Estep Score: -24585530.000000 Penalty: 6041.537598 Iteration 28Q: 3 clusters Score -2.458553e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191845 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -24585548.000000 Penalty: 6041.537598 Iteration 29Q: 3 clusters Score -2.458555e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191866 members Mstep: Class 2 contains 3088 members Entering Unmasked Estep Score: -24585564.000000 Penalty: 6041.537598 Iteration 30Q: 3 clusters Score -2.458556e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191887 members Mstep: Class 2 contains 3067 members Entering Unmasked Estep Score: -24585584.000000 Penalty: 6041.537598 Iteration 31Q: 3 clusters Score -2.458558e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191904 members Mstep: Class 2 contains 3050 members Entering Unmasked Estep Score: -24585600.000000 Penalty: 6041.537598 Iteration 32Q: 3 clusters Score -2.45856e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191914 members Mstep: Class 2 contains 3040 members Entering Unmasked Estep Score: -24585594.000000 Penalty: 6041.537598 Iteration 33Q: 3 clusters Score -2.458559e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191921 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -24585590.000000 Penalty: 6041.537598 Iteration 34Q: 3 clusters Score -2.458559e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191928 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -24585592.000000 Penalty: 6041.537598 Iteration 35Q: 3 clusters Score -2.458559e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191935 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -24585574.000000 Penalty: 6041.537598 Iteration 36Q: 3 clusters Score -2.458557e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191940 members Mstep: Class 2 contains 3014 members Entering Unmasked Estep Score: -24585592.000000 Penalty: 6041.537598 Iteration 37Q: 3 clusters Score -2.458559e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191945 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -24585608.000000 Penalty: 6041.537598 Iteration 38Q: 3 clusters Score -2.458561e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191947 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -24585608.000000 Penalty: 6041.537598 Iteration 39Q: 3 clusters Score -2.458561e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191949 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -24585612.000000 Penalty: 6041.537598 Iteration 40F: 3 clusters Score -2.458561e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191951 members Mstep: Class 2 contains 3003 members Entering Unmasked Estep Score: -24585610.000000 Penalty: 6041.537598 Iteration 41Q: 3 clusters Score -2.458561e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191955 members Mstep: Class 2 contains 2999 members Entering Unmasked Estep Score: -24585614.000000 Penalty: 6041.537598 Iteration 42Q: 3 clusters Score -2.458561e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191960 members Mstep: Class 2 contains 2994 members Entering Unmasked Estep Score: -24585614.000000 Penalty: 6041.537598 Iteration 43Q: 3 clusters Score -2.458561e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191967 members Mstep: Class 2 contains 2987 members Entering Unmasked Estep Score: -24585624.000000 Penalty: 6041.537598 Iteration 44Q: 3 clusters Score -2.458562e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191972 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -24585616.000000 Penalty: 6041.537598 Iteration 45Q: 3 clusters Score -2.458562e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191978 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -24585614.000000 Penalty: 6041.537598 Iteration 46Q: 3 clusters Score -2.458561e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191982 members Mstep: Class 2 contains 2972 members Entering Unmasked Estep Score: -24585614.000000 Penalty: 6041.537598 Iteration 47Q: 3 clusters Score -2.458561e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191983 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -24585614.000000 Penalty: 6041.537598 Iteration 48Q: 3 clusters Score -2.458561e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191984 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -24585620.000000 Penalty: 6041.537598 Iteration 49Q: 3 clusters Score -2.458562e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191984 members Mstep: Class 2 contains 2970 members Entering Unmasked Estep Score: -24585620.000000 Penalty: 6041.537598 Iteration 50F: 3 clusters Score -2.458562e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4505 members Mstep: Class 2 contains 35028 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 15643 members Mstep: Class 5 contains 2570 members Mstep: Class 6 contains 9553 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15118 members Mstep: Class 12 contains 22506 members Mstep: Class 13 contains 24170 members Mstep: Class 14 contains 19977 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4344 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12789 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61503 members Mstep: Class 24 contains 194954 members Entering Unmasked Estep ConsiderDeletion Score: -55720828.000000 Penalty: 77417.070312 Iteration 159Q: 25 clusters Score -5.572083e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4504 members Mstep: Class 2 contains 35028 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 15643 members Mstep: Class 5 contains 2570 members Mstep: Class 6 contains 9553 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15118 members Mstep: Class 12 contains 22506 members Mstep: Class 13 contains 24170 members Mstep: Class 14 contains 19976 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4344 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12789 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61497 members Mstep: Class 24 contains 194962 members Entering Unmasked Estep ConsiderDeletion Score: -55720832.000000 Penalty: 77417.070312 Iteration 160F: 25 clusters Score -5.572083e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4503 members Mstep: Class 2 contains 35028 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 15643 members Mstep: Class 5 contains 2570 members Mstep: Class 6 contains 9554 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15118 members Mstep: Class 12 contains 22506 members Mstep: Class 13 contains 24169 members Mstep: Class 14 contains 19974 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4344 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12790 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61494 members Mstep: Class 24 contains 194967 members Entering Unmasked Estep ConsiderDeletion Score: -55720868.000000 Penalty: 77417.070312 Iteration 161Q: 25 clusters Score -5.572087e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 35028 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 15643 members Mstep: Class 5 contains 2570 members Mstep: Class 6 contains 9553 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15118 members Mstep: Class 12 contains 22506 members Mstep: Class 13 contains 24170 members Mstep: Class 14 contains 19973 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4344 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12789 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61490 members Mstep: Class 24 contains 194974 members Entering Unmasked Estep ConsiderDeletion Score: -55720868.000000 Penalty: 77417.070312 Iteration 162Q: 25 clusters Score -5.572087e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 35028 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 15643 members Mstep: Class 5 contains 2570 members Mstep: Class 6 contains 9553 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15118 members Mstep: Class 12 contains 22506 members Mstep: Class 13 contains 24170 members Mstep: Class 14 contains 19973 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4344 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12788 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61488 members Mstep: Class 24 contains 194977 members Entering Unmasked Estep ConsiderDeletion Score: -55720872.000000 Penalty: 77417.070312 Iteration 163Q: 25 clusters Score -5.572087e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 35028 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 15643 members Mstep: Class 5 contains 2570 members Mstep: Class 6 contains 9553 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15118 members Mstep: Class 12 contains 22506 members Mstep: Class 13 contains 24170 members Mstep: Class 14 contains 19973 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4344 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12787 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61487 members Mstep: Class 24 contains 194979 members Entering Unmasked Estep ConsiderDeletion Score: -55720864.000000 Penalty: 77417.070312 Iteration 164Q: 25 clusters Score -5.572086e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 35028 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 15643 members Mstep: Class 5 contains 2570 members Mstep: Class 6 contains 9553 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15118 members Mstep: Class 12 contains 22506 members Mstep: Class 13 contains 24170 members Mstep: Class 14 contains 19973 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4344 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12787 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61485 members Mstep: Class 24 contains 194981 members Entering Unmasked Estep ConsiderDeletion Score: -55720876.000000 Penalty: 77417.070312 Iteration 165Q: 25 clusters Score -5.572088e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 35028 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 15643 members Mstep: Class 5 contains 2570 members Mstep: Class 6 contains 9553 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15118 members Mstep: Class 12 contains 22506 members Mstep: Class 13 contains 24171 members Mstep: Class 14 contains 19973 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4344 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12786 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61483 members Mstep: Class 24 contains 194983 members Entering Unmasked Estep ConsiderDeletion Score: -55720856.000000 Penalty: 77417.070312 Iteration 166Q: 25 clusters Score -5.572086e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 35028 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 15643 members Mstep: Class 5 contains 2570 members Mstep: Class 6 contains 9553 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15118 members Mstep: Class 12 contains 22506 members Mstep: Class 13 contains 24172 members Mstep: Class 14 contains 19973 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4344 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12786 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61481 members Mstep: Class 24 contains 194984 members Entering Unmasked Estep ConsiderDeletion Score: -55720860.000000 Penalty: 77417.070312 Iteration 167Q: 25 clusters Score -5.572086e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 35028 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 15643 members Mstep: Class 5 contains 2570 members Mstep: Class 6 contains 9553 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15118 members Mstep: Class 12 contains 22506 members Mstep: Class 13 contains 24172 members Mstep: Class 14 contains 19973 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4344 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12786 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61481 members Mstep: Class 24 contains 194984 members Entering Unmasked Estep ConsiderDeletion Score: -55720860.000000 Penalty: 77417.070312 Iteration 168F: 25 clusters Score -5.572086e+07 nChanged 0 Entering ConstructFrom: Score: -55720860.000000 Penalty: 77417.070312 Entering ConstructFrom: Trying to split cluster 1 (4502 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Entering Unmasked Estep Score: -574733.250000 Penalty: 2086.244629 Iteration 0F: 2 clusters Score -574733.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 2196 members Entering Unmasked Estep Score: -570482.562500 Penalty: 4172.489258 Iteration 0F: 3 clusters Score -570482.6 nChanged 1683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 2113 members Entering Unmasked Estep Score: -571407.000000 Penalty: 4172.489258 Iteration 1F: 3 clusters Score -571407 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -571643.625000 Penalty: 4172.489258 Iteration 2F: 3 clusters Score -571643.6 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 2006 members Entering Unmasked Estep Score: -571814.562500 Penalty: 4172.489258 Iteration 3F: 3 clusters Score -571814.6 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -571931.312500 Penalty: 4172.489258 Iteration 4Q: 3 clusters Score -571931.3 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2586 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -572012.625000 Penalty: 4172.489258 Iteration 5Q: 3 clusters Score -572012.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -572071.312500 Penalty: 4172.489258 Iteration 6Q: 3 clusters Score -572071.3 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 1813 members Entering Unmasked Estep Score: -572127.437500 Penalty: 4172.489258 Iteration 7Q: 3 clusters Score -572127.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -572175.062500 Penalty: 4172.489258 Iteration 8Q: 3 clusters Score -572175.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 1710 members Entering Unmasked Estep Score: -572214.625000 Penalty: 4172.489258 Iteration 9Q: 3 clusters Score -572214.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -572243.375000 Penalty: 4172.489258 Iteration 10Q: 3 clusters Score -572243.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 1626 members Entering Unmasked Estep Score: -572279.125000 Penalty: 4172.489258 Iteration 11Q: 3 clusters Score -572279.1 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 1575 members Entering Unmasked Estep Score: -572328.062500 Penalty: 4172.489258 Iteration 12Q: 3 clusters Score -572328.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -572376.812500 Penalty: 4172.489258 Iteration 13Q: 3 clusters Score -572376.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3021 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -572419.125000 Penalty: 4172.489258 Iteration 14Q: 3 clusters Score -572419.1 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -572461.312500 Penalty: 4172.489258 Iteration 15Q: 3 clusters Score -572461.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3116 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -572511.625000 Penalty: 4172.489258 Iteration 16Q: 3 clusters Score -572511.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3165 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -572561.437500 Penalty: 4172.489258 Iteration 17Q: 3 clusters Score -572561.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3200 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -572608.375000 Penalty: 4172.489258 Iteration 18Q: 3 clusters Score -572608.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3247 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -572671.312500 Penalty: 4172.489258 Iteration 19Q: 3 clusters Score -572671.3 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -572739.750000 Penalty: 4172.489258 Iteration 20F: 3 clusters Score -572739.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3320 members Mstep: Class 2 contains 1182 members Entering Unmasked Estep Score: -572800.625000 Penalty: 4172.489258 Iteration 21Q: 3 clusters Score -572800.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3335 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -572836.562500 Penalty: 4172.489258 Iteration 22Q: 3 clusters Score -572836.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -572867.250000 Penalty: 4172.489258 Iteration 23Q: 3 clusters Score -572867.2 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -572890.500000 Penalty: 4172.489258 Iteration 24Q: 3 clusters Score -572890.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3378 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -572907.750000 Penalty: 4172.489258 Iteration 25Q: 3 clusters Score -572907.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -572927.687500 Penalty: 4172.489258 Iteration 26Q: 3 clusters Score -572927.7 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -572938.937500 Penalty: 4172.489258 Iteration 27Q: 3 clusters Score -572938.9 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -572945.000000 Penalty: 4172.489258 Iteration 28Q: 3 clusters Score -572945 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -572947.625000 Penalty: 4172.489258 Iteration 29Q: 3 clusters Score -572947.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3412 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -572951.750000 Penalty: 4172.489258 Iteration 30Q: 3 clusters Score -572951.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3415 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -572955.812500 Penalty: 4172.489258 Iteration 31Q: 3 clusters Score -572955.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -572961.312500 Penalty: 4172.489258 Iteration 32Q: 3 clusters Score -572961.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -572965.250000 Penalty: 4172.489258 Iteration 33Q: 3 clusters Score -572965.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3421 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -572967.312500 Penalty: 4172.489258 Iteration 34Q: 3 clusters Score -572967.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -572970.125000 Penalty: 4172.489258 Iteration 35Q: 3 clusters Score -572970.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -572971.312500 Penalty: 4172.489258 Iteration 36Q: 3 clusters Score -572971.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3426 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -572975.812500 Penalty: 4172.489258 Iteration 37Q: 3 clusters Score -572975.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -572976.500000 Penalty: 4172.489258 Iteration 38Q: 3 clusters Score -572976.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -572978.500000 Penalty: 4172.489258 Iteration 39Q: 3 clusters Score -572978.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -572978.500000 Penalty: 4172.489258 Iteration 40F: 3 clusters Score -572978.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (35028 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35028 members Entering Unmasked Estep Score: -4539424.500000 Penalty: 2595.048096 Iteration 0F: 2 clusters Score -4539424 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17551 members Mstep: Class 2 contains 17477 members Entering Unmasked Estep Score: -4515469.000000 Penalty: 5190.096191 Iteration 0F: 3 clusters Score -4515469 nChanged 15925 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17626 members Mstep: Class 2 contains 17402 members Entering Unmasked Estep Score: -4524039.500000 Penalty: 5190.096191 Iteration 1F: 3 clusters Score -4524040 nChanged 1393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17791 members Mstep: Class 2 contains 17237 members Entering Unmasked Estep Score: -4524410.000000 Penalty: 5190.096191 Iteration 2Q: 3 clusters Score -4524410 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18007 members Mstep: Class 2 contains 17021 members Entering Unmasked Estep Score: -4524691.500000 Penalty: 5190.096191 Iteration 3Q: 3 clusters Score -4524692 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18337 members Mstep: Class 2 contains 16691 members Entering Unmasked Estep Score: -4524967.500000 Penalty: 5190.096191 Iteration 4Q: 3 clusters Score -4524968 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18785 members Mstep: Class 2 contains 16243 members Entering Unmasked Estep Score: -4525195.500000 Penalty: 5190.096191 Iteration 5Q: 3 clusters Score -4525196 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19449 members Mstep: Class 2 contains 15579 members Entering Unmasked Estep Score: -4525487.500000 Penalty: 5190.096191 Iteration 6Q: 3 clusters Score -4525488 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20336 members Mstep: Class 2 contains 14692 members Entering Unmasked Estep Score: -4525832.500000 Penalty: 5190.096191 Iteration 7Q: 3 clusters Score -4525832 nChanged 1327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21567 members Mstep: Class 2 contains 13461 members Entering Unmasked Estep Score: -4526402.000000 Penalty: 5190.096191 Iteration 8Q: 3 clusters Score -4526402 nChanged 1685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23194 members Mstep: Class 2 contains 11834 members Entering Unmasked Estep Score: -4527242.500000 Penalty: 5190.096191 Iteration 9Q: 3 clusters Score -4527242 nChanged 2154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25312 members Mstep: Class 2 contains 9716 members Entering Unmasked Estep Score: -4528653.000000 Penalty: 5190.096191 Iteration 10F: 3 clusters Score -4528653 nChanged 2554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27860 members Mstep: Class 2 contains 7168 members Entering Unmasked Estep Score: -4530640.500000 Penalty: 5190.096191 Iteration 11F: 3 clusters Score -4530640 nChanged 2594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30454 members Mstep: Class 2 contains 4574 members Entering Unmasked Estep Score: -4532944.500000 Penalty: 5190.096191 Iteration 12F: 3 clusters Score -4532944 nChanged 2043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32491 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -4534825.000000 Penalty: 5190.096191 Iteration 13F: 3 clusters Score -4534825 nChanged 1257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33742 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -4535997.000000 Penalty: 5190.096191 Iteration 14Q: 3 clusters Score -4535997 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34360 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -4536575.500000 Penalty: 5190.096191 Iteration 15Q: 3 clusters Score -4536576 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34619 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -4536833.000000 Penalty: 5190.096191 Iteration 16Q: 3 clusters Score -4536833 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34721 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -4536973.000000 Penalty: 5190.096191 Iteration 17Q: 3 clusters Score -4536973 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34751 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -4537022.500000 Penalty: 5190.096191 Iteration 18Q: 3 clusters Score -4537022 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34769 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -4537055.000000 Penalty: 5190.096191 Iteration 19Q: 3 clusters Score -4537055 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34780 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -4537077.000000 Penalty: 5190.096191 Iteration 20F: 3 clusters Score -4537077 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34783 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -4537084.500000 Penalty: 5190.096191 Iteration 21Q: 3 clusters Score -4537084 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34782 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -4537088.000000 Penalty: 5190.096191 Iteration 22Q: 3 clusters Score -4537088 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34783 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -4537087.000000 Penalty: 5190.096191 Iteration 23Q: 3 clusters Score -4537087 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34783 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -4537092.500000 Penalty: 5190.096191 Iteration 24Q: 3 clusters Score -4537092 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34783 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -4537092.500000 Penalty: 5190.096191 Iteration 25F: 3 clusters Score -4537092 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (5316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5316 members Entering Unmasked Estep Score: -685685.125000 Penalty: 2127.461914 Iteration 0F: 2 clusters Score -685685.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -680950.562500 Penalty: 4254.923828 Iteration 0F: 3 clusters Score -680950.6 nChanged 2078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -682102.687500 Penalty: 4254.923828 Iteration 1F: 3 clusters Score -682102.7 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -682320.687500 Penalty: 4254.923828 Iteration 2F: 3 clusters Score -682320.7 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 2833 members Entering Unmasked Estep Score: -682461.125000 Penalty: 4254.923828 Iteration 3F: 3 clusters Score -682461.1 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2401 members Mstep: Class 2 contains 2915 members Entering Unmasked Estep Score: -682572.000000 Penalty: 4254.923828 Iteration 4Q: 3 clusters Score -682572 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2992 members Entering Unmasked Estep Score: -682646.625000 Penalty: 4254.923828 Iteration 5Q: 3 clusters Score -682646.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 3079 members Entering Unmasked Estep Score: -682709.812500 Penalty: 4254.923828 Iteration 6Q: 3 clusters Score -682709.8 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -682767.937500 Penalty: 4254.923828 Iteration 7Q: 3 clusters Score -682767.9 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -682823.562500 Penalty: 4254.923828 Iteration 8Q: 3 clusters Score -682823.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -682874.562500 Penalty: 4254.923828 Iteration 9Q: 3 clusters Score -682874.6 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 3443 members Entering Unmasked Estep Score: -682931.750000 Penalty: 4254.923828 Iteration 10Q: 3 clusters Score -682931.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -682990.562500 Penalty: 4254.923828 Iteration 11Q: 3 clusters Score -682990.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 3656 members Entering Unmasked Estep Score: -683050.937500 Penalty: 4254.923828 Iteration 12Q: 3 clusters Score -683050.9 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -683111.500000 Penalty: 4254.923828 Iteration 13Q: 3 clusters Score -683111.5 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 3888 members Entering Unmasked Estep Score: -683193.375000 Penalty: 4254.923828 Iteration 14Q: 3 clusters Score -683193.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 4018 members Entering Unmasked Estep Score: -683283.437500 Penalty: 4254.923828 Iteration 15Q: 3 clusters Score -683283.4 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 4136 members Entering Unmasked Estep Score: -683368.375000 Penalty: 4254.923828 Iteration 16Q: 3 clusters Score -683368.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 4228 members Entering Unmasked Estep Score: -683433.125000 Penalty: 4254.923828 Iteration 17Q: 3 clusters Score -683433.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -683513.812500 Penalty: 4254.923828 Iteration 18Q: 3 clusters Score -683513.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -683606.125000 Penalty: 4254.923828 Iteration 19Q: 3 clusters Score -683606.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -683676.500000 Penalty: 4254.923828 Iteration 20F: 3 clusters Score -683676.5 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 4614 members Entering Unmasked Estep Score: -683742.812500 Penalty: 4254.923828 Iteration 21Q: 3 clusters Score -683742.8 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 4682 members Entering Unmasked Estep Score: -683817.562500 Penalty: 4254.923828 Iteration 22Q: 3 clusters Score -683817.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 576 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -683869.250000 Penalty: 4254.923828 Iteration 23Q: 3 clusters Score -683869.2 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -683914.437500 Penalty: 4254.923828 Iteration 24Q: 3 clusters Score -683914.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 4831 members Entering Unmasked Estep Score: -683950.312500 Penalty: 4254.923828 Iteration 25Q: 3 clusters Score -683950.3 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 4855 members Entering Unmasked Estep Score: -683977.937500 Penalty: 4254.923828 Iteration 26Q: 3 clusters Score -683977.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 4878 members Entering Unmasked Estep Score: -683993.750000 Penalty: 4254.923828 Iteration 27Q: 3 clusters Score -683993.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 4887 members Entering Unmasked Estep Score: -684001.187500 Penalty: 4254.923828 Iteration 28Q: 3 clusters Score -684001.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 4899 members Entering Unmasked Estep Score: -684013.937500 Penalty: 4254.923828 Iteration 29Q: 3 clusters Score -684013.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 4913 members Entering Unmasked Estep Score: -684026.937500 Penalty: 4254.923828 Iteration 30Q: 3 clusters Score -684026.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -684032.562500 Penalty: 4254.923828 Iteration 31Q: 3 clusters Score -684032.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 4924 members Entering Unmasked Estep Score: -684038.062500 Penalty: 4254.923828 Iteration 32Q: 3 clusters Score -684038.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 4932 members Entering Unmasked Estep Score: -684045.875000 Penalty: 4254.923828 Iteration 33Q: 3 clusters Score -684045.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 377 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -684053.125000 Penalty: 4254.923828 Iteration 34Q: 3 clusters Score -684053.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -684053.562500 Penalty: 4254.923828 Iteration 35Q: 3 clusters Score -684053.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -684054.500000 Penalty: 4254.923828 Iteration 36Q: 3 clusters Score -684054.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 4942 members Entering Unmasked Estep Score: -684054.500000 Penalty: 4254.923828 Iteration 37F: 3 clusters Score -684054.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (15643 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15643 members Entering Unmasked Estep Score: -2006594.875000 Penalty: 2395.129150 Iteration 0F: 2 clusters Score -2006595 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7778 members Mstep: Class 2 contains 7865 members Entering Unmasked Estep Score: -1995276.125000 Penalty: 4790.258301 Iteration 0F: 3 clusters Score -1995276 nChanged 6700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7692 members Mstep: Class 2 contains 7951 members Entering Unmasked Estep Score: -1998838.000000 Penalty: 4790.258301 Iteration 1F: 3 clusters Score -1998838 nChanged 992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7724 members Mstep: Class 2 contains 7919 members Entering Unmasked Estep Score: -1999294.750000 Penalty: 4790.258301 Iteration 2F: 3 clusters Score -1999295 nChanged 833 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7765 members Mstep: Class 2 contains 7878 members Entering Unmasked Estep Score: -1999722.625000 Penalty: 4790.258301 Iteration 3F: 3 clusters Score -1999723 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7879 members Mstep: Class 2 contains 7764 members Entering Unmasked Estep Score: -2000119.500000 Penalty: 4790.258301 Iteration 4F: 3 clusters Score -2000120 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8100 members Mstep: Class 2 contains 7543 members Entering Unmasked Estep Score: -2000484.250000 Penalty: 4790.258301 Iteration 5F: 3 clusters Score -2000484 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8380 members Mstep: Class 2 contains 7263 members Entering Unmasked Estep Score: -2000811.000000 Penalty: 4790.258301 Iteration 6Q: 3 clusters Score -2000811 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8696 members Mstep: Class 2 contains 6947 members Entering Unmasked Estep Score: -2001105.500000 Penalty: 4790.258301 Iteration 7Q: 3 clusters Score -2001106 nChanged 625 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9055 members Mstep: Class 2 contains 6588 members Entering Unmasked Estep Score: -2001365.875000 Penalty: 4790.258301 Iteration 8Q: 3 clusters Score -2001366 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9452 members Mstep: Class 2 contains 6191 members Entering Unmasked Estep Score: -2001597.500000 Penalty: 4790.258301 Iteration 9Q: 3 clusters Score -2001598 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9892 members Mstep: Class 2 contains 5751 members Entering Unmasked Estep Score: -2001828.000000 Penalty: 4790.258301 Iteration 10Q: 3 clusters Score -2001828 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10371 members Mstep: Class 2 contains 5272 members Entering Unmasked Estep Score: -2002077.625000 Penalty: 4790.258301 Iteration 11Q: 3 clusters Score -2002078 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10909 members Mstep: Class 2 contains 4734 members Entering Unmasked Estep Score: -2002367.750000 Penalty: 4790.258301 Iteration 12Q: 3 clusters Score -2002368 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11487 members Mstep: Class 2 contains 4156 members Entering Unmasked Estep Score: -2002706.500000 Penalty: 4790.258301 Iteration 13Q: 3 clusters Score -2002706 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12095 members Mstep: Class 2 contains 3548 members Entering Unmasked Estep Score: -2003091.125000 Penalty: 4790.258301 Iteration 14Q: 3 clusters Score -2003091 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12721 members Mstep: Class 2 contains 2922 members Entering Unmasked Estep Score: -2003499.625000 Penalty: 4790.258301 Iteration 15Q: 3 clusters Score -2003500 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13274 members Mstep: Class 2 contains 2369 members Entering Unmasked Estep Score: -2003863.750000 Penalty: 4790.258301 Iteration 16Q: 3 clusters Score -2003864 nChanged 488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13760 members Mstep: Class 2 contains 1883 members Entering Unmasked Estep Score: -2004215.500000 Penalty: 4790.258301 Iteration 17Q: 3 clusters Score -2004216 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14143 members Mstep: Class 2 contains 1500 members Entering Unmasked Estep Score: -2004473.375000 Penalty: 4790.258301 Iteration 18Q: 3 clusters Score -2004473 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14408 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -2004658.125000 Penalty: 4790.258301 Iteration 19Q: 3 clusters Score -2004658 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14603 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -2004796.250000 Penalty: 4790.258301 Iteration 20F: 3 clusters Score -2004796 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14742 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -2004880.625000 Penalty: 4790.258301 Iteration 21Q: 3 clusters Score -2004881 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14840 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -2004941.375000 Penalty: 4790.258301 Iteration 22Q: 3 clusters Score -2004941 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14890 members Mstep: Class 2 contains 753 members Entering Unmasked Estep Score: -2004964.500000 Penalty: 4790.258301 Iteration 23Q: 3 clusters Score -2004964 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14923 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -2004987.125000 Penalty: 4790.258301 Iteration 24Q: 3 clusters Score -2004987 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14952 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -2005000.875000 Penalty: 4790.258301 Iteration 25Q: 3 clusters Score -2005001 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14972 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -2005014.500000 Penalty: 4790.258301 Iteration 26Q: 3 clusters Score -2005014 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14999 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -2005028.250000 Penalty: 4790.258301 Iteration 27Q: 3 clusters Score -2005028 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15021 members Mstep: Class 2 contains 622 members Entering Unmasked Estep Score: -2005040.875000 Penalty: 4790.258301 Iteration 28Q: 3 clusters Score -2005041 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15032 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -2005050.000000 Penalty: 4790.258301 Iteration 29Q: 3 clusters Score -2005050 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15036 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -2005052.500000 Penalty: 4790.258301 Iteration 30Q: 3 clusters Score -2005052 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15040 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -2005051.250000 Penalty: 4790.258301 Iteration 31Q: 3 clusters Score -2005051 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15040 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -2005051.250000 Penalty: 4790.258301 Iteration 32F: 3 clusters Score -2005051 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (2570 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2570 members Entering Unmasked Estep Score: -330174.781250 Penalty: 1947.212036 Iteration 0F: 2 clusters Score -330174.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -327190.156250 Penalty: 3894.424072 Iteration 0F: 3 clusters Score -327190.2 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -327764.093750 Penalty: 3894.424072 Iteration 1F: 3 clusters Score -327764.1 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -327880.843750 Penalty: 3894.424072 Iteration 2F: 3 clusters Score -327880.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -327954.562500 Penalty: 3894.424072 Iteration 3Q: 3 clusters Score -327954.6 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -328006.625000 Penalty: 3894.424072 Iteration 4Q: 3 clusters Score -328006.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -328033.812500 Penalty: 3894.424072 Iteration 5Q: 3 clusters Score -328033.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -328060.250000 Penalty: 3894.424072 Iteration 6Q: 3 clusters Score -328060.2 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -328090.312500 Penalty: 3894.424072 Iteration 7Q: 3 clusters Score -328090.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -328125.968750 Penalty: 3894.424072 Iteration 8Q: 3 clusters Score -328126 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -328165.125000 Penalty: 3894.424072 Iteration 9Q: 3 clusters Score -328165.1 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -328203.843750 Penalty: 3894.424072 Iteration 10Q: 3 clusters Score -328203.8 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -328254.343750 Penalty: 3894.424072 Iteration 11Q: 3 clusters Score -328254.3 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 1424 members Entering Unmasked Estep Score: -328319.968750 Penalty: 3894.424072 Iteration 12Q: 3 clusters Score -328320 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -328385.406250 Penalty: 3894.424072 Iteration 13Q: 3 clusters Score -328385.4 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -328448.500000 Penalty: 3894.424072 Iteration 14Q: 3 clusters Score -328448.5 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -328492.406250 Penalty: 3894.424072 Iteration 15Q: 3 clusters Score -328492.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -328529.406250 Penalty: 3894.424072 Iteration 16Q: 3 clusters Score -328529.4 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -328571.281250 Penalty: 3894.424072 Iteration 17Q: 3 clusters Score -328571.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -328608.625000 Penalty: 3894.424072 Iteration 18Q: 3 clusters Score -328608.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -328632.718750 Penalty: 3894.424072 Iteration 19Q: 3 clusters Score -328632.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1011 members Mstep: Class 2 contains 1559 members Entering Unmasked Estep Score: -328653.312500 Penalty: 3894.424072 Iteration 20F: 3 clusters Score -328653.3 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -328669.656250 Penalty: 3894.424072 Iteration 21Q: 3 clusters Score -328669.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -328686.906250 Penalty: 3894.424072 Iteration 22Q: 3 clusters Score -328686.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 979 members Mstep: Class 2 contains 1591 members Entering Unmasked Estep Score: -328698.281250 Penalty: 3894.424072 Iteration 23Q: 3 clusters Score -328698.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 1600 members Entering Unmasked Estep Score: -328710.062500 Penalty: 3894.424072 Iteration 24Q: 3 clusters Score -328710.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -328719.781250 Penalty: 3894.424072 Iteration 25Q: 3 clusters Score -328719.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 967 members Mstep: Class 2 contains 1603 members Entering Unmasked Estep Score: -328728.937500 Penalty: 3894.424072 Iteration 26Q: 3 clusters Score -328728.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 965 members Mstep: Class 2 contains 1605 members Entering Unmasked Estep Score: -328732.781250 Penalty: 3894.424072 Iteration 27Q: 3 clusters Score -328732.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -328734.750000 Penalty: 3894.424072 Iteration 28Q: 3 clusters Score -328734.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -328735.781250 Penalty: 3894.424072 Iteration 29Q: 3 clusters Score -328735.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1608 members Entering Unmasked Estep Score: -328736.812500 Penalty: 3894.424072 Iteration 30Q: 3 clusters Score -328736.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -328736.718750 Penalty: 3894.424072 Iteration 31Q: 3 clusters Score -328736.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1609 members Entering Unmasked Estep Score: -328736.718750 Penalty: 3894.424072 Iteration 32F: 3 clusters Score -328736.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (9553 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9553 members Entering Unmasked Estep Score: -1220064.750000 Penalty: 2272.823486 Iteration 0F: 2 clusters Score -1220065 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4765 members Mstep: Class 2 contains 4788 members Entering Unmasked Estep Score: -1212731.750000 Penalty: 4545.646973 Iteration 0F: 3 clusters Score -1212732 nChanged 3949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Mstep: Class 2 contains 4739 members Entering Unmasked Estep Score: -1215122.500000 Penalty: 4545.646973 Iteration 1F: 3 clusters Score -1215122 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 4729 members Entering Unmasked Estep Score: -1216203.875000 Penalty: 4545.646973 Iteration 2F: 3 clusters Score -1216204 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 4826 members Entering Unmasked Estep Score: -1217328.625000 Penalty: 4545.646973 Iteration 3F: 3 clusters Score -1217329 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4487 members Mstep: Class 2 contains 5066 members Entering Unmasked Estep Score: -1218152.000000 Penalty: 4545.646973 Iteration 4F: 3 clusters Score -1218152 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 5349 members Entering Unmasked Estep Score: -1218605.500000 Penalty: 4545.646973 Iteration 5F: 3 clusters Score -1218606 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 5640 members Entering Unmasked Estep Score: -1218884.375000 Penalty: 4545.646973 Iteration 6Q: 3 clusters Score -1218884 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 5920 members Entering Unmasked Estep Score: -1219094.375000 Penalty: 4545.646973 Iteration 7Q: 3 clusters Score -1219094 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3360 members Mstep: Class 2 contains 6193 members Entering Unmasked Estep Score: -1219285.000000 Penalty: 4545.646973 Iteration 8Q: 3 clusters Score -1219285 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 6452 members Entering Unmasked Estep Score: -1219493.625000 Penalty: 4545.646973 Iteration 9Q: 3 clusters Score -1219494 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 6709 members Entering Unmasked Estep Score: -1219734.000000 Penalty: 4545.646973 Iteration 10Q: 3 clusters Score -1219734 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 6937 members Entering Unmasked Estep Score: -1219998.500000 Penalty: 4545.646973 Iteration 11Q: 3 clusters Score -1219998 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 7125 members Entering Unmasked Estep Score: -1220279.000000 Penalty: 4545.646973 Iteration 12Q: 3 clusters Score -1220279 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 7247 members Entering Unmasked Estep Score: -1220440.750000 Penalty: 4545.646973 Iteration 13Q: 3 clusters Score -1220441 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 7318 members Entering Unmasked Estep Score: -1220506.875000 Penalty: 4545.646973 Iteration 14Q: 3 clusters Score -1220507 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 7363 members Entering Unmasked Estep Score: -1220534.125000 Penalty: 4545.646973 Iteration 15Q: 3 clusters Score -1220534 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2164 members Mstep: Class 2 contains 7389 members Entering Unmasked Estep Score: -1220548.750000 Penalty: 4545.646973 Iteration 16Q: 3 clusters Score -1220549 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 7403 members Entering Unmasked Estep Score: -1220558.375000 Penalty: 4545.646973 Iteration 17Q: 3 clusters Score -1220558 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2145 members Mstep: Class 2 contains 7408 members Entering Unmasked Estep Score: -1220559.500000 Penalty: 4545.646973 Iteration 18Q: 3 clusters Score -1220560 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 7410 members Entering Unmasked Estep Score: -1220562.750000 Penalty: 4545.646973 Iteration 19Q: 3 clusters Score -1220563 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2140 members Mstep: Class 2 contains 7413 members Entering Unmasked Estep Score: -1220563.500000 Penalty: 4545.646973 Iteration 20F: 3 clusters Score -1220564 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 7414 members Entering Unmasked Estep Score: -1220561.500000 Penalty: 4545.646973 Iteration 21Q: 3 clusters Score -1220562 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2139 members Mstep: Class 2 contains 7414 members Entering Unmasked Estep Score: -1220561.500000 Penalty: 4545.646973 Iteration 22F: 3 clusters Score -1220562 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 35028 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 15643 members Mstep: Class 5 contains 2570 members Mstep: Class 6 contains 2139 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15118 members Mstep: Class 12 contains 22506 members Mstep: Class 13 contains 24172 members Mstep: Class 14 contains 19973 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4344 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12786 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61481 members Mstep: Class 24 contains 194984 members Mstep: Class 25 contains 7414 members Entering Unmasked Estep Score: -55720456.000000 Penalty: 80642.781250 Splitting cluster 6 changes total score from -55720860.000000 to -55720456.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 7 (9047 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9047 members Entering Unmasked Estep Score: -1147613.875000 Penalty: 2259.326660 Iteration 0F: 2 clusters Score -1147614 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4532 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -1140566.000000 Penalty: 4518.653320 Iteration 0F: 3 clusters Score -1140566 nChanged 3698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 4521 members Entering Unmasked Estep Score: -1142537.750000 Penalty: 4518.653320 Iteration 1F: 3 clusters Score -1142538 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -1142856.500000 Penalty: 4518.653320 Iteration 2F: 3 clusters Score -1142856 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4519 members Mstep: Class 2 contains 4528 members Entering Unmasked Estep Score: -1143074.125000 Penalty: 4518.653320 Iteration 3F: 3 clusters Score -1143074 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -1143307.375000 Penalty: 4518.653320 Iteration 4Q: 3 clusters Score -1143307 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4439 members Mstep: Class 2 contains 4608 members Entering Unmasked Estep Score: -1143592.000000 Penalty: 4518.653320 Iteration 5Q: 3 clusters Score -1143592 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4360 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -1143922.875000 Penalty: 4518.653320 Iteration 6Q: 3 clusters Score -1143923 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 4805 members Entering Unmasked Estep Score: -1144289.625000 Penalty: 4518.653320 Iteration 7F: 3 clusters Score -1144290 nChanged 497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4097 members Mstep: Class 2 contains 4950 members Entering Unmasked Estep Score: -1144724.250000 Penalty: 4518.653320 Iteration 8F: 3 clusters Score -1144724 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 5116 members Entering Unmasked Estep Score: -1145159.250000 Penalty: 4518.653320 Iteration 9F: 3 clusters Score -1145159 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 5279 members Entering Unmasked Estep Score: -1145610.000000 Penalty: 4518.653320 Iteration 10F: 3 clusters Score -1145610 nChanged 463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 5432 members Entering Unmasked Estep Score: -1146047.125000 Penalty: 4518.653320 Iteration 11F: 3 clusters Score -1146047 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3486 members Mstep: Class 2 contains 5561 members Entering Unmasked Estep Score: -1146418.875000 Penalty: 4518.653320 Iteration 12Q: 3 clusters Score -1146419 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -1146691.875000 Penalty: 4518.653320 Iteration 13Q: 3 clusters Score -1146692 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3330 members Mstep: Class 2 contains 5717 members Entering Unmasked Estep Score: -1146884.000000 Penalty: 4518.653320 Iteration 14Q: 3 clusters Score -1146884 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3250 members Mstep: Class 2 contains 5797 members Entering Unmasked Estep Score: -1147011.000000 Penalty: 4518.653320 Iteration 15Q: 3 clusters Score -1147011 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -1147088.750000 Penalty: 4518.653320 Iteration 16Q: 3 clusters Score -1147089 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 5921 members Entering Unmasked Estep Score: -1147128.375000 Penalty: 4518.653320 Iteration 17Q: 3 clusters Score -1147128 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 5976 members Entering Unmasked Estep Score: -1147164.375000 Penalty: 4518.653320 Iteration 18Q: 3 clusters Score -1147164 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3017 members Mstep: Class 2 contains 6030 members Entering Unmasked Estep Score: -1147188.000000 Penalty: 4518.653320 Iteration 19Q: 3 clusters Score -1147188 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 6070 members Entering Unmasked Estep Score: -1147203.625000 Penalty: 4518.653320 Iteration 20F: 3 clusters Score -1147204 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 6098 members Entering Unmasked Estep Score: -1147213.000000 Penalty: 4518.653320 Iteration 21Q: 3 clusters Score -1147213 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2930 members Mstep: Class 2 contains 6117 members Entering Unmasked Estep Score: -1147220.750000 Penalty: 4518.653320 Iteration 22Q: 3 clusters Score -1147221 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 6141 members Entering Unmasked Estep Score: -1147229.625000 Penalty: 4518.653320 Iteration 23Q: 3 clusters Score -1147230 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 6157 members Entering Unmasked Estep Score: -1147232.125000 Penalty: 4518.653320 Iteration 24Q: 3 clusters Score -1147232 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2870 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -1147238.625000 Penalty: 4518.653320 Iteration 25Q: 3 clusters Score -1147239 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 6194 members Entering Unmasked Estep Score: -1147238.000000 Penalty: 4518.653320 Iteration 26Q: 3 clusters Score -1147238 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2840 members Mstep: Class 2 contains 6207 members Entering Unmasked Estep Score: -1147241.375000 Penalty: 4518.653320 Iteration 27Q: 3 clusters Score -1147241 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 6217 members Entering Unmasked Estep Score: -1147243.625000 Penalty: 4518.653320 Iteration 28Q: 3 clusters Score -1147244 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2823 members Mstep: Class 2 contains 6224 members Entering Unmasked Estep Score: -1147246.500000 Penalty: 4518.653320 Iteration 29Q: 3 clusters Score -1147246 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2821 members Mstep: Class 2 contains 6226 members Entering Unmasked Estep Score: -1147244.375000 Penalty: 4518.653320 Iteration 30Q: 3 clusters Score -1147244 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 6231 members Entering Unmasked Estep Score: -1147247.625000 Penalty: 4518.653320 Iteration 31Q: 3 clusters Score -1147248 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2810 members Mstep: Class 2 contains 6237 members Entering Unmasked Estep Score: -1147247.500000 Penalty: 4518.653320 Iteration 32Q: 3 clusters Score -1147248 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 6245 members Entering Unmasked Estep Score: -1147252.125000 Penalty: 4518.653320 Iteration 33Q: 3 clusters Score -1147252 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2794 members Mstep: Class 2 contains 6253 members Entering Unmasked Estep Score: -1147254.625000 Penalty: 4518.653320 Iteration 34Q: 3 clusters Score -1147255 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2782 members Mstep: Class 2 contains 6265 members Entering Unmasked Estep Score: -1147254.500000 Penalty: 4518.653320 Iteration 35Q: 3 clusters Score -1147254 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 6272 members Entering Unmasked Estep Score: -1147257.750000 Penalty: 4518.653320 Iteration 36Q: 3 clusters Score -1147258 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2770 members Mstep: Class 2 contains 6277 members Entering Unmasked Estep Score: -1147258.625000 Penalty: 4518.653320 Iteration 37Q: 3 clusters Score -1147259 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 6288 members Entering Unmasked Estep Score: -1147257.500000 Penalty: 4518.653320 Iteration 38Q: 3 clusters Score -1147258 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 6298 members Entering Unmasked Estep Score: -1147260.500000 Penalty: 4518.653320 Iteration 39Q: 3 clusters Score -1147260 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 6306 members Entering Unmasked Estep Score: -1147262.875000 Penalty: 4518.653320 Iteration 40F: 3 clusters Score -1147263 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 6311 members Entering Unmasked Estep Score: -1147263.750000 Penalty: 4518.653320 Iteration 41Q: 3 clusters Score -1147264 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 6318 members Entering Unmasked Estep Score: -1147266.500000 Penalty: 4518.653320 Iteration 42Q: 3 clusters Score -1147266 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 6325 members Entering Unmasked Estep Score: -1147269.875000 Penalty: 4518.653320 Iteration 43Q: 3 clusters Score -1147270 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 6333 members Entering Unmasked Estep Score: -1147269.375000 Penalty: 4518.653320 Iteration 44Q: 3 clusters Score -1147269 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2713 members Mstep: Class 2 contains 6334 members Entering Unmasked Estep Score: -1147270.500000 Penalty: 4518.653320 Iteration 45Q: 3 clusters Score -1147270 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 6336 members Entering Unmasked Estep Score: -1147270.375000 Penalty: 4518.653320 Iteration 46Q: 3 clusters Score -1147270 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2708 members Mstep: Class 2 contains 6339 members Entering Unmasked Estep Score: -1147269.500000 Penalty: 4518.653320 Iteration 47Q: 3 clusters Score -1147270 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 6340 members Entering Unmasked Estep Score: -1147270.250000 Penalty: 4518.653320 Iteration 48Q: 3 clusters Score -1147270 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2704 members Mstep: Class 2 contains 6343 members Entering Unmasked Estep Score: -1147270.125000 Penalty: 4518.653320 Iteration 49Q: 3 clusters Score -1147270 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 6346 members Entering Unmasked Estep Score: -1147271.625000 Penalty: 4518.653320 Iteration 50Q: 3 clusters Score -1147272 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2700 members Mstep: Class 2 contains 6347 members Entering Unmasked Estep Score: -1147272.250000 Penalty: 4518.653320 Iteration 51Q: 3 clusters Score -1147272 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -1147273.125000 Penalty: 4518.653320 Iteration 52Q: 3 clusters Score -1147273 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2699 members Mstep: Class 2 contains 6348 members Entering Unmasked Estep Score: -1147273.125000 Penalty: 4518.653320 Iteration 53F: 3 clusters Score -1147273 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Entering Unmasked Estep Score: -20310.597656 Penalty: 1279.445679 Iteration 0F: 2 clusters Score -20310.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -19218.207031 Penalty: 2558.891357 Iteration 0F: 3 clusters Score -19218.21 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -19264.341797 Penalty: 2558.891357 Iteration 1F: 3 clusters Score -19264.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -19274.583984 Penalty: 2558.891357 Iteration 2Q: 3 clusters Score -19274.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -19274.583984 Penalty: 2558.891357 Iteration 3F: 3 clusters Score -19274.58 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (3033 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Entering Unmasked Estep Score: -380318.468750 Penalty: 1988.292236 Iteration 0F: 2 clusters Score -380318.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -377017.593750 Penalty: 3976.584473 Iteration 0F: 3 clusters Score -377017.6 nChanged 1109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -377642.031250 Penalty: 3976.584473 Iteration 1F: 3 clusters Score -377642 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -377765.312500 Penalty: 3976.584473 Iteration 2F: 3 clusters Score -377765.3 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -377835.906250 Penalty: 3976.584473 Iteration 3Q: 3 clusters Score -377835.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -377890.437500 Penalty: 3976.584473 Iteration 4Q: 3 clusters Score -377890.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -377941.562500 Penalty: 3976.584473 Iteration 5Q: 3 clusters Score -377941.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -377969.218750 Penalty: 3976.584473 Iteration 6Q: 3 clusters Score -377969.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1562 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -377988.250000 Penalty: 3976.584473 Iteration 7Q: 3 clusters Score -377988.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -378005.343750 Penalty: 3976.584473 Iteration 8Q: 3 clusters Score -378005.3 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -378021.093750 Penalty: 3976.584473 Iteration 9Q: 3 clusters Score -378021.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -378028.937500 Penalty: 3976.584473 Iteration 10Q: 3 clusters Score -378028.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -378037.781250 Penalty: 3976.584473 Iteration 11Q: 3 clusters Score -378037.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -378043.656250 Penalty: 3976.584473 Iteration 12Q: 3 clusters Score -378043.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -378047.906250 Penalty: 3976.584473 Iteration 13Q: 3 clusters Score -378047.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1591 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -378052.656250 Penalty: 3976.584473 Iteration 14Q: 3 clusters Score -378052.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1592 members Mstep: Class 2 contains 1441 members Entering Unmasked Estep Score: -378055.437500 Penalty: 3976.584473 Iteration 15Q: 3 clusters Score -378055.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -378056.843750 Penalty: 3976.584473 Iteration 16Q: 3 clusters Score -378056.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -378059.218750 Penalty: 3976.584473 Iteration 17Q: 3 clusters Score -378059.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -378062.031250 Penalty: 3976.584473 Iteration 18Q: 3 clusters Score -378062 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -378064.656250 Penalty: 3976.584473 Iteration 19Q: 3 clusters Score -378064.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -378065.781250 Penalty: 3976.584473 Iteration 20F: 3 clusters Score -378065.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1452 members Entering Unmasked Estep Score: -378066.875000 Penalty: 3976.584473 Iteration 21Q: 3 clusters Score -378066.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -378068.687500 Penalty: 3976.584473 Iteration 22Q: 3 clusters Score -378068.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -378068.375000 Penalty: 3976.584473 Iteration 23Q: 3 clusters Score -378068.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -378069.750000 Penalty: 3976.584473 Iteration 24Q: 3 clusters Score -378069.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -378069.750000 Penalty: 3976.584473 Iteration 25F: 3 clusters Score -378069.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (559 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Entering Unmasked Estep Score: -62978.832031 Penalty: 1568.885010 Iteration 0F: 2 clusters Score -62978.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -61494.949219 Penalty: 3137.770020 Iteration 0F: 3 clusters Score -61494.95 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -61688.050781 Penalty: 3137.770020 Iteration 1F: 3 clusters Score -61688.05 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -61736.714844 Penalty: 3137.770020 Iteration 2Q: 3 clusters Score -61736.71 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -61761.757812 Penalty: 3137.770020 Iteration 3Q: 3 clusters Score -61761.76 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -61790.945312 Penalty: 3137.770020 Iteration 4Q: 3 clusters Score -61790.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -61799.074219 Penalty: 3137.770020 Iteration 5Q: 3 clusters Score -61799.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -61806.390625 Penalty: 3137.770020 Iteration 6Q: 3 clusters Score -61806.39 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -61817.550781 Penalty: 3137.770020 Iteration 7Q: 3 clusters Score -61817.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -61824.722656 Penalty: 3137.770020 Iteration 8Q: 3 clusters Score -61824.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -61827.148438 Penalty: 3137.770020 Iteration 9Q: 3 clusters Score -61827.15 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -61827.804688 Penalty: 3137.770020 Iteration 10Q: 3 clusters Score -61827.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -61829.527344 Penalty: 3137.770020 Iteration 11Q: 3 clusters Score -61829.53 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -61837.773438 Penalty: 3137.770020 Iteration 12Q: 3 clusters Score -61837.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 382 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -61849.824219 Penalty: 3137.770020 Iteration 13Q: 3 clusters Score -61849.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -61862.257812 Penalty: 3137.770020 Iteration 14Q: 3 clusters Score -61862.26 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -61871.156250 Penalty: 3137.770020 Iteration 15Q: 3 clusters Score -61871.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -61873.878906 Penalty: 3137.770020 Iteration 16Q: 3 clusters Score -61873.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -61875.445312 Penalty: 3137.770020 Iteration 17Q: 3 clusters Score -61875.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -61880.632812 Penalty: 3137.770020 Iteration 18Q: 3 clusters Score -61880.63 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -61885.203125 Penalty: 3137.770020 Iteration 19Q: 3 clusters Score -61885.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -61896.203125 Penalty: 3137.770020 Iteration 20F: 3 clusters Score -61896.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -61904.070312 Penalty: 3137.770020 Iteration 21Q: 3 clusters Score -61904.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -61910.886719 Penalty: 3137.770020 Iteration 22Q: 3 clusters Score -61910.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -61911.972656 Penalty: 3137.770020 Iteration 23Q: 3 clusters Score -61911.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -61911.972656 Penalty: 3137.770020 Iteration 24F: 3 clusters Score -61911.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (15118 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15118 members Entering Unmasked Estep Score: -1961155.750000 Penalty: 2386.663086 Iteration 0F: 2 clusters Score -1961156 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7521 members Mstep: Class 2 contains 7597 members Entering Unmasked Estep Score: -1950227.250000 Penalty: 4773.326172 Iteration 0F: 3 clusters Score -1950227 nChanged 6493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7528 members Mstep: Class 2 contains 7590 members Entering Unmasked Estep Score: -1953647.875000 Penalty: 4773.326172 Iteration 1F: 3 clusters Score -1953648 nChanged 870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7526 members Mstep: Class 2 contains 7592 members Entering Unmasked Estep Score: -1953992.375000 Penalty: 4773.326172 Iteration 2F: 3 clusters Score -1953992 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7540 members Mstep: Class 2 contains 7578 members Entering Unmasked Estep Score: -1954242.500000 Penalty: 4773.326172 Iteration 3Q: 3 clusters Score -1954242 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7550 members Mstep: Class 2 contains 7568 members Entering Unmasked Estep Score: -1954438.875000 Penalty: 4773.326172 Iteration 4Q: 3 clusters Score -1954439 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7543 members Mstep: Class 2 contains 7575 members Entering Unmasked Estep Score: -1954589.250000 Penalty: 4773.326172 Iteration 5Q: 3 clusters Score -1954589 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7544 members Mstep: Class 2 contains 7574 members Entering Unmasked Estep Score: -1954702.125000 Penalty: 4773.326172 Iteration 6Q: 3 clusters Score -1954702 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7512 members Mstep: Class 2 contains 7606 members Entering Unmasked Estep Score: -1954782.125000 Penalty: 4773.326172 Iteration 7Q: 3 clusters Score -1954782 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7455 members Mstep: Class 2 contains 7663 members Entering Unmasked Estep Score: -1954848.625000 Penalty: 4773.326172 Iteration 8Q: 3 clusters Score -1954849 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7393 members Mstep: Class 2 contains 7725 members Entering Unmasked Estep Score: -1954901.875000 Penalty: 4773.326172 Iteration 9Q: 3 clusters Score -1954902 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7329 members Mstep: Class 2 contains 7789 members Entering Unmasked Estep Score: -1954949.875000 Penalty: 4773.326172 Iteration 10Q: 3 clusters Score -1954950 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7261 members Mstep: Class 2 contains 7857 members Entering Unmasked Estep Score: -1954992.375000 Penalty: 4773.326172 Iteration 11Q: 3 clusters Score -1954992 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7177 members Mstep: Class 2 contains 7941 members Entering Unmasked Estep Score: -1955026.375000 Penalty: 4773.326172 Iteration 12Q: 3 clusters Score -1955026 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7095 members Mstep: Class 2 contains 8023 members Entering Unmasked Estep Score: -1955069.125000 Penalty: 4773.326172 Iteration 13Q: 3 clusters Score -1955069 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6983 members Mstep: Class 2 contains 8135 members Entering Unmasked Estep Score: -1955113.875000 Penalty: 4773.326172 Iteration 14Q: 3 clusters Score -1955114 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6870 members Mstep: Class 2 contains 8248 members Entering Unmasked Estep Score: -1955165.375000 Penalty: 4773.326172 Iteration 15Q: 3 clusters Score -1955165 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Mstep: Class 2 contains 8373 members Entering Unmasked Estep Score: -1955221.000000 Penalty: 4773.326172 Iteration 16Q: 3 clusters Score -1955221 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6613 members Mstep: Class 2 contains 8505 members Entering Unmasked Estep Score: -1955285.625000 Penalty: 4773.326172 Iteration 17Q: 3 clusters Score -1955286 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6455 members Mstep: Class 2 contains 8663 members Entering Unmasked Estep Score: -1955371.750000 Penalty: 4773.326172 Iteration 18Q: 3 clusters Score -1955372 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6246 members Mstep: Class 2 contains 8872 members Entering Unmasked Estep Score: -1955497.500000 Penalty: 4773.326172 Iteration 19Q: 3 clusters Score -1955498 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5987 members Mstep: Class 2 contains 9131 members Entering Unmasked Estep Score: -1955648.500000 Penalty: 4773.326172 Iteration 20F: 3 clusters Score -1955648 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 9444 members Entering Unmasked Estep Score: -1955822.875000 Penalty: 4773.326172 Iteration 21Q: 3 clusters Score -1955823 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5352 members Mstep: Class 2 contains 9766 members Entering Unmasked Estep Score: -1956032.000000 Penalty: 4773.326172 Iteration 22Q: 3 clusters Score -1956032 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4959 members Mstep: Class 2 contains 10159 members Entering Unmasked Estep Score: -1956285.750000 Penalty: 4773.326172 Iteration 23Q: 3 clusters Score -1956286 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4569 members Mstep: Class 2 contains 10549 members Entering Unmasked Estep Score: -1956535.875000 Penalty: 4773.326172 Iteration 24Q: 3 clusters Score -1956536 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 10969 members Entering Unmasked Estep Score: -1956797.875000 Penalty: 4773.326172 Iteration 25Q: 3 clusters Score -1956798 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3722 members Mstep: Class 2 contains 11396 members Entering Unmasked Estep Score: -1957048.875000 Penalty: 4773.326172 Iteration 26Q: 3 clusters Score -1957049 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3322 members Mstep: Class 2 contains 11796 members Entering Unmasked Estep Score: -1957295.375000 Penalty: 4773.326172 Iteration 27Q: 3 clusters Score -1957295 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 12191 members Entering Unmasked Estep Score: -1957542.000000 Penalty: 4773.326172 Iteration 28Q: 3 clusters Score -1957542 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 12555 members Entering Unmasked Estep Score: -1957756.250000 Penalty: 4773.326172 Iteration 29Q: 3 clusters Score -1957756 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 12871 members Entering Unmasked Estep Score: -1957939.750000 Penalty: 4773.326172 Iteration 30Q: 3 clusters Score -1957940 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1962 members Mstep: Class 2 contains 13156 members Entering Unmasked Estep Score: -1958107.750000 Penalty: 4773.326172 Iteration 31Q: 3 clusters Score -1958108 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 13418 members Entering Unmasked Estep Score: -1958271.500000 Penalty: 4773.326172 Iteration 32Q: 3 clusters Score -1958272 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 13655 members Entering Unmasked Estep Score: -1958422.125000 Penalty: 4773.326172 Iteration 33Q: 3 clusters Score -1958422 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 13846 members Entering Unmasked Estep Score: -1958528.250000 Penalty: 4773.326172 Iteration 34Q: 3 clusters Score -1958528 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 13990 members Entering Unmasked Estep Score: -1958630.000000 Penalty: 4773.326172 Iteration 35Q: 3 clusters Score -1958630 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 14125 members Entering Unmasked Estep Score: -1958717.875000 Penalty: 4773.326172 Iteration 36Q: 3 clusters Score -1958718 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 14226 members Entering Unmasked Estep Score: -1958782.875000 Penalty: 4773.326172 Iteration 37Q: 3 clusters Score -1958783 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 14290 members Entering Unmasked Estep Score: -1958825.750000 Penalty: 4773.326172 Iteration 38Q: 3 clusters Score -1958826 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 14344 members Entering Unmasked Estep Score: -1958862.625000 Penalty: 4773.326172 Iteration 39Q: 3 clusters Score -1958863 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 14393 members Entering Unmasked Estep Score: -1958905.000000 Penalty: 4773.326172 Iteration 40F: 3 clusters Score -1958905 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 14430 members Entering Unmasked Estep Score: -1958938.000000 Penalty: 4773.326172 Iteration 41Q: 3 clusters Score -1958938 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 14465 members Entering Unmasked Estep Score: -1958969.625000 Penalty: 4773.326172 Iteration 42Q: 3 clusters Score -1958970 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 14504 members Entering Unmasked Estep Score: -1959004.375000 Penalty: 4773.326172 Iteration 43Q: 3 clusters Score -1959004 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 14532 members Entering Unmasked Estep Score: -1959031.625000 Penalty: 4773.326172 Iteration 44Q: 3 clusters Score -1959032 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 14552 members Entering Unmasked Estep Score: -1959060.875000 Penalty: 4773.326172 Iteration 45Q: 3 clusters Score -1959061 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 14577 members Entering Unmasked Estep Score: -1959082.875000 Penalty: 4773.326172 Iteration 46Q: 3 clusters Score -1959083 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 14595 members Entering Unmasked Estep Score: -1959097.375000 Penalty: 4773.326172 Iteration 47Q: 3 clusters Score -1959097 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 14611 members Entering Unmasked Estep Score: -1959112.875000 Penalty: 4773.326172 Iteration 48Q: 3 clusters Score -1959113 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 14622 members Entering Unmasked Estep Score: -1959124.250000 Penalty: 4773.326172 Iteration 49Q: 3 clusters Score -1959124 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 14630 members Entering Unmasked Estep Score: -1959130.625000 Penalty: 4773.326172 Iteration 50Q: 3 clusters Score -1959131 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 14639 members Entering Unmasked Estep Score: -1959139.375000 Penalty: 4773.326172 Iteration 51Q: 3 clusters Score -1959139 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 14645 members Entering Unmasked Estep Score: -1959141.375000 Penalty: 4773.326172 Iteration 52Q: 3 clusters Score -1959141 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 14649 members Entering Unmasked Estep Score: -1959145.250000 Penalty: 4773.326172 Iteration 53Q: 3 clusters Score -1959145 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 14649 members Entering Unmasked Estep Score: -1959147.125000 Penalty: 4773.326172 Iteration 54Q: 3 clusters Score -1959147 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 14651 members Entering Unmasked Estep Score: -1959149.125000 Penalty: 4773.326172 Iteration 55Q: 3 clusters Score -1959149 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 14654 members Entering Unmasked Estep Score: -1959149.500000 Penalty: 4773.326172 Iteration 56Q: 3 clusters Score -1959150 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 14655 members Entering Unmasked Estep Score: -1959149.625000 Penalty: 4773.326172 Iteration 57Q: 3 clusters Score -1959150 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 14656 members Entering Unmasked Estep Score: -1959153.250000 Penalty: 4773.326172 Iteration 58Q: 3 clusters Score -1959153 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 14658 members Entering Unmasked Estep Score: -1959152.125000 Penalty: 4773.326172 Iteration 59Q: 3 clusters Score -1959152 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 14660 members Entering Unmasked Estep Score: -1959155.000000 Penalty: 4773.326172 Iteration 60F: 3 clusters Score -1959155 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (22506 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22506 members Entering Unmasked Estep Score: -2800267.000000 Penalty: 2485.341064 Iteration 0F: 2 clusters Score -2800267 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11296 members Mstep: Class 2 contains 11210 members Entering Unmasked Estep Score: -2784603.250000 Penalty: 4970.682129 Iteration 0F: 3 clusters Score -2784603 nChanged 10049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11565 members Mstep: Class 2 contains 10941 members Entering Unmasked Estep Score: -2789934.750000 Penalty: 4970.682129 Iteration 1F: 3 clusters Score -2789935 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11678 members Mstep: Class 2 contains 10828 members Entering Unmasked Estep Score: -2790305.500000 Penalty: 4970.682129 Iteration 2F: 3 clusters Score -2790306 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11847 members Mstep: Class 2 contains 10659 members Entering Unmasked Estep Score: -2790580.750000 Penalty: 4970.682129 Iteration 3Q: 3 clusters Score -2790581 nChanged 766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12085 members Mstep: Class 2 contains 10421 members Entering Unmasked Estep Score: -2790806.500000 Penalty: 4970.682129 Iteration 4Q: 3 clusters Score -2790806 nChanged 723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12364 members Mstep: Class 2 contains 10142 members Entering Unmasked Estep Score: -2791031.750000 Penalty: 4970.682129 Iteration 5Q: 3 clusters Score -2791032 nChanged 690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12716 members Mstep: Class 2 contains 9790 members Entering Unmasked Estep Score: -2791268.250000 Penalty: 4970.682129 Iteration 6Q: 3 clusters Score -2791268 nChanged 732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13214 members Mstep: Class 2 contains 9292 members Entering Unmasked Estep Score: -2791539.500000 Penalty: 4970.682129 Iteration 7Q: 3 clusters Score -2791540 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13793 members Mstep: Class 2 contains 8713 members Entering Unmasked Estep Score: -2791890.000000 Penalty: 4970.682129 Iteration 8Q: 3 clusters Score -2791890 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14529 members Mstep: Class 2 contains 7977 members Entering Unmasked Estep Score: -2792365.750000 Penalty: 4970.682129 Iteration 9Q: 3 clusters Score -2792366 nChanged 1078 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15467 members Mstep: Class 2 contains 7039 members Entering Unmasked Estep Score: -2792995.750000 Penalty: 4970.682129 Iteration 10Q: 3 clusters Score -2792996 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16529 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -2793792.750000 Penalty: 4970.682129 Iteration 11F: 3 clusters Score -2793793 nChanged 1187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17648 members Mstep: Class 2 contains 4858 members Entering Unmasked Estep Score: -2794715.250000 Penalty: 4970.682129 Iteration 12F: 3 clusters Score -2794715 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18685 members Mstep: Class 2 contains 3821 members Entering Unmasked Estep Score: -2795664.750000 Penalty: 4970.682129 Iteration 13Q: 3 clusters Score -2795665 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19472 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -2796374.750000 Penalty: 4970.682129 Iteration 14Q: 3 clusters Score -2796375 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20051 members Mstep: Class 2 contains 2455 members Entering Unmasked Estep Score: -2796909.250000 Penalty: 4970.682129 Iteration 15Q: 3 clusters Score -2796909 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20446 members Mstep: Class 2 contains 2060 members Entering Unmasked Estep Score: -2797267.500000 Penalty: 4970.682129 Iteration 16Q: 3 clusters Score -2797268 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20719 members Mstep: Class 2 contains 1787 members Entering Unmasked Estep Score: -2797514.750000 Penalty: 4970.682129 Iteration 17Q: 3 clusters Score -2797515 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20932 members Mstep: Class 2 contains 1574 members Entering Unmasked Estep Score: -2797685.500000 Penalty: 4970.682129 Iteration 18Q: 3 clusters Score -2797686 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21089 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -2797812.000000 Penalty: 4970.682129 Iteration 19Q: 3 clusters Score -2797812 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21214 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -2797911.750000 Penalty: 4970.682129 Iteration 20F: 3 clusters Score -2797912 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21306 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -2797978.750000 Penalty: 4970.682129 Iteration 21Q: 3 clusters Score -2797979 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21376 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -2798025.000000 Penalty: 4970.682129 Iteration 22Q: 3 clusters Score -2798025 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21438 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -2798055.250000 Penalty: 4970.682129 Iteration 23Q: 3 clusters Score -2798055 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21482 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -2798084.250000 Penalty: 4970.682129 Iteration 24Q: 3 clusters Score -2798084 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21511 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -2798105.250000 Penalty: 4970.682129 Iteration 25Q: 3 clusters Score -2798105 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21535 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -2798115.500000 Penalty: 4970.682129 Iteration 26Q: 3 clusters Score -2798116 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21554 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -2798126.500000 Penalty: 4970.682129 Iteration 27Q: 3 clusters Score -2798126 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21570 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -2798135.750000 Penalty: 4970.682129 Iteration 28Q: 3 clusters Score -2798136 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21590 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -2798155.000000 Penalty: 4970.682129 Iteration 29Q: 3 clusters Score -2798155 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21608 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -2798165.250000 Penalty: 4970.682129 Iteration 30Q: 3 clusters Score -2798165 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21628 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -2798186.250000 Penalty: 4970.682129 Iteration 31Q: 3 clusters Score -2798186 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21637 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -2798191.250000 Penalty: 4970.682129 Iteration 32Q: 3 clusters Score -2798191 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21647 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -2798186.250000 Penalty: 4970.682129 Iteration 33Q: 3 clusters Score -2798186 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21659 members Mstep: Class 2 contains 847 members Entering Unmasked Estep Score: -2798199.000000 Penalty: 4970.682129 Iteration 34Q: 3 clusters Score -2798199 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21671 members Mstep: Class 2 contains 835 members Entering Unmasked Estep Score: -2798204.500000 Penalty: 4970.682129 Iteration 35Q: 3 clusters Score -2798204 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21674 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -2798202.500000 Penalty: 4970.682129 Iteration 36Q: 3 clusters Score -2798202 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21677 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -2798209.750000 Penalty: 4970.682129 Iteration 37Q: 3 clusters Score -2798210 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21686 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -2798213.000000 Penalty: 4970.682129 Iteration 38Q: 3 clusters Score -2798213 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21688 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -2798215.500000 Penalty: 4970.682129 Iteration 39Q: 3 clusters Score -2798216 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21688 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -2798216.750000 Penalty: 4970.682129 Iteration 40F: 3 clusters Score -2798217 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21689 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -2798215.500000 Penalty: 4970.682129 Iteration 41Q: 3 clusters Score -2798216 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21692 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -2798221.500000 Penalty: 4970.682129 Iteration 42Q: 3 clusters Score -2798222 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21693 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -2798221.250000 Penalty: 4970.682129 Iteration 43Q: 3 clusters Score -2798221 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21693 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -2798221.250000 Penalty: 4970.682129 Iteration 44F: 3 clusters Score -2798221 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (24172 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24172 members Entering Unmasked Estep Score: -3104279.750000 Penalty: 2503.051514 Iteration 0F: 2 clusters Score -3104280 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12065 members Mstep: Class 2 contains 12107 members Entering Unmasked Estep Score: -3087361.500000 Penalty: 5006.103027 Iteration 0F: 3 clusters Score -3087362 nChanged 10849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12108 members Mstep: Class 2 contains 12064 members Entering Unmasked Estep Score: -3093154.500000 Penalty: 5006.103027 Iteration 1F: 3 clusters Score -3093154 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12133 members Mstep: Class 2 contains 12039 members Entering Unmasked Estep Score: -3093497.500000 Penalty: 5006.103027 Iteration 2Q: 3 clusters Score -3093498 nChanged 968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12163 members Mstep: Class 2 contains 12009 members Entering Unmasked Estep Score: -3093792.500000 Penalty: 5006.103027 Iteration 3Q: 3 clusters Score -3093792 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12228 members Mstep: Class 2 contains 11944 members Entering Unmasked Estep Score: -3094064.750000 Penalty: 5006.103027 Iteration 4Q: 3 clusters Score -3094065 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12271 members Mstep: Class 2 contains 11901 members Entering Unmasked Estep Score: -3094300.500000 Penalty: 5006.103027 Iteration 5Q: 3 clusters Score -3094300 nChanged 775 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12292 members Mstep: Class 2 contains 11880 members Entering Unmasked Estep Score: -3094509.000000 Penalty: 5006.103027 Iteration 6Q: 3 clusters Score -3094509 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12313 members Mstep: Class 2 contains 11859 members Entering Unmasked Estep Score: -3094727.000000 Penalty: 5006.103027 Iteration 7Q: 3 clusters Score -3094727 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12345 members Mstep: Class 2 contains 11827 members Entering Unmasked Estep Score: -3094913.000000 Penalty: 5006.103027 Iteration 8Q: 3 clusters Score -3094913 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12369 members Mstep: Class 2 contains 11803 members Entering Unmasked Estep Score: -3095086.500000 Penalty: 5006.103027 Iteration 9Q: 3 clusters Score -3095086 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12390 members Mstep: Class 2 contains 11782 members Entering Unmasked Estep Score: -3095250.250000 Penalty: 5006.103027 Iteration 10Q: 3 clusters Score -3095250 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12433 members Mstep: Class 2 contains 11739 members Entering Unmasked Estep Score: -3095397.250000 Penalty: 5006.103027 Iteration 11Q: 3 clusters Score -3095397 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12447 members Mstep: Class 2 contains 11725 members Entering Unmasked Estep Score: -3095519.500000 Penalty: 5006.103027 Iteration 12Q: 3 clusters Score -3095520 nChanged 503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12440 members Mstep: Class 2 contains 11732 members Entering Unmasked Estep Score: -3095667.750000 Penalty: 5006.103027 Iteration 13Q: 3 clusters Score -3095668 nChanged 508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12448 members Mstep: Class 2 contains 11724 members Entering Unmasked Estep Score: -3095813.250000 Penalty: 5006.103027 Iteration 14Q: 3 clusters Score -3095813 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12436 members Mstep: Class 2 contains 11736 members Entering Unmasked Estep Score: -3095963.750000 Penalty: 5006.103027 Iteration 15Q: 3 clusters Score -3095964 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12432 members Mstep: Class 2 contains 11740 members Entering Unmasked Estep Score: -3096128.250000 Penalty: 5006.103027 Iteration 16Q: 3 clusters Score -3096128 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12423 members Mstep: Class 2 contains 11749 members Entering Unmasked Estep Score: -3096293.750000 Penalty: 5006.103027 Iteration 17Q: 3 clusters Score -3096294 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12419 members Mstep: Class 2 contains 11753 members Entering Unmasked Estep Score: -3096476.500000 Penalty: 5006.103027 Iteration 18Q: 3 clusters Score -3096476 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12420 members Mstep: Class 2 contains 11752 members Entering Unmasked Estep Score: -3096649.750000 Penalty: 5006.103027 Iteration 19Q: 3 clusters Score -3096650 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12402 members Mstep: Class 2 contains 11770 members Entering Unmasked Estep Score: -3096883.000000 Penalty: 5006.103027 Iteration 20F: 3 clusters Score -3096883 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12352 members Mstep: Class 2 contains 11820 members Entering Unmasked Estep Score: -3097150.500000 Penalty: 5006.103027 Iteration 21Q: 3 clusters Score -3097150 nChanged 682 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12320 members Mstep: Class 2 contains 11852 members Entering Unmasked Estep Score: -3097424.250000 Penalty: 5006.103027 Iteration 22Q: 3 clusters Score -3097424 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12302 members Mstep: Class 2 contains 11870 members Entering Unmasked Estep Score: -3097697.000000 Penalty: 5006.103027 Iteration 23Q: 3 clusters Score -3097697 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12298 members Mstep: Class 2 contains 11874 members Entering Unmasked Estep Score: -3097874.500000 Penalty: 5006.103027 Iteration 24Q: 3 clusters Score -3097874 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12323 members Mstep: Class 2 contains 11849 members Entering Unmasked Estep Score: -3097991.750000 Penalty: 5006.103027 Iteration 25Q: 3 clusters Score -3097992 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12366 members Mstep: Class 2 contains 11806 members Entering Unmasked Estep Score: -3098094.500000 Penalty: 5006.103027 Iteration 26Q: 3 clusters Score -3098094 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12405 members Mstep: Class 2 contains 11767 members Entering Unmasked Estep Score: -3098143.750000 Penalty: 5006.103027 Iteration 27Q: 3 clusters Score -3098144 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12433 members Mstep: Class 2 contains 11739 members Entering Unmasked Estep Score: -3098206.000000 Penalty: 5006.103027 Iteration 28Q: 3 clusters Score -3098206 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12460 members Mstep: Class 2 contains 11712 members Entering Unmasked Estep Score: -3098246.000000 Penalty: 5006.103027 Iteration 29Q: 3 clusters Score -3098246 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12493 members Mstep: Class 2 contains 11679 members Entering Unmasked Estep Score: -3098273.750000 Penalty: 5006.103027 Iteration 30Q: 3 clusters Score -3098274 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12517 members Mstep: Class 2 contains 11655 members Entering Unmasked Estep Score: -3098292.750000 Penalty: 5006.103027 Iteration 31Q: 3 clusters Score -3098293 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12544 members Mstep: Class 2 contains 11628 members Entering Unmasked Estep Score: -3098292.750000 Penalty: 5006.103027 Iteration 32Q: 3 clusters Score -3098293 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12582 members Mstep: Class 2 contains 11590 members Entering Unmasked Estep Score: -3098309.750000 Penalty: 5006.103027 Iteration 33Q: 3 clusters Score -3098310 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12639 members Mstep: Class 2 contains 11533 members Entering Unmasked Estep Score: -3098328.750000 Penalty: 5006.103027 Iteration 34Q: 3 clusters Score -3098329 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12693 members Mstep: Class 2 contains 11479 members Entering Unmasked Estep Score: -3098341.250000 Penalty: 5006.103027 Iteration 35Q: 3 clusters Score -3098341 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12741 members Mstep: Class 2 contains 11431 members Entering Unmasked Estep Score: -3098350.500000 Penalty: 5006.103027 Iteration 36Q: 3 clusters Score -3098350 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12795 members Mstep: Class 2 contains 11377 members Entering Unmasked Estep Score: -3098356.750000 Penalty: 5006.103027 Iteration 37Q: 3 clusters Score -3098357 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12849 members Mstep: Class 2 contains 11323 members Entering Unmasked Estep Score: -3098365.250000 Penalty: 5006.103027 Iteration 38Q: 3 clusters Score -3098365 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12886 members Mstep: Class 2 contains 11286 members Entering Unmasked Estep Score: -3098369.250000 Penalty: 5006.103027 Iteration 39Q: 3 clusters Score -3098369 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12932 members Mstep: Class 2 contains 11240 members Entering Unmasked Estep Score: -3098387.000000 Penalty: 5006.103027 Iteration 40F: 3 clusters Score -3098387 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12964 members Mstep: Class 2 contains 11208 members Entering Unmasked Estep Score: -3098391.500000 Penalty: 5006.103027 Iteration 41Q: 3 clusters Score -3098392 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12983 members Mstep: Class 2 contains 11189 members Entering Unmasked Estep Score: -3098399.250000 Penalty: 5006.103027 Iteration 42Q: 3 clusters Score -3098399 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13014 members Mstep: Class 2 contains 11158 members Entering Unmasked Estep Score: -3098399.250000 Penalty: 5006.103027 Iteration 43Q: 3 clusters Score -3098399 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13053 members Mstep: Class 2 contains 11119 members Entering Unmasked Estep Score: -3098403.750000 Penalty: 5006.103027 Iteration 44Q: 3 clusters Score -3098404 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13103 members Mstep: Class 2 contains 11069 members Entering Unmasked Estep Score: -3098409.250000 Penalty: 5006.103027 Iteration 45Q: 3 clusters Score -3098409 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13160 members Mstep: Class 2 contains 11012 members Entering Unmasked Estep Score: -3098419.750000 Penalty: 5006.103027 Iteration 46Q: 3 clusters Score -3098420 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13216 members Mstep: Class 2 contains 10956 members Entering Unmasked Estep Score: -3098424.500000 Penalty: 5006.103027 Iteration 47Q: 3 clusters Score -3098424 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13268 members Mstep: Class 2 contains 10904 members Entering Unmasked Estep Score: -3098435.250000 Penalty: 5006.103027 Iteration 48Q: 3 clusters Score -3098435 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13310 members Mstep: Class 2 contains 10862 members Entering Unmasked Estep Score: -3098447.000000 Penalty: 5006.103027 Iteration 49Q: 3 clusters Score -3098447 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13334 members Mstep: Class 2 contains 10838 members Entering Unmasked Estep Score: -3098447.000000 Penalty: 5006.103027 Iteration 50Q: 3 clusters Score -3098447 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13358 members Mstep: Class 2 contains 10814 members Entering Unmasked Estep Score: -3098450.250000 Penalty: 5006.103027 Iteration 51Q: 3 clusters Score -3098450 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13387 members Mstep: Class 2 contains 10785 members Entering Unmasked Estep Score: -3098444.750000 Penalty: 5006.103027 Iteration 52Q: 3 clusters Score -3098445 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13405 members Mstep: Class 2 contains 10767 members Entering Unmasked Estep Score: -3098444.250000 Penalty: 5006.103027 Iteration 53Q: 3 clusters Score -3098444 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13432 members Mstep: Class 2 contains 10740 members Entering Unmasked Estep Score: -3098443.750000 Penalty: 5006.103027 Iteration 54Q: 3 clusters Score -3098444 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13454 members Mstep: Class 2 contains 10718 members Entering Unmasked Estep Score: -3098448.500000 Penalty: 5006.103027 Iteration 55Q: 3 clusters Score -3098448 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13477 members Mstep: Class 2 contains 10695 members Entering Unmasked Estep Score: -3098457.000000 Penalty: 5006.103027 Iteration 56Q: 3 clusters Score -3098457 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13493 members Mstep: Class 2 contains 10679 members Entering Unmasked Estep Score: -3098464.250000 Penalty: 5006.103027 Iteration 57Q: 3 clusters Score -3098464 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13509 members Mstep: Class 2 contains 10663 members Entering Unmasked Estep 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Entering Unmasked Estep Score: -3098461.250000 Penalty: 5006.103027 Iteration 62Q: 3 clusters Score -3098461 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13610 members Mstep: Class 2 contains 10562 members Entering Unmasked Estep Score: -3098472.000000 Penalty: 5006.103027 Iteration 63Q: 3 clusters Score -3098472 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13631 members Mstep: Class 2 contains 10541 members Entering Unmasked Estep Score: -3098479.500000 Penalty: 5006.103027 Iteration 64Q: 3 clusters Score -3098480 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13651 members Mstep: Class 2 contains 10521 members Entering Unmasked Estep Score: -3098473.000000 Penalty: 5006.103027 Iteration 65Q: 3 clusters Score -3098473 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13668 members Mstep: Class 2 contains 10504 members Entering Unmasked Estep Score: -3098480.750000 Penalty: 5006.103027 Iteration 66Q: 3 clusters Score -3098481 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13684 members Mstep: Class 2 contains 10488 members Entering Unmasked Estep Score: -3098480.500000 Penalty: 5006.103027 Iteration 67Q: 3 clusters Score -3098480 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13707 members Mstep: Class 2 contains 10465 members Entering Unmasked Estep Score: -3098479.500000 Penalty: 5006.103027 Iteration 68Q: 3 clusters Score -3098480 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13734 members Mstep: Class 2 contains 10438 members Entering Unmasked Estep Score: -3098478.750000 Penalty: 5006.103027 Iteration 69Q: 3 clusters Score -3098479 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13774 members Mstep: Class 2 contains 10398 members Entering Unmasked Estep Score: -3098480.500000 Penalty: 5006.103027 Iteration 70Q: 3 clusters Score -3098480 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13830 members Mstep: Class 2 contains 10342 members Entering Unmasked Estep Score: -3098485.000000 Penalty: 5006.103027 Iteration 71Q: 3 clusters Score -3098485 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13882 members Mstep: Class 2 contains 10290 members Entering Unmasked Estep Score: -3098492.500000 Penalty: 5006.103027 Iteration 72Q: 3 clusters Score -3098492 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13931 members Mstep: Class 2 contains 10241 members Entering Unmasked Estep Score: -3098494.000000 Penalty: 5006.103027 Iteration 73Q: 3 clusters Score -3098494 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13985 members Mstep: Class 2 contains 10187 members Entering Unmasked Estep Score: -3098489.750000 Penalty: 5006.103027 Iteration 74Q: 3 clusters Score -3098490 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14041 members Mstep: Class 2 contains 10131 members Entering Unmasked Estep Score: -3098500.500000 Penalty: 5006.103027 Iteration 75Q: 3 clusters Score -3098500 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14107 members Mstep: Class 2 contains 10065 members Entering Unmasked Estep Score: -3098520.500000 Penalty: 5006.103027 Iteration 76Q: 3 clusters Score -3098520 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14176 members Mstep: Class 2 contains 9996 members Entering Unmasked Estep Score: -3098521.000000 Penalty: 5006.103027 Iteration 77Q: 3 clusters Score -3098521 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14242 members Mstep: Class 2 contains 9930 members Entering Unmasked Estep Score: -3098524.500000 Penalty: 5006.103027 Iteration 78Q: 3 clusters Score -3098524 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14317 members Mstep: Class 2 contains 9855 members Entering Unmasked Estep Score: -3098541.000000 Penalty: 5006.103027 Iteration 79Q: 3 clusters Score -3098541 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14380 members Mstep: Class 2 contains 9792 members Entering Unmasked Estep Score: -3098546.000000 Penalty: 5006.103027 Iteration 80F: 3 clusters Score -3098546 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14448 members Mstep: Class 2 contains 9724 members Entering Unmasked Estep Score: -3098563.500000 Penalty: 5006.103027 Iteration 81Q: 3 clusters Score -3098564 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14533 members Mstep: Class 2 contains 9639 members Entering Unmasked Estep Score: -3098576.500000 Penalty: 5006.103027 Iteration 82Q: 3 clusters Score -3098576 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14612 members Mstep: Class 2 contains 9560 members Entering Unmasked Estep Score: -3098582.250000 Penalty: 5006.103027 Iteration 83Q: 3 clusters Score -3098582 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14677 members Mstep: Class 2 contains 9495 members Entering Unmasked Estep Score: -3098578.250000 Penalty: 5006.103027 Iteration 84Q: 3 clusters Score -3098578 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14733 members Mstep: Class 2 contains 9439 members Entering Unmasked Estep Score: -3098590.500000 Penalty: 5006.103027 Iteration 85Q: 3 clusters Score -3098590 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14805 members Mstep: Class 2 contains 9367 members Entering Unmasked Estep Score: -3098604.250000 Penalty: 5006.103027 Iteration 86Q: 3 clusters Score -3098604 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14884 members Mstep: Class 2 contains 9288 members Entering Unmasked Estep Score: -3098612.500000 Penalty: 5006.103027 Iteration 87Q: 3 clusters Score -3098612 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14959 members Mstep: Class 2 contains 9213 members Entering Unmasked Estep Score: -3098623.000000 Penalty: 5006.103027 Iteration 88Q: 3 clusters Score -3098623 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15046 members Mstep: Class 2 contains 9126 members Entering Unmasked Estep Score: -3098640.000000 Penalty: 5006.103027 Iteration 89Q: 3 clusters Score -3098640 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15147 members Mstep: Class 2 contains 9025 members Entering Unmasked Estep Score: -3098659.250000 Penalty: 5006.103027 Iteration 90Q: 3 clusters Score -3098659 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15257 members Mstep: Class 2 contains 8915 members Entering Unmasked Estep Score: -3098678.500000 Penalty: 5006.103027 Iteration 91Q: 3 clusters Score -3098678 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15366 members Mstep: Class 2 contains 8806 members Entering Unmasked Estep Score: -3098686.250000 Penalty: 5006.103027 Iteration 92Q: 3 clusters Score -3098686 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15481 members Mstep: Class 2 contains 8691 members Entering Unmasked Estep Score: -3098701.500000 Penalty: 5006.103027 Iteration 93Q: 3 clusters Score -3098702 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15607 members Mstep: Class 2 contains 8565 members Entering Unmasked Estep Score: -3098725.500000 Penalty: 5006.103027 Iteration 94Q: 3 clusters Score -3098726 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15741 members Mstep: Class 2 contains 8431 members Entering Unmasked Estep Score: -3098752.250000 Penalty: 5006.103027 Iteration 95Q: 3 clusters Score -3098752 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15885 members Mstep: Class 2 contains 8287 members Entering Unmasked Estep Score: -3098763.750000 Penalty: 5006.103027 Iteration 96Q: 3 clusters Score -3098764 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16045 members Mstep: Class 2 contains 8127 members Entering Unmasked Estep Score: -3098807.500000 Penalty: 5006.103027 Iteration 97Q: 3 clusters Score -3098808 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16185 members Mstep: Class 2 contains 7987 members Entering Unmasked Estep Score: -3098836.500000 Penalty: 5006.103027 Iteration 98Q: 3 clusters Score -3098836 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16340 members Mstep: Class 2 contains 7832 members Entering Unmasked Estep Score: -3098865.250000 Penalty: 5006.103027 Iteration 99Q: 3 clusters Score -3098865 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16479 members Mstep: Class 2 contains 7693 members Entering Unmasked Estep Score: -3098887.250000 Penalty: 5006.103027 Iteration 100F: 3 clusters Score -3098887 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16628 members Mstep: Class 2 contains 7544 members Entering Unmasked Estep Score: 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Entering Unmasked Estep Score: -3099064.750000 Penalty: 5006.103027 Iteration 105Q: 3 clusters Score -3099065 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17530 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -3099144.500000 Penalty: 5006.103027 Iteration 106Q: 3 clusters Score -3099144 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17777 members Mstep: Class 2 contains 6395 members Entering Unmasked Estep Score: -3099215.250000 Penalty: 5006.103027 Iteration 107Q: 3 clusters Score -3099215 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18058 members Mstep: Class 2 contains 6114 members Entering Unmasked Estep Score: -3099325.250000 Penalty: 5006.103027 Iteration 108Q: 3 clusters Score -3099325 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18344 members Mstep: Class 2 contains 5828 members Entering Unmasked Estep Score: -3099402.750000 Penalty: 5006.103027 Iteration 109Q: 3 clusters Score -3099403 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18644 members Mstep: Class 2 contains 5528 members Entering Unmasked Estep Score: -3099514.500000 Penalty: 5006.103027 Iteration 110Q: 3 clusters Score -3099514 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18958 members Mstep: Class 2 contains 5214 members Entering Unmasked Estep Score: -3099615.250000 Penalty: 5006.103027 Iteration 111Q: 3 clusters Score -3099615 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19289 members Mstep: Class 2 contains 4883 members Entering Unmasked Estep Score: -3099732.250000 Penalty: 5006.103027 Iteration 112Q: 3 clusters Score -3099732 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19629 members Mstep: Class 2 contains 4543 members Entering Unmasked Estep Score: -3099900.250000 Penalty: 5006.103027 Iteration 113Q: 3 clusters Score -3099900 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19987 members Mstep: Class 2 contains 4185 members Entering Unmasked Estep Score: -3100023.500000 Penalty: 5006.103027 Iteration 114Q: 3 clusters Score -3100024 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20334 members Mstep: Class 2 contains 3838 members Entering Unmasked Estep Score: -3100199.750000 Penalty: 5006.103027 Iteration 115Q: 3 clusters Score -3100200 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20701 members Mstep: Class 2 contains 3471 members Entering Unmasked Estep Score: -3100361.250000 Penalty: 5006.103027 Iteration 116Q: 3 clusters Score -3100361 nChanged 354 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21051 members Mstep: Class 2 contains 3121 members Entering Unmasked Estep Score: -3100545.750000 Penalty: 5006.103027 Iteration 117Q: 3 clusters Score -3100546 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21406 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -3100728.250000 Penalty: 5006.103027 Iteration 118Q: 3 clusters Score -3100728 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21714 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -3100894.500000 Penalty: 5006.103027 Iteration 119Q: 3 clusters Score -3100894 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22024 members Mstep: Class 2 contains 2148 members Entering Unmasked Estep Score: -3101085.250000 Penalty: 5006.103027 Iteration 120F: 3 clusters Score -3101085 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22303 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -3101249.000000 Penalty: 5006.103027 Iteration 121Q: 3 clusters Score -3101249 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22531 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -3101389.500000 Penalty: 5006.103027 Iteration 122Q: 3 clusters Score -3101390 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22725 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -3101518.250000 Penalty: 5006.103027 Iteration 123Q: 3 clusters Score -3101518 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22893 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -3101614.750000 Penalty: 5006.103027 Iteration 124Q: 3 clusters Score -3101615 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23022 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -3101684.000000 Penalty: 5006.103027 Iteration 125Q: 3 clusters Score -3101684 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23121 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -3101761.500000 Penalty: 5006.103027 Iteration 126Q: 3 clusters Score -3101762 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23203 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -3101806.500000 Penalty: 5006.103027 Iteration 127Q: 3 clusters Score -3101806 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23274 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -3101864.500000 Penalty: 5006.103027 Iteration 128Q: 3 clusters Score -3101864 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23324 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -3101884.250000 Penalty: 5006.103027 Iteration 129Q: 3 clusters Score -3101884 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23369 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -3101904.000000 Penalty: 5006.103027 Iteration 130Q: 3 clusters Score -3101904 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23404 members Mstep: Class 2 contains 768 members Entering Unmasked Estep Score: -3101927.000000 Penalty: 5006.103027 Iteration 131Q: 3 clusters Score -3101927 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23446 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -3101961.750000 Penalty: 5006.103027 Iteration 132Q: 3 clusters Score -3101962 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23479 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -3101981.750000 Penalty: 5006.103027 Iteration 133Q: 3 clusters Score -3101982 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23506 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -3101998.750000 Penalty: 5006.103027 Iteration 134Q: 3 clusters Score -3101999 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23526 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -3102012.750000 Penalty: 5006.103027 Iteration 135Q: 3 clusters Score -3102013 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23547 members Mstep: Class 2 contains 625 members Entering Unmasked Estep Score: -3102022.750000 Penalty: 5006.103027 Iteration 136Q: 3 clusters Score -3102023 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23561 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -3102025.000000 Penalty: 5006.103027 Iteration 137Q: 3 clusters Score -3102025 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23578 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -3102033.500000 Penalty: 5006.103027 Iteration 138Q: 3 clusters Score -3102034 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23587 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -3102036.500000 Penalty: 5006.103027 Iteration 139Q: 3 clusters Score -3102036 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23597 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -3102042.500000 Penalty: 5006.103027 Iteration 140F: 3 clusters Score -3102042 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23604 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -3102046.250000 Penalty: 5006.103027 Iteration 141Q: 3 clusters Score -3102046 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23608 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -3102053.250000 Penalty: 5006.103027 Iteration 142Q: 3 clusters Score -3102053 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23612 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -3102053.750000 Penalty: 5006.103027 Iteration 143Q: 3 clusters Score -3102054 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23616 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -3102059.250000 Penalty: 5006.103027 Iteration 144Q: 3 clusters Score -3102059 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23617 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -3102057.500000 Penalty: 5006.103027 Iteration 145Q: 3 clusters Score -3102058 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23617 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -3102057.500000 Penalty: 5006.103027 Iteration 146F: 3 clusters Score -3102058 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (19973 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19973 members Entering Unmasked Estep Score: -2578526.500000 Penalty: 2455.729980 Iteration 0F: 2 clusters Score -2578526 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9949 members Mstep: Class 2 contains 10024 members Entering Unmasked Estep Score: -2564500.500000 Penalty: 4911.459961 Iteration 0F: 3 clusters Score -2564500 nChanged 8744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9899 members Mstep: Class 2 contains 10074 members Entering Unmasked Estep Score: -2569096.500000 Penalty: 4911.459961 Iteration 1F: 3 clusters Score -2569096 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9824 members Mstep: Class 2 contains 10149 members Entering Unmasked Estep Score: -2569480.500000 Penalty: 4911.459961 Iteration 2F: 3 clusters Score -2569480 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9699 members Mstep: Class 2 contains 10274 members Entering Unmasked Estep Score: -2569799.500000 Penalty: 4911.459961 Iteration 3Q: 3 clusters Score -2569800 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9512 members Mstep: Class 2 contains 10461 members Entering Unmasked Estep Score: -2570149.250000 Penalty: 4911.459961 Iteration 4Q: 3 clusters Score -2570149 nChanged 846 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9230 members Mstep: Class 2 contains 10743 members Entering Unmasked Estep Score: -2570636.250000 Penalty: 4911.459961 Iteration 5Q: 3 clusters Score -2570636 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8743 members Mstep: Class 2 contains 11230 members Entering Unmasked Estep Score: -2571299.500000 Penalty: 4911.459961 Iteration 6Q: 3 clusters Score -2571300 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8090 members Mstep: Class 2 contains 11883 members Entering Unmasked Estep Score: -2572023.250000 Penalty: 4911.459961 Iteration 7F: 3 clusters Score -2572023 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7230 members Mstep: Class 2 contains 12743 members Entering Unmasked Estep Score: -2572866.000000 Penalty: 4911.459961 Iteration 8F: 3 clusters Score -2572866 nChanged 1261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6241 members Mstep: Class 2 contains 13732 members Entering Unmasked Estep Score: -2573733.250000 Penalty: 4911.459961 Iteration 9F: 3 clusters Score -2573733 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 14743 members Entering Unmasked Estep Score: -2574625.750000 Penalty: 4911.459961 Iteration 10F: 3 clusters Score -2574626 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 15632 members Entering Unmasked Estep Score: -2575409.750000 Penalty: 4911.459961 Iteration 11Q: 3 clusters Score -2575410 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 16338 members Entering Unmasked Estep Score: -2575995.250000 Penalty: 4911.459961 Iteration 12Q: 3 clusters Score -2575995 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3115 members Mstep: Class 2 contains 16858 members Entering Unmasked Estep Score: -2576362.000000 Penalty: 4911.459961 Iteration 13Q: 3 clusters Score -2576362 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 17259 members Entering Unmasked Estep Score: -2576640.500000 Penalty: 4911.459961 Iteration 14Q: 3 clusters Score -2576640 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 17580 members Entering Unmasked Estep Score: -2576827.000000 Penalty: 4911.459961 Iteration 15Q: 3 clusters Score -2576827 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2150 members Mstep: Class 2 contains 17823 members Entering Unmasked Estep Score: -2576965.500000 Penalty: 4911.459961 Iteration 16Q: 3 clusters Score -2576966 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 18015 members Entering Unmasked Estep Score: -2577077.250000 Penalty: 4911.459961 Iteration 17Q: 3 clusters Score -2577077 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1785 members Mstep: Class 2 contains 18188 members Entering Unmasked Estep Score: -2577168.750000 Penalty: 4911.459961 Iteration 18Q: 3 clusters Score -2577169 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 18302 members Entering Unmasked Estep Score: -2577223.500000 Penalty: 4911.459961 Iteration 19Q: 3 clusters Score -2577224 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 18400 members Entering Unmasked Estep Score: -2577264.250000 Penalty: 4911.459961 Iteration 20F: 3 clusters Score -2577264 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 18486 members Entering Unmasked Estep Score: -2577310.000000 Penalty: 4911.459961 Iteration 21Q: 3 clusters Score -2577310 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 18556 members Entering Unmasked Estep Score: -2577345.500000 Penalty: 4911.459961 Iteration 22Q: 3 clusters Score -2577346 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 18632 members Entering Unmasked Estep Score: -2577385.750000 Penalty: 4911.459961 Iteration 23Q: 3 clusters Score -2577386 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1284 members Mstep: Class 2 contains 18689 members Entering Unmasked Estep Score: -2577408.250000 Penalty: 4911.459961 Iteration 24Q: 3 clusters Score -2577408 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1234 members Mstep: Class 2 contains 18739 members Entering Unmasked Estep Score: -2577431.750000 Penalty: 4911.459961 Iteration 25Q: 3 clusters Score -2577432 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 18775 members Entering Unmasked Estep Score: -2577453.750000 Penalty: 4911.459961 Iteration 26Q: 3 clusters Score -2577454 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 18804 members Entering Unmasked Estep Score: -2577462.500000 Penalty: 4911.459961 Iteration 27Q: 3 clusters Score -2577462 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 18827 members Entering Unmasked Estep Score: -2577475.000000 Penalty: 4911.459961 Iteration 28Q: 3 clusters Score -2577475 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 18841 members Entering Unmasked Estep Score: -2577487.000000 Penalty: 4911.459961 Iteration 29Q: 3 clusters Score -2577487 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 18857 members Entering Unmasked Estep Score: -2577493.000000 Penalty: 4911.459961 Iteration 30Q: 3 clusters Score -2577493 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 18871 members Entering Unmasked Estep Score: -2577501.750000 Penalty: 4911.459961 Iteration 31Q: 3 clusters Score -2577502 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 18883 members Entering Unmasked Estep Score: -2577510.500000 Penalty: 4911.459961 Iteration 32Q: 3 clusters Score -2577510 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 18894 members Entering Unmasked Estep Score: -2577522.250000 Penalty: 4911.459961 Iteration 33Q: 3 clusters Score -2577522 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 18906 members Entering Unmasked Estep Score: -2577525.250000 Penalty: 4911.459961 Iteration 34Q: 3 clusters Score -2577525 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 18912 members Entering Unmasked Estep Score: -2577530.500000 Penalty: 4911.459961 Iteration 35Q: 3 clusters Score -2577530 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 18920 members Entering Unmasked Estep Score: -2577538.500000 Penalty: 4911.459961 Iteration 36Q: 3 clusters Score -2577538 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 18931 members Entering Unmasked Estep Score: -2577546.250000 Penalty: 4911.459961 Iteration 37Q: 3 clusters Score -2577546 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 18941 members Entering Unmasked Estep Score: -2577542.000000 Penalty: 4911.459961 Iteration 38Q: 3 clusters Score -2577542 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 18947 members Entering Unmasked Estep Score: -2577545.500000 Penalty: 4911.459961 Iteration 39Q: 3 clusters Score -2577546 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 18957 members Entering Unmasked Estep Score: -2577556.250000 Penalty: 4911.459961 Iteration 40F: 3 clusters Score -2577556 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1008 members Mstep: Class 2 contains 18965 members Entering Unmasked Estep Score: -2577557.250000 Penalty: 4911.459961 Iteration 41Q: 3 clusters Score -2577557 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1005 members Mstep: Class 2 contains 18968 members Entering Unmasked Estep Score: -2577563.750000 Penalty: 4911.459961 Iteration 42Q: 3 clusters Score -2577564 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 18969 members Entering Unmasked Estep Score: -2577560.500000 Penalty: 4911.459961 Iteration 43Q: 3 clusters Score -2577560 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 18972 members Entering Unmasked Estep Score: -2577564.500000 Penalty: 4911.459961 Iteration 44Q: 3 clusters Score -2577564 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 18976 members Entering Unmasked Estep Score: -2577567.250000 Penalty: 4911.459961 Iteration 45Q: 3 clusters Score -2577567 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 18982 members Entering Unmasked Estep Score: -2577570.750000 Penalty: 4911.459961 Iteration 46Q: 3 clusters Score -2577571 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 18988 members Entering Unmasked Estep Score: -2577569.750000 Penalty: 4911.459961 Iteration 47Q: 3 clusters Score -2577570 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 18993 members Entering Unmasked Estep Score: -2577574.250000 Penalty: 4911.459961 Iteration 48Q: 3 clusters Score -2577574 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 18996 members Entering Unmasked Estep Score: -2577573.000000 Penalty: 4911.459961 Iteration 49Q: 3 clusters Score -2577573 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 18999 members Entering Unmasked Estep Score: -2577576.000000 Penalty: 4911.459961 Iteration 50Q: 3 clusters Score -2577576 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 19000 members Entering Unmasked Estep Score: -2577578.250000 Penalty: 4911.459961 Iteration 51Q: 3 clusters Score -2577578 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 19000 members Entering Unmasked Estep Score: -2577578.250000 Penalty: 4911.459961 Iteration 52F: 3 clusters Score -2577578 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (552 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Entering Unmasked Estep Score: -63391.433594 Penalty: 1565.759888 Iteration 0F: 2 clusters Score -63391.43 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -61833.792969 Penalty: 3131.519775 Iteration 0F: 3 clusters Score -61833.79 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -62152.429688 Penalty: 3131.519775 Iteration 1F: 3 clusters Score -62152.43 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -62238.160156 Penalty: 3131.519775 Iteration 2F: 3 clusters Score -62238.16 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -62282.679688 Penalty: 3131.519775 Iteration 3Q: 3 clusters Score -62282.68 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -62309.035156 Penalty: 3131.519775 Iteration 4Q: 3 clusters Score -62309.04 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -62324.824219 Penalty: 3131.519775 Iteration 5Q: 3 clusters Score -62324.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -62336.226562 Penalty: 3131.519775 Iteration 6Q: 3 clusters Score -62336.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -62344.054688 Penalty: 3131.519775 Iteration 7Q: 3 clusters Score -62344.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -62355.945312 Penalty: 3131.519775 Iteration 8Q: 3 clusters Score -62355.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -62367.718750 Penalty: 3131.519775 Iteration 9Q: 3 clusters Score -62367.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -62374.742188 Penalty: 3131.519775 Iteration 10Q: 3 clusters Score -62374.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -62384.296875 Penalty: 3131.519775 Iteration 11Q: 3 clusters Score -62384.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -62391.082031 Penalty: 3131.519775 Iteration 12Q: 3 clusters Score -62391.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -62392.558594 Penalty: 3131.519775 Iteration 13Q: 3 clusters Score -62392.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -62394.109375 Penalty: 3131.519775 Iteration 14Q: 3 clusters Score -62394.11 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -62394.109375 Penalty: 3131.519775 Iteration 15F: 3 clusters Score -62394.11 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (603 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Entering Unmasked Estep Score: -69158.906250 Penalty: 1587.675415 Iteration 0F: 2 clusters Score -69158.91 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 314 members Entering Unmasked Estep Score: -67537.796875 Penalty: 3175.350830 Iteration 0F: 3 clusters Score -67537.8 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -67740.281250 Penalty: 3175.350830 Iteration 1F: 3 clusters Score -67740.28 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -67820.195312 Penalty: 3175.350830 Iteration 2Q: 3 clusters Score -67820.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -67915.796875 Penalty: 3175.350830 Iteration 3Q: 3 clusters Score -67915.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -68011.507812 Penalty: 3175.350830 Iteration 4Q: 3 clusters Score -68011.51 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -68096.093750 Penalty: 3175.350830 Iteration 5Q: 3 clusters Score -68096.09 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -68180.078125 Penalty: 3175.350830 Iteration 6Q: 3 clusters Score -68180.08 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -68284.984375 Penalty: 3175.350830 Iteration 7Q: 3 clusters Score -68284.98 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -68379.882812 Penalty: 3175.350830 Iteration 8Q: 3 clusters Score -68379.88 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -68504.890625 Penalty: 3175.350830 Iteration 9Q: 3 clusters Score -68504.89 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -68626.421875 Penalty: 3175.350830 Iteration 10Q: 3 clusters Score -68626.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -68678.250000 Penalty: 3175.350830 Iteration 11Q: 3 clusters Score -68678.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -68688.671875 Penalty: 3175.350830 Iteration 12Q: 3 clusters Score -68688.67 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -68694.304688 Penalty: 3175.350830 Iteration 13Q: 3 clusters Score -68694.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -68699.914062 Penalty: 3175.350830 Iteration 14Q: 3 clusters Score -68699.91 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -68701.304688 Penalty: 3175.350830 Iteration 15Q: 3 clusters Score -68701.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 374 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -68702.835938 Penalty: 3175.350830 Iteration 16Q: 3 clusters Score -68702.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -68707.953125 Penalty: 3175.350830 Iteration 17Q: 3 clusters Score -68707.95 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -68707.953125 Penalty: 3175.350830 Iteration 18F: 3 clusters Score -68707.95 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (1900 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Entering Unmasked Estep Score: -225116.234375 Penalty: 1872.303101 Iteration 0F: 2 clusters Score -225116.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -222613.046875 Penalty: 3744.606201 Iteration 0F: 3 clusters Score -222613 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -223102.531250 Penalty: 3744.606201 Iteration 1F: 3 clusters Score -223102.5 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 957 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -223221.187500 Penalty: 3744.606201 Iteration 2F: 3 clusters Score -223221.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -223306.859375 Penalty: 3744.606201 Iteration 3Q: 3 clusters Score -223306.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -223369.421875 Penalty: 3744.606201 Iteration 4Q: 3 clusters Score -223369.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -223424.562500 Penalty: 3744.606201 Iteration 5Q: 3 clusters Score -223424.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -223473.421875 Penalty: 3744.606201 Iteration 6Q: 3 clusters Score -223473.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -223514.859375 Penalty: 3744.606201 Iteration 7Q: 3 clusters Score -223514.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -223538.796875 Penalty: 3744.606201 Iteration 8Q: 3 clusters Score -223538.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -223565.937500 Penalty: 3744.606201 Iteration 9Q: 3 clusters Score -223565.9 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -223595.718750 Penalty: 3744.606201 Iteration 10Q: 3 clusters Score -223595.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -223631.562500 Penalty: 3744.606201 Iteration 11Q: 3 clusters Score -223631.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 859 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -223688.406250 Penalty: 3744.606201 Iteration 12Q: 3 clusters Score -223688.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -223758.421875 Penalty: 3744.606201 Iteration 13Q: 3 clusters Score -223758.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -223844.203125 Penalty: 3744.606201 Iteration 14Q: 3 clusters Score -223844.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -223953.812500 Penalty: 3744.606201 Iteration 15Q: 3 clusters Score -223953.8 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -224052.421875 Penalty: 3744.606201 Iteration 16Q: 3 clusters Score -224052.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -224131.015625 Penalty: 3744.606201 Iteration 17Q: 3 clusters Score -224131 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1054 members Entering Unmasked Estep Score: -224200.718750 Penalty: 3744.606201 Iteration 18Q: 3 clusters Score -224200.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -224255.484375 Penalty: 3744.606201 Iteration 19Q: 3 clusters Score -224255.5 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -224317.421875 Penalty: 3744.606201 Iteration 20F: 3 clusters Score -224317.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -224403.593750 Penalty: 3744.606201 Iteration 21Q: 3 clusters Score -224403.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -224547.265625 Penalty: 3744.606201 Iteration 22Q: 3 clusters Score -224547.3 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 959 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -224675.015625 Penalty: 3744.606201 Iteration 23Q: 3 clusters Score -224675 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -224743.828125 Penalty: 3744.606201 Iteration 24Q: 3 clusters Score -224743.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -224781.015625 Penalty: 3744.606201 Iteration 25Q: 3 clusters Score -224781 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -224804.093750 Penalty: 3744.606201 Iteration 26Q: 3 clusters Score -224804.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -224817.937500 Penalty: 3744.606201 Iteration 27Q: 3 clusters Score -224817.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -224835.843750 Penalty: 3744.606201 Iteration 28Q: 3 clusters Score -224835.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -224863.203125 Penalty: 3744.606201 Iteration 29Q: 3 clusters Score -224863.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -224869.171875 Penalty: 3744.606201 Iteration 30Q: 3 clusters Score -224869.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -224871.546875 Penalty: 3744.606201 Iteration 31Q: 3 clusters Score -224871.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -224872.625000 Penalty: 3744.606201 Iteration 32Q: 3 clusters Score -224872.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -224873.203125 Penalty: 3744.606201 Iteration 33Q: 3 clusters Score -224873.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -224874.796875 Penalty: 3744.606201 Iteration 34Q: 3 clusters Score -224874.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -224875.140625 Penalty: 3744.606201 Iteration 35Q: 3 clusters Score -224875.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 970 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -224875.140625 Penalty: 3744.606201 Iteration 36F: 3 clusters Score -224875.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (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: -57693.093750 Penalty: 1554.735840 Iteration 0F: 2 clusters Score -57693.09 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 269 members Entering Unmasked Estep Score: -56167.074219 Penalty: 3109.471680 Iteration 0F: 3 clusters Score -56167.07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -56505.562500 Penalty: 3109.471680 Iteration 1F: 3 clusters Score -56505.56 nChanged 50 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: -56804.878906 Penalty: 3109.471680 Iteration 2F: 3 clusters Score -56804.88 nChanged 46 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: -57195.070312 Penalty: 3109.471680 Iteration 3F: 3 clusters Score -57195.07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -57497.121094 Penalty: 3109.471680 Iteration 4F: 3 clusters Score -57497.12 nChanged 26 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: -57881.972656 Penalty: 3109.471680 Iteration 5Q: 3 clusters Score -57881.97 nChanged 10 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: -58018.078125 Penalty: 3109.471680 Iteration 6Q: 3 clusters Score -58018.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -58035.066406 Penalty: 3109.471680 Iteration 7Q: 3 clusters Score -58035.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -58038.804688 Penalty: 3109.471680 Iteration 8Q: 3 clusters Score -58038.8 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: -58047.246094 Penalty: 3109.471680 Iteration 9Q: 3 clusters Score -58047.25 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: -58060.511719 Penalty: 3109.471680 Iteration 10Q: 3 clusters Score -58060.51 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: -58060.511719 Penalty: 3109.471680 Iteration 11F: 3 clusters Score -58060.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 35028 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 15643 members Mstep: Class 5 contains 2570 members Mstep: Class 6 contains 9553 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15118 members Mstep: Class 12 contains 22506 members Mstep: Class 13 contains 24172 members Mstep: Class 14 contains 19973 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 280 members Mstep: Class 19 contains 4344 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12786 members Mstep: Class 22 contains 549 members Mstep: Class 23 contains 61481 members Mstep: Class 24 contains 194984 members Mstep: Class 25 contains 248 members Entering Unmasked Estep Score: -55719540.000000 Penalty: 80642.781250 Splitting cluster 18 changes total score from -55720860.000000 to -55719540.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 19 (4344 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Entering Unmasked Estep Score: -563904.187500 Penalty: 2077.384521 Iteration 0F: 2 clusters Score -563904.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2202 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -559772.875000 Penalty: 4154.769043 Iteration 0F: 3 clusters Score -559772.9 nChanged 1623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -560722.500000 Penalty: 4154.769043 Iteration 1F: 3 clusters Score -560722.5 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2352 members Mstep: Class 2 contains 1992 members Entering Unmasked Estep Score: -560921.250000 Penalty: 4154.769043 Iteration 2F: 3 clusters Score -560921.2 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2384 members Mstep: Class 2 contains 1960 members Entering Unmasked Estep Score: -561038.312500 Penalty: 4154.769043 Iteration 3Q: 3 clusters Score -561038.3 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2404 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -561120.312500 Penalty: 4154.769043 Iteration 4Q: 3 clusters Score -561120.3 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 1918 members Entering Unmasked Estep Score: -561175.687500 Penalty: 4154.769043 Iteration 5Q: 3 clusters Score -561175.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 1884 members Entering Unmasked Estep Score: -561223.062500 Penalty: 4154.769043 Iteration 6Q: 3 clusters Score -561223.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2497 members Mstep: Class 2 contains 1847 members Entering Unmasked Estep Score: -561261.687500 Penalty: 4154.769043 Iteration 7Q: 3 clusters Score -561261.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2524 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -561285.375000 Penalty: 4154.769043 Iteration 8Q: 3 clusters Score -561285.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2553 members Mstep: Class 2 contains 1791 members Entering Unmasked Estep Score: -561308.687500 Penalty: 4154.769043 Iteration 9Q: 3 clusters Score -561308.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -561327.000000 Penalty: 4154.769043 Iteration 10Q: 3 clusters Score -561327 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -561344.437500 Penalty: 4154.769043 Iteration 11Q: 3 clusters Score -561344.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 1716 members Entering Unmasked Estep Score: -561361.562500 Penalty: 4154.769043 Iteration 12Q: 3 clusters Score -561361.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 1693 members Entering Unmasked Estep Score: -561371.937500 Penalty: 4154.769043 Iteration 13Q: 3 clusters Score -561371.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2667 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -561382.062500 Penalty: 4154.769043 Iteration 14Q: 3 clusters Score -561382.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -561392.937500 Penalty: 4154.769043 Iteration 15Q: 3 clusters Score -561392.9 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2712 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -561406.125000 Penalty: 4154.769043 Iteration 16Q: 3 clusters Score -561406.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2737 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -561418.125000 Penalty: 4154.769043 Iteration 17Q: 3 clusters Score -561418.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -561427.312500 Penalty: 4154.769043 Iteration 18Q: 3 clusters Score -561427.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2777 members Mstep: Class 2 contains 1567 members Entering Unmasked Estep Score: -561436.937500 Penalty: 4154.769043 Iteration 19Q: 3 clusters Score -561436.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -561448.875000 Penalty: 4154.769043 Iteration 20F: 3 clusters Score -561448.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -561458.625000 Penalty: 4154.769043 Iteration 21Q: 3 clusters Score -561458.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2842 members Mstep: Class 2 contains 1502 members Entering Unmasked Estep Score: -561471.125000 Penalty: 4154.769043 Iteration 22Q: 3 clusters Score -561471.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2868 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -561485.187500 Penalty: 4154.769043 Iteration 23Q: 3 clusters Score -561485.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2889 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -561496.125000 Penalty: 4154.769043 Iteration 24Q: 3 clusters Score -561496.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2909 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -561507.312500 Penalty: 4154.769043 Iteration 25Q: 3 clusters Score -561507.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -561518.625000 Penalty: 4154.769043 Iteration 26Q: 3 clusters Score -561518.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2944 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -561524.062500 Penalty: 4154.769043 Iteration 27Q: 3 clusters Score -561524.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 1385 members Entering Unmasked Estep Score: -561530.875000 Penalty: 4154.769043 Iteration 28Q: 3 clusters Score -561530.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -561534.000000 Penalty: 4154.769043 Iteration 29Q: 3 clusters Score -561534 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -561537.500000 Penalty: 4154.769043 Iteration 30Q: 3 clusters Score -561537.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -561540.062500 Penalty: 4154.769043 Iteration 31Q: 3 clusters Score -561540.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2996 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -561542.250000 Penalty: 4154.769043 Iteration 32Q: 3 clusters Score -561542.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3000 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -561543.500000 Penalty: 4154.769043 Iteration 33Q: 3 clusters Score -561543.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3005 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -561545.250000 Penalty: 4154.769043 Iteration 34Q: 3 clusters Score -561545.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3010 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -561546.437500 Penalty: 4154.769043 Iteration 35Q: 3 clusters Score -561546.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3016 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -561548.000000 Penalty: 4154.769043 Iteration 36Q: 3 clusters Score -561548 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3022 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -561551.000000 Penalty: 4154.769043 Iteration 37Q: 3 clusters Score -561551 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3029 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -561553.312500 Penalty: 4154.769043 Iteration 38Q: 3 clusters Score -561553.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -561554.937500 Penalty: 4154.769043 Iteration 39Q: 3 clusters Score -561554.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3037 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -561556.312500 Penalty: 4154.769043 Iteration 40F: 3 clusters Score -561556.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3043 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -561556.937500 Penalty: 4154.769043 Iteration 41Q: 3 clusters Score -561556.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3046 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -561558.000000 Penalty: 4154.769043 Iteration 42Q: 3 clusters Score -561558 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3049 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -561559.125000 Penalty: 4154.769043 Iteration 43Q: 3 clusters Score -561559.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3051 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -561560.687500 Penalty: 4154.769043 Iteration 44Q: 3 clusters Score -561560.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3053 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -561562.312500 Penalty: 4154.769043 Iteration 45Q: 3 clusters Score -561562.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -561562.687500 Penalty: 4154.769043 Iteration 46Q: 3 clusters Score -561562.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -561564.437500 Penalty: 4154.769043 Iteration 47Q: 3 clusters Score -561564.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -561565.250000 Penalty: 4154.769043 Iteration 48Q: 3 clusters Score -561565.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -561565.500000 Penalty: 4154.769043 Iteration 49Q: 3 clusters Score -561565.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -561565.500000 Penalty: 4154.769043 Iteration 50F: 3 clusters Score -561565.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (537 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Entering Unmasked Estep Score: -61764.589844 Penalty: 1558.927490 Iteration 0F: 2 clusters Score -61764.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -60221.289062 Penalty: 3117.854980 Iteration 0F: 3 clusters Score -60221.29 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -60444.679688 Penalty: 3117.854980 Iteration 1F: 3 clusters Score -60444.68 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -60550.644531 Penalty: 3117.854980 Iteration 2F: 3 clusters Score -60550.64 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -60686.066406 Penalty: 3117.854980 Iteration 3Q: 3 clusters Score -60686.07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -60852.906250 Penalty: 3117.854980 Iteration 4Q: 3 clusters Score -60852.91 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -60974.000000 Penalty: 3117.854980 Iteration 5Q: 3 clusters Score -60974 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -61031.156250 Penalty: 3117.854980 Iteration 6Q: 3 clusters Score -61031.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -61044.871094 Penalty: 3117.854980 Iteration 7Q: 3 clusters Score -61044.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -61056.316406 Penalty: 3117.854980 Iteration 8Q: 3 clusters Score -61056.32 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -61065.542969 Penalty: 3117.854980 Iteration 9Q: 3 clusters Score -61065.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -61070.753906 Penalty: 3117.854980 Iteration 10Q: 3 clusters Score -61070.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -61084.289062 Penalty: 3117.854980 Iteration 11Q: 3 clusters Score -61084.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -61101.476562 Penalty: 3117.854980 Iteration 12Q: 3 clusters Score -61101.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -61104.753906 Penalty: 3117.854980 Iteration 13Q: 3 clusters Score -61104.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -61109.777344 Penalty: 3117.854980 Iteration 14Q: 3 clusters Score -61109.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -61109.777344 Penalty: 3117.854980 Iteration 15F: 3 clusters Score -61109.78 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (12786 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12786 members Entering Unmasked Estep Score: -1651665.375000 Penalty: 2345.114258 Iteration 0F: 2 clusters Score -1651665 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6425 members Mstep: Class 2 contains 6361 members Entering Unmasked Estep Score: -1642221.125000 Penalty: 4690.228516 Iteration 0F: 3 clusters Score -1642221 nChanged 5390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6583 members Mstep: Class 2 contains 6203 members Entering Unmasked Estep Score: -1644987.375000 Penalty: 4690.228516 Iteration 1F: 3 clusters Score -1644987 nChanged 779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6704 members Mstep: Class 2 contains 6082 members Entering Unmasked Estep Score: -1645305.500000 Penalty: 4690.228516 Iteration 2F: 3 clusters Score -1645306 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6840 members Mstep: Class 2 contains 5946 members Entering Unmasked Estep Score: -1645572.625000 Penalty: 4690.228516 Iteration 3Q: 3 clusters Score -1645573 nChanged 561 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6985 members Mstep: Class 2 contains 5801 members Entering Unmasked Estep Score: -1645777.750000 Penalty: 4690.228516 Iteration 4Q: 3 clusters Score -1645778 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7142 members Mstep: Class 2 contains 5644 members Entering Unmasked Estep Score: -1645937.875000 Penalty: 4690.228516 Iteration 5Q: 3 clusters Score -1645938 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7298 members Mstep: Class 2 contains 5488 members Entering Unmasked Estep Score: -1646064.375000 Penalty: 4690.228516 Iteration 6Q: 3 clusters Score -1646064 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7477 members Mstep: Class 2 contains 5309 members Entering Unmasked Estep Score: -1646172.375000 Penalty: 4690.228516 Iteration 7Q: 3 clusters Score -1646172 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7696 members Mstep: Class 2 contains 5090 members Entering Unmasked Estep Score: -1646309.750000 Penalty: 4690.228516 Iteration 8Q: 3 clusters Score -1646310 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7965 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -1646473.375000 Penalty: 4690.228516 Iteration 9Q: 3 clusters Score -1646473 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 4497 members Entering Unmasked Estep Score: -1646675.250000 Penalty: 4690.228516 Iteration 10Q: 3 clusters Score -1646675 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8687 members Mstep: Class 2 contains 4099 members Entering Unmasked Estep Score: -1646924.875000 Penalty: 4690.228516 Iteration 11Q: 3 clusters Score -1646925 nChanged 478 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9109 members Mstep: Class 2 contains 3677 members Entering Unmasked Estep Score: -1647217.875000 Penalty: 4690.228516 Iteration 12Q: 3 clusters Score -1647218 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9535 members Mstep: Class 2 contains 3251 members Entering Unmasked Estep Score: -1647533.375000 Penalty: 4690.228516 Iteration 13Q: 3 clusters Score -1647533 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9955 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -1647852.375000 Penalty: 4690.228516 Iteration 14Q: 3 clusters Score -1647852 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10334 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -1648159.750000 Penalty: 4690.228516 Iteration 15Q: 3 clusters Score -1648160 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10660 members Mstep: Class 2 contains 2126 members Entering Unmasked Estep Score: -1648432.500000 Penalty: 4690.228516 Iteration 16Q: 3 clusters Score -1648432 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10931 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -1648645.625000 Penalty: 4690.228516 Iteration 17Q: 3 clusters Score -1648646 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11152 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -1648817.750000 Penalty: 4690.228516 Iteration 18Q: 3 clusters Score -1648818 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11324 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -1648948.375000 Penalty: 4690.228516 Iteration 19Q: 3 clusters Score -1648948 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11449 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -1649062.875000 Penalty: 4690.228516 Iteration 20F: 3 clusters Score -1649063 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11576 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -1649147.375000 Penalty: 4690.228516 Iteration 21Q: 3 clusters Score -1649147 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11677 members Mstep: Class 2 contains 1109 members Entering Unmasked Estep Score: -1649220.875000 Penalty: 4690.228516 Iteration 22Q: 3 clusters Score -1649221 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11773 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -1649290.750000 Penalty: 4690.228516 Iteration 23Q: 3 clusters Score -1649291 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11853 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -1649348.750000 Penalty: 4690.228516 Iteration 24Q: 3 clusters Score -1649349 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11917 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -1649395.250000 Penalty: 4690.228516 Iteration 25Q: 3 clusters Score -1649395 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11975 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -1649443.875000 Penalty: 4690.228516 Iteration 26Q: 3 clusters Score -1649444 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12019 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -1649481.125000 Penalty: 4690.228516 Iteration 27Q: 3 clusters Score -1649481 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12066 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -1649526.125000 Penalty: 4690.228516 Iteration 28Q: 3 clusters Score -1649526 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12095 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -1649550.500000 Penalty: 4690.228516 Iteration 29Q: 3 clusters Score -1649550 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12128 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -1649571.250000 Penalty: 4690.228516 Iteration 30Q: 3 clusters Score -1649571 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12153 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -1649592.500000 Penalty: 4690.228516 Iteration 31Q: 3 clusters Score -1649592 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12174 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -1649601.750000 Penalty: 4690.228516 Iteration 32Q: 3 clusters Score -1649602 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12191 members Mstep: Class 2 contains 595 members Entering Unmasked Estep Score: -1649622.625000 Penalty: 4690.228516 Iteration 33Q: 3 clusters Score -1649623 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12207 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -1649636.750000 Penalty: 4690.228516 Iteration 34Q: 3 clusters Score -1649637 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12217 members Mstep: Class 2 contains 569 members Entering Unmasked Estep Score: -1649640.625000 Penalty: 4690.228516 Iteration 35Q: 3 clusters Score -1649641 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12226 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -1649648.250000 Penalty: 4690.228516 Iteration 36Q: 3 clusters Score -1649648 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12233 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -1649652.375000 Penalty: 4690.228516 Iteration 37Q: 3 clusters Score -1649652 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12236 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -1649657.750000 Penalty: 4690.228516 Iteration 38Q: 3 clusters Score -1649658 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12243 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -1649661.750000 Penalty: 4690.228516 Iteration 39Q: 3 clusters Score -1649662 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12247 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -1649665.750000 Penalty: 4690.228516 Iteration 40F: 3 clusters Score -1649666 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12247 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -1649666.500000 Penalty: 4690.228516 Iteration 41Q: 3 clusters Score -1649666 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12248 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -1649667.250000 Penalty: 4690.228516 Iteration 42Q: 3 clusters Score -1649667 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12248 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -1649667.250000 Penalty: 4690.228516 Iteration 43F: 3 clusters Score -1649667 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (549 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Entering Unmasked Estep Score: -58005.777344 Penalty: 1564.408325 Iteration 0F: 2 clusters Score -58005.78 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 271 members Entering Unmasked Estep Score: -56453.550781 Penalty: 3128.816650 Iteration 0F: 3 clusters Score -56453.55 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -56689.406250 Penalty: 3128.816650 Iteration 1F: 3 clusters Score -56689.41 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -56838.980469 Penalty: 3128.816650 Iteration 2F: 3 clusters Score -56838.98 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -56966.707031 Penalty: 3128.816650 Iteration 3F: 3 clusters Score -56966.71 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -57073.734375 Penalty: 3128.816650 Iteration 4Q: 3 clusters Score -57073.73 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -57206.328125 Penalty: 3128.816650 Iteration 5Q: 3 clusters Score -57206.33 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -57339.746094 Penalty: 3128.816650 Iteration 6Q: 3 clusters Score -57339.75 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -57442.925781 Penalty: 3128.816650 Iteration 7Q: 3 clusters Score -57442.93 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -57579.257812 Penalty: 3128.816650 Iteration 8Q: 3 clusters Score -57579.26 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -57835.375000 Penalty: 3128.816650 Iteration 9Q: 3 clusters Score -57835.38 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -58200.078125 Penalty: 3128.816650 Iteration 10Q: 3 clusters Score -58200.08 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -58475.585938 Penalty: 3128.816650 Iteration 11Q: 3 clusters Score -58475.59 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -58600.625000 Penalty: 3128.816650 Iteration 12Q: 3 clusters Score -58600.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -58682.093750 Penalty: 3128.816650 Iteration 13Q: 3 clusters Score -58682.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -58733.371094 Penalty: 3128.816650 Iteration 14Q: 3 clusters Score -58733.37 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -58801.988281 Penalty: 3128.816650 Iteration 15Q: 3 clusters Score -58801.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -58952.171875 Penalty: 3128.816650 Iteration 16Q: 3 clusters Score -58952.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -59033.781250 Penalty: 3128.816650 Iteration 17Q: 3 clusters Score -59033.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -59055.339844 Penalty: 3128.816650 Iteration 18Q: 3 clusters Score -59055.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -59089.125000 Penalty: 3128.816650 Iteration 19Q: 3 clusters Score -59089.12 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -59111.816406 Penalty: 3128.816650 Iteration 20F: 3 clusters Score -59111.82 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -59117.085938 Penalty: 3128.816650 Iteration 21Q: 3 clusters Score -59117.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -59124.179688 Penalty: 3128.816650 Iteration 22Q: 3 clusters Score -59124.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -59138.628906 Penalty: 3128.816650 Iteration 23Q: 3 clusters Score -59138.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -59142.960938 Penalty: 3128.816650 Iteration 24Q: 3 clusters Score -59142.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -59150.515625 Penalty: 3128.816650 Iteration 25Q: 3 clusters Score -59150.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -59150.941406 Penalty: 3128.816650 Iteration 26F: 3 clusters Score -59150.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -59157.734375 Penalty: 3128.816650 Iteration 27Q: 3 clusters Score -59157.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -59202.464844 Penalty: 3128.816650 Iteration 28Q: 3 clusters Score -59202.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -59351.371094 Penalty: 3128.816650 Iteration 29Q: 3 clusters Score -59351.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -59522.292969 Penalty: 3128.816650 Iteration 30Q: 3 clusters Score -59522.29 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -59600.621094 Penalty: 3128.816650 Iteration 31Q: 3 clusters Score -59600.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -59600.621094 Penalty: 3128.816650 Iteration 32F: 3 clusters Score -59600.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 35028 members Mstep: Class 3 contains 5316 members Mstep: Class 4 contains 15643 members Mstep: Class 5 contains 2570 members Mstep: Class 6 contains 9553 members Mstep: Class 7 contains 9047 members Mstep: Class 8 contains 174 members Mstep: Class 9 contains 3033 members Mstep: Class 10 contains 559 members Mstep: Class 11 contains 15118 members Mstep: Class 12 contains 22506 members Mstep: Class 13 contains 24172 members Mstep: Class 14 contains 19973 members Mstep: Class 15 contains 552 members Mstep: Class 16 contains 603 members Mstep: Class 17 contains 1900 members Mstep: Class 18 contains 528 members Mstep: Class 19 contains 4344 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 12786 members Mstep: Class 22 contains 297 members Mstep: Class 23 contains 61481 members Mstep: Class 24 contains 194984 members Mstep: Class 25 contains 252 members Entering Unmasked Estep Score: -55720760.000000 Penalty: 80642.781250 Splitting cluster 22 changes total score from -55720860.000000 to -55720760.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (61481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61481 members Entering Unmasked Estep Score: -7913626.500000 Penalty: 2734.567871 Iteration 0F: 2 clusters Score -7913626 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30850 members Mstep: Class 2 contains 30631 members Entering Unmasked Estep Score: -7872135.000000 Penalty: 5469.135742 Iteration 0F: 3 clusters Score -7872135 nChanged 28648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32222 members Mstep: Class 2 contains 29259 members Entering Unmasked Estep Score: -7888115.500000 Penalty: 5469.135742 Iteration 1F: 3 clusters Score -7888116 nChanged 2251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33103 members Mstep: Class 2 contains 28378 members Entering Unmasked Estep Score: -7888709.500000 Penalty: 5469.135742 Iteration 2Q: 3 clusters Score -7888710 nChanged 2282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34457 members Mstep: Class 2 contains 27024 members Entering Unmasked Estep Score: -7889386.500000 Penalty: 5469.135742 Iteration 3Q: 3 clusters Score -7889386 nChanged 2588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36451 members Mstep: Class 2 contains 25030 members Entering Unmasked Estep Score: -7890382.500000 Penalty: 5469.135742 Iteration 4Q: 3 clusters Score -7890382 nChanged 3072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39239 members Mstep: Class 2 contains 22242 members Entering Unmasked Estep Score: -7891831.500000 Penalty: 5469.135742 Iteration 5Q: 3 clusters Score -7891832 nChanged 3821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42958 members Mstep: Class 2 contains 18523 members Entering Unmasked Estep Score: -7894199.500000 Penalty: 5469.135742 Iteration 6F: 3 clusters Score -7894200 nChanged 4727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47653 members Mstep: Class 2 contains 13828 members Entering Unmasked Estep Score: -7897915.000000 Penalty: 5469.135742 Iteration 7F: 3 clusters Score -7897915 nChanged 5171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52816 members Mstep: Class 2 contains 8665 members Entering Unmasked Estep Score: -7902751.000000 Penalty: 5469.135742 Iteration 8F: 3 clusters Score -7902751 nChanged 4356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57172 members Mstep: Class 2 contains 4309 members Entering Unmasked Estep Score: -7907091.000000 Penalty: 5469.135742 Iteration 9F: 3 clusters Score -7907091 nChanged 2601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59773 members Mstep: Class 2 contains 1708 members Entering Unmasked Estep Score: -7909618.000000 Penalty: 5469.135742 Iteration 10Q: 3 clusters Score -7909618 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60811 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -7910605.000000 Penalty: 5469.135742 Iteration 11Q: 3 clusters Score -7910605 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61136 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -7910950.000000 Penalty: 5469.135742 Iteration 12Q: 3 clusters Score -7910950 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61219 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -7911053.000000 Penalty: 5469.135742 Iteration 13Q: 3 clusters Score -7911053 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61250 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -7911108.000000 Penalty: 5469.135742 Iteration 14Q: 3 clusters Score -7911108 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61265 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -7911146.500000 Penalty: 5469.135742 Iteration 15Q: 3 clusters Score -7911146 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61268 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -7911157.500000 Penalty: 5469.135742 Iteration 16Q: 3 clusters Score -7911158 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61270 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -7911157.000000 Penalty: 5469.135742 Iteration 17Q: 3 clusters Score -7911157 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61273 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -7911168.000000 Penalty: 5469.135742 Iteration 18Q: 3 clusters Score -7911168 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61274 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -7911164.500000 Penalty: 5469.135742 Iteration 19Q: 3 clusters Score -7911164 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61274 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -7911173.500000 Penalty: 5469.135742 Iteration 20F: 3 clusters Score -7911174 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61275 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -7911174.000000 Penalty: 5469.135742 Iteration 21Q: 3 clusters Score -7911174 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61279 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -7911180.000000 Penalty: 5469.135742 Iteration 22Q: 3 clusters Score -7911180 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61280 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -7911179.000000 Penalty: 5469.135742 Iteration 23Q: 3 clusters Score -7911179 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61280 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -7911180.500000 Penalty: 5469.135742 Iteration 24Q: 3 clusters Score -7911180 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61281 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -7911184.500000 Penalty: 5469.135742 Iteration 25Q: 3 clusters Score -7911184 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61281 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -7911184.500000 Penalty: 5469.135742 Iteration 26F: 3 clusters Score -7911184 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (194984 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194984 members Entering Unmasked Estep Score: -24590854.000000 Penalty: 3020.806885 Iteration 0F: 2 clusters Score -2.459085e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97414 members Mstep: Class 2 contains 97570 members Entering Unmasked Estep Score: -24460930.000000 Penalty: 6041.613770 Iteration 0F: 3 clusters Score -2.446093e+07 nChanged 93892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97716 members Mstep: Class 2 contains 97268 members Entering Unmasked Estep Score: -24515834.000000 Penalty: 6041.613770 Iteration 1F: 3 clusters Score -2.451583e+07 nChanged 5019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97481 members Mstep: Class 2 contains 97503 members Entering Unmasked Estep Score: -24516836.000000 Penalty: 6041.613770 Iteration 2Q: 3 clusters Score -2.451684e+07 nChanged 4966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97025 members Mstep: Class 2 contains 97959 members Entering Unmasked Estep Score: -24517746.000000 Penalty: 6041.613770 Iteration 3Q: 3 clusters Score -2.451775e+07 nChanged 5109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96190 members Mstep: Class 2 contains 98794 members Entering Unmasked Estep Score: -24518778.000000 Penalty: 6041.613770 Iteration 4Q: 3 clusters Score -2.451878e+07 nChanged 5381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94847 members Mstep: Class 2 contains 100137 members Entering Unmasked Estep Score: -24519934.000000 Penalty: 6041.613770 Iteration 5Q: 3 clusters Score -2.451993e+07 nChanged 6071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92756 members Mstep: Class 2 contains 102228 members Entering Unmasked Estep Score: -24521980.000000 Penalty: 6041.613770 Iteration 6Q: 3 clusters Score -2.452198e+07 nChanged 7204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89788 members Mstep: Class 2 contains 105196 members Entering Unmasked Estep Score: -24524808.000000 Penalty: 6041.613770 Iteration 7Q: 3 clusters Score -2.452481e+07 nChanged 8726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85888 members Mstep: Class 2 contains 109096 members Entering Unmasked Estep Score: -24529204.000000 Penalty: 6041.613770 Iteration 8Q: 3 clusters Score -2.45292e+07 nChanged 10230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81300 members Mstep: Class 2 contains 113684 members Entering Unmasked Estep Score: -24535652.000000 Penalty: 6041.613770 Iteration 9F: 3 clusters Score -2.453565e+07 nChanged 11417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76569 members Mstep: Class 2 contains 118415 members Entering Unmasked Estep Score: -24543366.000000 Penalty: 6041.613770 Iteration 10F: 3 clusters Score -2.454337e+07 nChanged 11455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72424 members Mstep: Class 2 contains 122560 members Entering Unmasked Estep Score: -24550618.000000 Penalty: 6041.613770 Iteration 11F: 3 clusters Score -2.455062e+07 nChanged 9458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69294 members Mstep: Class 2 contains 125690 members Entering Unmasked Estep Score: -24555170.000000 Penalty: 6041.613770 Iteration 12Q: 3 clusters Score -2.455517e+07 nChanged 6464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66542 members Mstep: Class 2 contains 128442 members Entering Unmasked Estep Score: -24557180.000000 Penalty: 6041.613770 Iteration 13Q: 3 clusters Score -2.455718e+07 nChanged 4072 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63836 members Mstep: Class 2 contains 131148 members Entering Unmasked Estep Score: -24558150.000000 Penalty: 6041.613770 Iteration 14Q: 3 clusters Score -2.455815e+07 nChanged 3096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60986 members Mstep: Class 2 contains 133998 members Entering Unmasked Estep Score: -24558908.000000 Penalty: 6041.613770 Iteration 15Q: 3 clusters Score -2.455891e+07 nChanged 3087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57927 members Mstep: Class 2 contains 137057 members Entering Unmasked Estep Score: -24559656.000000 Penalty: 6041.613770 Iteration 16Q: 3 clusters Score -2.455966e+07 nChanged 3226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54701 members Mstep: Class 2 contains 140283 members Entering Unmasked Estep Score: -24560504.000000 Penalty: 6041.613770 Iteration 17Q: 3 clusters Score -2.45605e+07 nChanged 3518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51183 members Mstep: Class 2 contains 143801 members Entering Unmasked Estep Score: -24561520.000000 Penalty: 6041.613770 Iteration 18Q: 3 clusters Score -2.456152e+07 nChanged 3810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47373 members Mstep: Class 2 contains 147611 members Entering Unmasked Estep Score: -24562786.000000 Penalty: 6041.613770 Iteration 19Q: 3 clusters Score -2.456279e+07 nChanged 3950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43423 members Mstep: Class 2 contains 151561 members Entering Unmasked Estep Score: -24564106.000000 Penalty: 6041.613770 Iteration 20F: 3 clusters Score -2.456411e+07 nChanged 4148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39275 members Mstep: Class 2 contains 155709 members Entering Unmasked Estep Score: -24565624.000000 Penalty: 6041.613770 Iteration 21Q: 3 clusters Score -2.456562e+07 nChanged 4310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34965 members Mstep: Class 2 contains 160019 members Entering Unmasked Estep Score: -24567448.000000 Penalty: 6041.613770 Iteration 22Q: 3 clusters Score -2.456745e+07 nChanged 4383 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30582 members Mstep: Class 2 contains 164402 members Entering Unmasked Estep Score: -24569490.000000 Penalty: 6041.613770 Iteration 23Q: 3 clusters Score -2.456949e+07 nChanged 4222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26360 members Mstep: Class 2 contains 168624 members Entering Unmasked Estep Score: -24571526.000000 Penalty: 6041.613770 Iteration 24Q: 3 clusters Score -2.457153e+07 nChanged 3942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22418 members Mstep: Class 2 contains 172566 members Entering Unmasked Estep Score: -24573478.000000 Penalty: 6041.613770 Iteration 25Q: 3 clusters Score -2.457348e+07 nChanged 3759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18659 members Mstep: Class 2 contains 176325 members Entering Unmasked Estep Score: -24575392.000000 Penalty: 6041.613770 Iteration 26Q: 3 clusters Score -2.457539e+07 nChanged 3488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15173 members Mstep: Class 2 contains 179811 members Entering Unmasked Estep Score: -24577478.000000 Penalty: 6041.613770 Iteration 27Q: 3 clusters Score -2.457748e+07 nChanged 3281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11892 members Mstep: Class 2 contains 183092 members Entering Unmasked Estep Score: -24579520.000000 Penalty: 6041.613770 Iteration 28Q: 3 clusters Score -2.457952e+07 nChanged 2847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9045 members Mstep: Class 2 contains 185939 members Entering Unmasked Estep Score: -24581288.000000 Penalty: 6041.613770 Iteration 29Q: 3 clusters Score -2.458129e+07 nChanged 2440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6605 members Mstep: Class 2 contains 188379 members Entering Unmasked Estep Score: -24583196.000000 Penalty: 6041.613770 Iteration 30Q: 3 clusters Score -2.45832e+07 nChanged 2005 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4600 members Mstep: Class 2 contains 190384 members Entering Unmasked Estep Score: -24584678.000000 Penalty: 6041.613770 Iteration 31Q: 3 clusters Score -2.458468e+07 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3064 members Mstep: Class 2 contains 191920 members Entering Unmasked Estep Score: -24585794.000000 Penalty: 6041.613770 Iteration 32Q: 3 clusters Score -2.458579e+07 nChanged 1068 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 192986 members Entering Unmasked Estep Score: -24586666.000000 Penalty: 6041.613770 Iteration 33Q: 3 clusters Score -2.458667e+07 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 193682 members Entering Unmasked Estep Score: -24587206.000000 Penalty: 6041.613770 Iteration 34Q: 3 clusters Score -2.458721e+07 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 194111 members Entering Unmasked Estep Score: -24587602.000000 Penalty: 6041.613770 Iteration 35Q: 3 clusters Score -2.45876e+07 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 194343 members Entering Unmasked Estep Score: -24587812.000000 Penalty: 6041.613770 Iteration 36Q: 3 clusters Score -2.458781e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 194447 members Entering Unmasked Estep Score: -24587938.000000 Penalty: 6041.613770 Iteration 37Q: 3 clusters Score -2.458794e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 194505 members Entering Unmasked Estep Score: -24588018.000000 Penalty: 6041.613770 Iteration 38Q: 3 clusters Score -2.458802e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 194538 members Entering Unmasked Estep Score: -24588048.000000 Penalty: 6041.613770 Iteration 39Q: 3 clusters Score -2.458805e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 194553 members Entering Unmasked Estep Score: -24588090.000000 Penalty: 6041.613770 Iteration 40F: 3 clusters Score -2.458809e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 411 members Mstep: Class 2 contains 194573 members Entering Unmasked Estep Score: -24588104.000000 Penalty: 6041.613770 Iteration 41Q: 3 clusters Score -2.45881e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 194586 members Entering Unmasked Estep Score: -24588122.000000 Penalty: 6041.613770 Iteration 42Q: 3 clusters Score -2.458812e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 194595 members Entering Unmasked Estep Score: -24588108.000000 Penalty: 6041.613770 Iteration 43Q: 3 clusters Score -2.458811e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 194598 members Entering Unmasked Estep Score: -24588110.000000 Penalty: 6041.613770 Iteration 44Q: 3 clusters Score -2.458811e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 194600 members Entering Unmasked Estep Score: -24588110.000000 Penalty: 6041.613770 Iteration 45Q: 3 clusters Score -2.458811e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 194603 members Entering Unmasked Estep Score: -24588120.000000 Penalty: 6041.613770 Iteration 46Q: 3 clusters Score -2.458812e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 194605 members Entering Unmasked Estep Score: -24588124.000000 Penalty: 6041.613770 Iteration 47Q: 3 clusters Score -2.458812e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 194605 members Entering Unmasked Estep Score: -24588124.000000 Penalty: 6041.613770 Iteration 48F: 3 clusters Score -2.458812e+07 nChanged 0 --- Evaluating fit on full set of 1336431 points --- Entering Unmasked Estep Score: -167351504.000000 Penalty: 83956.015625 22->25 Clusters: Score -167351504.000000, best is -167522448.000000 Starting from 23 clusters... Entering ConstructFrom: --- Running on subset of 445477 points --- Entering CEM Assigned 23 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20206 members Mstep: Class 2 contains 20356 members Mstep: Class 3 contains 20358 members Mstep: Class 4 contains 20402 members Mstep: Class 5 contains 19927 members Mstep: Class 6 contains 20403 members Mstep: Class 7 contains 19980 members Mstep: Class 8 contains 20202 members Mstep: Class 9 contains 20369 members Mstep: Class 10 contains 20076 members Mstep: Class 11 contains 20081 members Mstep: Class 12 contains 20468 members Mstep: Class 13 contains 20262 members Mstep: Class 14 contains 20337 members Mstep: Class 15 contains 20149 members Mstep: Class 16 contains 20332 members Mstep: Class 17 contains 20305 members Mstep: Class 18 contains 20331 members Mstep: Class 19 contains 20202 members Mstep: Class 20 contains 20146 members Mstep: Class 21 contains 20382 members Mstep: Class 22 contains 20203 members Entering Unmasked Estep ConsiderDeletion Deleting Class 8. Lose 46.221870 but Gain 3225.710938 Score: -52806256.000000 Penalty: 67739.937500 Iteration 0F: 22 clusters Score -5.280626e+07 nChanged 423772 Entering Unmasked Mstep Mstep: Class 0 contains 2021 members Mstep: Class 1 contains 1738 members Mstep: Class 2 contains 30967 members Mstep: Class 3 contains 3423 members Mstep: Class 4 contains 5956 members Mstep: Class 5 contains 2542 members Mstep: Class 6 contains 9997 members Mstep: Class 7 contains 2750 members Mstep: Class 9 contains 21264 members Mstep: Class 10 contains 10382 members Mstep: Class 11 contains 1230 members Mstep: Class 12 contains 1526 members Mstep: Class 13 contains 26403 members Mstep: Class 14 contains 6677 members Mstep: Class 15 contains 2228 members Mstep: Class 16 contains 154129 members Mstep: Class 17 contains 22429 members Mstep: Class 18 contains 4677 members Mstep: Class 19 contains 8677 members Mstep: Class 20 contains 99070 members Mstep: Class 21 contains 10873 members Mstep: Class 22 contains 16518 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 1218.463989 but Gain 3225.710938 Score: -54865484.000000 Penalty: 64514.226562 Iteration 1F: 21 clusters Score -5.486548e+07 nChanged 149719 Entering Unmasked Mstep Mstep: Class 0 contains 1179 members Mstep: Class 2 contains 13613 members Mstep: Class 3 contains 2026 members Mstep: Class 4 contains 4324 members Mstep: Class 5 contains 5519 members Mstep: Class 6 contains 3049 members Mstep: Class 7 contains 2044 members Mstep: Class 9 contains 11745 members Mstep: Class 10 contains 5903 members Mstep: Class 11 contains 1738 members Mstep: Class 12 contains 1053 members Mstep: Class 13 contains 29128 members Mstep: Class 14 contains 4994 members Mstep: Class 15 contains 2000 members Mstep: Class 16 contains 189929 members Mstep: Class 17 contains 15317 members Mstep: Class 18 contains 5571 members Mstep: Class 19 contains 8790 members Mstep: Class 20 contains 111250 members Mstep: Class 21 contains 18814 members Mstep: Class 22 contains 7491 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 1376.456299 but Gain 3225.710938 Score: -55250928.000000 Penalty: 61288.515625 Iteration 2F: 20 clusters Score -5.525093e+07 nChanged 97717 Entering Unmasked Mstep Mstep: Class 0 contains 767 members Mstep: Class 2 contains 6336 members Mstep: Class 4 contains 5800 members Mstep: Class 5 contains 6701 members Mstep: Class 6 contains 1531 members Mstep: Class 7 contains 1853 members Mstep: Class 9 contains 6506 members Mstep: Class 10 contains 3717 members Mstep: Class 11 contains 1902 members Mstep: Class 12 contains 504 members Mstep: Class 13 contains 36820 members Mstep: Class 14 contains 4652 members Mstep: Class 15 contains 1392 members Mstep: Class 16 contains 202772 members Mstep: Class 17 contains 16760 members Mstep: Class 18 contains 6668 members Mstep: Class 19 contains 9462 members Mstep: Class 20 contains 103970 members Mstep: Class 21 contains 24042 members Mstep: Class 22 contains 3322 members Entering Unmasked Estep ConsiderDeletion Deleting Class 22. Lose 1902.927368 but Gain 3225.710938 Score: -55430068.000000 Penalty: 58062.804688 Iteration 3F: 19 clusters Score -5.543007e+07 nChanged 67332 Entering Unmasked Mstep Mstep: Class 0 contains 268 members Mstep: Class 2 contains 2862 members Mstep: Class 4 contains 8210 members Mstep: Class 5 contains 6289 members Mstep: Class 6 contains 915 members Mstep: Class 7 contains 1715 members Mstep: Class 9 contains 4008 members Mstep: Class 10 contains 2854 members Mstep: Class 11 contains 2394 members Mstep: Class 12 contains 527 members Mstep: Class 13 contains 45048 members Mstep: Class 14 contains 3872 members Mstep: Class 15 contains 1034 members Mstep: Class 16 contains 209821 members Mstep: Class 17 contains 22097 members Mstep: Class 18 contains 6336 members Mstep: Class 19 contains 7918 members Mstep: Class 20 contains 93165 members Mstep: Class 21 contains 26144 members Entering Unmasked Estep ConsiderDeletion Deleting Class 2. Lose 1529.299438 but Gain 3225.710938 Score: -55543448.000000 Penalty: 54837.093750 Iteration 4F: 18 clusters Score -5.554345e+07 nChanged 46236 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 10079 members Mstep: Class 5 contains 5721 members Mstep: Class 6 contains 835 members Mstep: Class 7 contains 1656 members Mstep: Class 9 contains 3075 members Mstep: Class 10 contains 2567 members Mstep: Class 11 contains 2613 members Mstep: Class 12 contains 568 members Mstep: Class 13 contains 51391 members Mstep: Class 14 contains 3041 members Mstep: Class 15 contains 1147 members Mstep: Class 16 contains 211801 members Mstep: Class 17 contains 25236 members Mstep: Class 18 contains 5371 members Mstep: Class 19 contains 5341 members Mstep: Class 20 contains 88058 members Mstep: Class 21 contains 26960 members Entering Unmasked Estep ConsiderDeletion Score: -55587456.000000 Penalty: 54837.093750 Iteration 5F: 18 clusters Score -5.558746e+07 nChanged 31575 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 11582 members Mstep: Class 5 contains 5399 members Mstep: Class 6 contains 882 members Mstep: Class 7 contains 1550 members Mstep: Class 9 contains 2698 members Mstep: Class 10 contains 2401 members Mstep: Class 11 contains 2509 members Mstep: Class 12 contains 594 members Mstep: Class 13 contains 56175 members Mstep: Class 14 contains 2388 members Mstep: Class 15 contains 1440 members Mstep: Class 16 contains 209194 members Mstep: Class 17 contains 26533 members Mstep: Class 18 contains 5006 members Mstep: Class 19 contains 3141 members Mstep: Class 20 contains 86836 members Mstep: Class 21 contains 27132 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 2110.311279 but Gain 3225.710938 Score: -55612116.000000 Penalty: 51611.382812 Iteration 6F: 17 clusters Score -5.561212e+07 nChanged 23839 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 12800 members Mstep: Class 5 contains 5462 members Mstep: Class 6 contains 877 members Mstep: Class 7 contains 1410 members Mstep: Class 9 contains 2595 members Mstep: Class 10 contains 2204 members Mstep: Class 11 contains 2445 members Mstep: Class 12 contains 624 members Mstep: Class 13 contains 60861 members Mstep: Class 14 contains 2094 members Mstep: Class 15 contains 1630 members Mstep: Class 16 contains 206303 members Mstep: Class 17 contains 27072 members Mstep: Class 18 contains 5185 members Mstep: Class 20 contains 86947 members Mstep: Class 21 contains 26951 members Entering Unmasked Estep ConsiderDeletion Score: -55628380.000000 Penalty: 51611.382812 Iteration 7F: 17 clusters Score -5.562838e+07 nChanged 14923 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 13842 members Mstep: Class 5 contains 5186 members Mstep: Class 6 contains 873 members Mstep: Class 7 contains 1332 members Mstep: Class 9 contains 2534 members Mstep: Class 10 contains 1945 members Mstep: Class 11 contains 2403 members Mstep: Class 12 contains 636 members Mstep: Class 13 contains 62847 members Mstep: Class 14 contains 1851 members Mstep: Class 15 contains 1694 members Mstep: Class 16 contains 203250 members Mstep: Class 17 contains 27243 members Mstep: Class 18 contains 5672 members Mstep: Class 20 contains 87642 members Mstep: Class 21 contains 26510 members Entering Unmasked Estep ConsiderDeletion Score: -55634976.000000 Penalty: 51611.382812 Iteration 8Q: 17 clusters Score -5.563498e+07 nChanged 10578 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 14721 members Mstep: Class 5 contains 5037 members Mstep: Class 6 contains 866 members Mstep: Class 7 contains 1272 members Mstep: Class 9 contains 2504 members Mstep: Class 10 contains 1739 members Mstep: Class 11 contains 2386 members Mstep: Class 12 contains 639 members Mstep: Class 13 contains 64506 members Mstep: Class 14 contains 1708 members Mstep: Class 15 contains 1701 members Mstep: Class 16 contains 200341 members Mstep: Class 17 contains 27298 members Mstep: Class 18 contains 6199 members Mstep: Class 20 contains 88610 members Mstep: Class 21 contains 25933 members Entering Unmasked Estep ConsiderDeletion Score: -55639864.000000 Penalty: 51611.382812 Iteration 9Q: 17 clusters Score -5.563986e+07 nChanged 8241 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 15446 members Mstep: Class 5 contains 4976 members Mstep: Class 6 contains 858 members Mstep: Class 7 contains 1217 members Mstep: Class 9 contains 2480 members Mstep: Class 10 contains 1607 members Mstep: Class 11 contains 2384 members Mstep: Class 12 contains 636 members Mstep: Class 13 contains 66026 members Mstep: Class 14 contains 1609 members Mstep: Class 15 contains 1711 members Mstep: Class 16 contains 197366 members Mstep: Class 17 contains 27290 members Mstep: Class 18 contains 6751 members Mstep: Class 20 contains 89825 members Mstep: Class 21 contains 25278 members Entering Unmasked Estep ConsiderDeletion Deleting Class 10. Lose 3167.698975 but Gain 3225.710938 Score: -55643612.000000 Penalty: 48385.671875 Iteration 10Q: 16 clusters Score -5.564361e+07 nChanged 8071 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 15982 members Mstep: Class 5 contains 4973 members Mstep: Class 6 contains 860 members Mstep: Class 7 contains 1171 members Mstep: Class 9 contains 2449 members Mstep: Class 11 contains 2384 members Mstep: Class 12 contains 637 members Mstep: Class 13 contains 67531 members Mstep: Class 14 contains 1532 members Mstep: Class 15 contains 1714 members Mstep: Class 16 contains 194813 members Mstep: Class 17 contains 27238 members Mstep: Class 18 contains 8020 members Mstep: Class 20 contains 91247 members Mstep: Class 21 contains 24909 members Entering Unmasked Estep ConsiderDeletion Deleting Class 14. Lose 3176.179688 but Gain 3225.710938 Score: -55648796.000000 Penalty: 45159.960938 Iteration 11Q: 15 clusters Score -5.56488e+07 nChanged 7308 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 16443 members Mstep: Class 5 contains 5903 members Mstep: Class 6 contains 859 members Mstep: Class 7 contains 1144 members Mstep: Class 9 contains 2426 members Mstep: Class 11 contains 2384 members Mstep: Class 12 contains 633 members Mstep: Class 13 contains 69387 members Mstep: Class 15 contains 1711 members Mstep: Class 16 contains 191748 members Mstep: Class 17 contains 27184 members Mstep: Class 18 contains 8429 members Mstep: Class 20 contains 92743 members Mstep: Class 21 contains 24466 members Entering Unmasked Estep ConsiderDeletion Score: -55653804.000000 Penalty: 45159.960938 Iteration 12Q: 15 clusters Score -5.56538e+07 nChanged 5031 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 16791 members Mstep: Class 5 contains 6029 members Mstep: Class 6 contains 862 members Mstep: Class 7 contains 1116 members Mstep: Class 9 contains 2404 members Mstep: Class 11 contains 2384 members Mstep: Class 12 contains 631 members Mstep: Class 13 contains 70139 members Mstep: Class 15 contains 1715 members Mstep: Class 16 contains 189200 members Mstep: Class 17 contains 27125 members Mstep: Class 18 contains 8634 members Mstep: Class 20 contains 94210 members Mstep: Class 21 contains 24220 members Entering Unmasked Estep ConsiderDeletion Score: -55655232.000000 Penalty: 45159.960938 Iteration 13Q: 15 clusters Score -5.565523e+07 nChanged 4435 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 17123 members Mstep: Class 5 contains 6144 members Mstep: Class 6 contains 861 members Mstep: Class 7 contains 1082 members Mstep: Class 9 contains 2381 members Mstep: Class 11 contains 2384 members Mstep: Class 12 contains 629 members Mstep: Class 13 contains 71049 members Mstep: Class 15 contains 1717 members Mstep: Class 16 contains 186657 members Mstep: Class 17 contains 27065 members Mstep: Class 18 contains 8729 members Mstep: Class 20 contains 95596 members Mstep: Class 21 contains 24043 members Entering Unmasked Estep ConsiderDeletion Score: -55656828.000000 Penalty: 45159.960938 Iteration 14Q: 15 clusters Score -5.565683e+07 nChanged 3934 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 17362 members Mstep: Class 5 contains 6250 members Mstep: Class 6 contains 858 members Mstep: Class 7 contains 1059 members Mstep: Class 9 contains 2368 members Mstep: Class 11 contains 2384 members Mstep: Class 12 contains 624 members Mstep: Class 13 contains 72063 members Mstep: Class 15 contains 1714 members Mstep: Class 16 contains 184233 members Mstep: Class 17 contains 26990 members Mstep: Class 18 contains 8793 members Mstep: Class 20 contains 96850 members Mstep: Class 21 contains 23912 members Entering Unmasked Estep ConsiderDeletion Score: -55657864.000000 Penalty: 45159.960938 Iteration 15Q: 15 clusters Score -5.565786e+07 nChanged 3579 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 17563 members Mstep: Class 5 contains 6337 members Mstep: Class 6 contains 858 members Mstep: Class 7 contains 1028 members Mstep: Class 9 contains 2359 members Mstep: Class 11 contains 2384 members Mstep: Class 12 contains 622 members Mstep: Class 13 contains 73170 members Mstep: Class 15 contains 1717 members Mstep: Class 16 contains 181903 members Mstep: Class 17 contains 26905 members Mstep: Class 18 contains 8835 members Mstep: Class 20 contains 97980 members Mstep: Class 21 contains 23799 members Entering Unmasked Estep ConsiderDeletion Score: -55658888.000000 Penalty: 45159.960938 Iteration 16Q: 15 clusters Score -5.565889e+07 nChanged 3476 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 17694 members Mstep: Class 5 contains 6435 members Mstep: Class 6 contains 860 members Mstep: Class 7 contains 999 members Mstep: Class 9 contains 2355 members Mstep: Class 11 contains 2384 members Mstep: Class 12 contains 619 members Mstep: Class 13 contains 74382 members Mstep: Class 15 contains 1715 members Mstep: Class 16 contains 179597 members Mstep: Class 17 contains 26800 members Mstep: Class 18 contains 8849 members Mstep: Class 20 contains 99069 members Mstep: Class 21 contains 23702 members Entering Unmasked Estep ConsiderDeletion Score: -55659756.000000 Penalty: 45159.960938 Iteration 17Q: 15 clusters Score -5.565976e+07 nChanged 3369 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 17792 members Mstep: Class 5 contains 6525 members Mstep: Class 6 contains 862 members Mstep: Class 7 contains 978 members Mstep: Class 9 contains 2337 members Mstep: Class 11 contains 2384 members Mstep: Class 12 contains 617 members Mstep: Class 13 contains 75613 members Mstep: Class 15 contains 1711 members Mstep: Class 16 contains 177395 members Mstep: Class 17 contains 26671 members Mstep: Class 18 contains 8867 members Mstep: Class 20 contains 100095 members Mstep: Class 21 contains 23613 members Entering Unmasked Estep ConsiderDeletion Score: -55660492.000000 Penalty: 45159.960938 Iteration 18Q: 15 clusters Score -5.566049e+07 nChanged 3374 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 17868 members Mstep: Class 5 contains 6630 members Mstep: Class 6 contains 863 members Mstep: Class 7 contains 952 members Mstep: Class 9 contains 2322 members Mstep: Class 11 contains 2385 members Mstep: Class 12 contains 617 members Mstep: Class 13 contains 76872 members Mstep: Class 15 contains 1710 members Mstep: Class 16 contains 175239 members Mstep: Class 17 contains 26496 members Mstep: Class 18 contains 8890 members Mstep: Class 20 contains 101105 members Mstep: Class 21 contains 23511 members Entering Unmasked Estep ConsiderDeletion Score: -55661156.000000 Penalty: 45159.960938 Iteration 19Q: 15 clusters Score -5.566116e+07 nChanged 3314 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 17911 members Mstep: Class 5 contains 6764 members Mstep: Class 6 contains 859 members Mstep: Class 7 contains 938 members Mstep: Class 9 contains 2304 members Mstep: Class 11 contains 2385 members Mstep: Class 12 contains 618 members Mstep: Class 13 contains 78086 members Mstep: Class 15 contains 1712 members Mstep: Class 16 contains 173328 members Mstep: Class 17 contains 26234 members Mstep: Class 18 contains 8910 members Mstep: Class 20 contains 101988 members Mstep: Class 21 contains 23423 members Entering Unmasked Estep ConsiderDeletion Score: -55662336.000000 Penalty: 45159.960938 Iteration 20F: 15 clusters Score -5.566234e+07 nChanged 3573 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 17941 members Mstep: Class 5 contains 6907 members Mstep: Class 6 contains 871 members Mstep: Class 7 contains 914 members Mstep: Class 9 contains 2283 members Mstep: Class 11 contains 2370 members Mstep: Class 12 contains 616 members Mstep: Class 13 contains 79403 members Mstep: Class 15 contains 1712 members Mstep: Class 16 contains 171314 members Mstep: Class 17 contains 25932 members Mstep: Class 18 contains 9027 members Mstep: Class 20 contains 102915 members Mstep: Class 21 contains 23255 members Entering Unmasked Estep ConsiderDeletion Score: -55664108.000000 Penalty: 45159.960938 Iteration 21Q: 15 clusters Score -5.566411e+07 nChanged 3728 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 17977 members Mstep: Class 5 contains 7072 members Mstep: Class 6 contains 869 members Mstep: Class 7 contains 908 members Mstep: Class 9 contains 2264 members Mstep: Class 11 contains 2366 members Mstep: Class 12 contains 616 members Mstep: Class 13 contains 80857 members Mstep: Class 15 contains 1712 members Mstep: Class 16 contains 169094 members Mstep: Class 17 contains 25652 members Mstep: Class 18 contains 9114 members Mstep: Class 20 contains 103836 members Mstep: Class 21 contains 23123 members Entering Unmasked Estep ConsiderDeletion Score: -55665012.000000 Penalty: 45159.960938 Iteration 22Q: 15 clusters Score -5.566501e+07 nChanged 3575 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 17985 members Mstep: Class 5 contains 7240 members Mstep: Class 6 contains 865 members Mstep: Class 7 contains 902 members Mstep: Class 9 contains 2254 members Mstep: Class 11 contains 2367 members Mstep: Class 12 contains 624 members Mstep: Class 13 contains 82416 members Mstep: Class 15 contains 1710 members Mstep: Class 16 contains 166729 members Mstep: Class 17 contains 25503 members Mstep: Class 18 contains 9190 members Mstep: Class 20 contains 104632 members Mstep: Class 21 contains 23043 members Entering Unmasked Estep ConsiderDeletion Score: -55665860.000000 Penalty: 45159.960938 Iteration 23Q: 15 clusters Score -5.566586e+07 nChanged 3497 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 17995 members Mstep: Class 5 contains 7424 members Mstep: Class 6 contains 865 members Mstep: Class 7 contains 896 members Mstep: Class 9 contains 2229 members Mstep: Class 11 contains 2367 members Mstep: Class 12 contains 638 members Mstep: Class 13 contains 84054 members Mstep: Class 15 contains 1709 members Mstep: Class 16 contains 164226 members Mstep: Class 17 contains 25420 members Mstep: Class 18 contains 9231 members Mstep: Class 20 contains 105412 members Mstep: Class 21 contains 22994 members Entering Unmasked Estep ConsiderDeletion Score: -55666504.000000 Penalty: 45159.960938 Iteration 24Q: 15 clusters Score -5.56665e+07 nChanged 3474 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 18025 members Mstep: Class 5 contains 7611 members Mstep: Class 6 contains 864 members Mstep: Class 7 contains 894 members Mstep: Class 9 contains 2220 members Mstep: Class 11 contains 2367 members Mstep: Class 12 contains 662 members Mstep: Class 13 contains 85707 members Mstep: Class 15 contains 1706 members Mstep: Class 16 contains 161708 members Mstep: Class 17 contains 25351 members Mstep: Class 18 contains 9257 members Mstep: Class 20 contains 106126 members Mstep: Class 21 contains 22962 members Entering Unmasked Estep ConsiderDeletion Score: -55667236.000000 Penalty: 45159.960938 Iteration 25Q: 15 clusters Score -5.566724e+07 nChanged 3463 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 18061 members Mstep: Class 5 contains 7802 members Mstep: Class 6 contains 863 members Mstep: Class 7 contains 888 members Mstep: Class 9 contains 2206 members Mstep: Class 11 contains 2367 members Mstep: Class 12 contains 666 members Mstep: Class 13 contains 87415 members Mstep: Class 15 contains 1698 members Mstep: Class 16 contains 159143 members Mstep: Class 17 contains 25326 members Mstep: Class 18 contains 9273 members Mstep: Class 20 contains 106792 members Mstep: Class 21 contains 22960 members Entering Unmasked Estep ConsiderDeletion Score: -55667836.000000 Penalty: 45159.960938 Iteration 26Q: 15 clusters Score -5.566784e+07 nChanged 3569 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 18097 members Mstep: Class 5 contains 8026 members Mstep: Class 6 contains 862 members Mstep: Class 7 contains 883 members Mstep: Class 9 contains 2193 members Mstep: Class 11 contains 2367 members Mstep: Class 12 contains 667 members Mstep: Class 13 contains 89172 members Mstep: Class 15 contains 1699 members Mstep: Class 16 contains 156473 members Mstep: Class 17 contains 25308 members Mstep: Class 18 contains 9294 members Mstep: Class 20 contains 107444 members Mstep: Class 21 contains 22975 members Entering Unmasked Estep ConsiderDeletion Score: -55668576.000000 Penalty: 45159.960938 Iteration 27Q: 15 clusters Score -5.566858e+07 nChanged 3538 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 18122 members Mstep: Class 5 contains 8252 members Mstep: Class 6 contains 862 members Mstep: Class 7 contains 882 members Mstep: Class 9 contains 2183 members Mstep: Class 11 contains 2367 members Mstep: Class 12 contains 671 members Mstep: Class 13 contains 91005 members Mstep: Class 15 contains 1697 members Mstep: Class 16 contains 153724 members Mstep: Class 17 contains 25289 members Mstep: Class 18 contains 9331 members Mstep: Class 20 contains 108081 members Mstep: Class 21 contains 22994 members Entering Unmasked Estep ConsiderDeletion Score: -55669020.000000 Penalty: 45159.960938 Iteration 28Q: 15 clusters Score -5.566902e+07 nChanged 3568 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 18151 members Mstep: Class 5 contains 8472 members Mstep: Class 6 contains 859 members Mstep: Class 7 contains 881 members Mstep: Class 9 contains 2177 members Mstep: Class 11 contains 2367 members Mstep: Class 12 contains 670 members Mstep: Class 13 contains 92926 members Mstep: Class 15 contains 1699 members Mstep: Class 16 contains 150873 members Mstep: Class 17 contains 25280 members Mstep: Class 18 contains 9379 members Mstep: Class 20 contains 108680 members Mstep: Class 21 contains 23046 members Entering Unmasked Estep ConsiderDeletion Score: -55669396.000000 Penalty: 45159.960938 Iteration 29Q: 15 clusters Score -5.56694e+07 nChanged 3592 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 18198 members Mstep: Class 5 contains 8694 members Mstep: Class 6 contains 859 members Mstep: Class 7 contains 879 members Mstep: Class 9 contains 2168 members Mstep: Class 11 contains 2367 members Mstep: Class 12 contains 672 members Mstep: Class 13 contains 94875 members Mstep: Class 15 contains 1696 members Mstep: Class 16 contains 147963 members Mstep: Class 17 contains 25276 members Mstep: Class 18 contains 9424 members Mstep: Class 20 contains 109274 members Mstep: Class 21 contains 23115 members Entering Unmasked Estep ConsiderDeletion Score: -55669712.000000 Penalty: 45159.960938 Iteration 30Q: 15 clusters Score -5.566971e+07 nChanged 3738 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 18278 members Mstep: Class 5 contains 8951 members Mstep: Class 6 contains 859 members Mstep: Class 7 contains 876 members Mstep: Class 9 contains 2165 members Mstep: Class 11 contains 2367 members Mstep: Class 12 contains 675 members Mstep: Class 13 contains 96933 members Mstep: Class 15 contains 1694 members Mstep: Class 16 contains 144905 members Mstep: Class 17 contains 25267 members Mstep: Class 18 contains 9468 members Mstep: Class 20 contains 109835 members Mstep: Class 21 contains 23187 members Entering Unmasked Estep ConsiderDeletion Score: -55670312.000000 Penalty: 45159.960938 Iteration 31Q: 15 clusters Score -5.567031e+07 nChanged 3721 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 18391 members Mstep: Class 5 contains 9197 members Mstep: Class 6 contains 859 members Mstep: Class 7 contains 877 members Mstep: Class 9 contains 2156 members Mstep: Class 11 contains 2367 members Mstep: Class 12 contains 675 members Mstep: Class 13 contains 98997 members Mstep: Class 15 contains 1692 members Mstep: Class 16 contains 141784 members Mstep: Class 17 contains 25250 members Mstep: Class 18 contains 9492 members Mstep: Class 20 contains 110437 members Mstep: Class 21 contains 23286 members Entering Unmasked Estep ConsiderDeletion Score: -55670688.000000 Penalty: 45159.960938 Iteration 32Q: 15 clusters Score -5.567069e+07 nChanged 3826 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 18534 members Mstep: Class 5 contains 9482 members Mstep: Class 6 contains 859 members Mstep: Class 7 contains 879 members Mstep: Class 9 contains 2146 members Mstep: Class 11 contains 2367 members Mstep: Class 12 contains 676 members Mstep: Class 13 contains 101109 members Mstep: Class 15 contains 1690 members Mstep: Class 16 contains 138546 members Mstep: Class 17 contains 25237 members Mstep: Class 18 contains 9497 members Mstep: Class 20 contains 111045 members Mstep: Class 21 contains 23393 members Entering Unmasked Estep ConsiderDeletion Score: -55670960.000000 Penalty: 45159.960938 Iteration 33Q: 15 clusters Score -5.567096e+07 nChanged 3875 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 18728 members Mstep: Class 5 contains 9764 members Mstep: Class 6 contains 862 members Mstep: Class 7 contains 879 members Mstep: Class 9 contains 2143 members Mstep: Class 11 contains 2367 members Mstep: Class 12 contains 676 members Mstep: Class 13 contains 103240 members Mstep: Class 15 contains 1687 members Mstep: Class 16 contains 135277 members Mstep: Class 17 contains 25230 members Mstep: Class 18 contains 9505 members Mstep: Class 20 contains 111581 members Mstep: Class 21 contains 23521 members Entering Unmasked Estep ConsiderDeletion Score: -55671744.000000 Penalty: 45159.960938 Iteration 34Q: 15 clusters Score -5.567174e+07 nChanged 3953 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 18944 members Mstep: Class 5 contains 10062 members Mstep: Class 6 contains 864 members Mstep: Class 7 contains 879 members Mstep: Class 9 contains 2136 members Mstep: Class 11 contains 2367 members Mstep: Class 12 contains 675 members Mstep: Class 13 contains 105397 members Mstep: Class 15 contains 1685 members Mstep: Class 16 contains 131972 members Mstep: Class 17 contains 25219 members Mstep: Class 18 contains 9516 members Mstep: Class 20 contains 112083 members Mstep: Class 21 contains 23661 members Entering Unmasked Estep ConsiderDeletion Score: -55672304.000000 Penalty: 45159.960938 Iteration 35Q: 15 clusters Score -5.56723e+07 nChanged 4090 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 19185 members Mstep: Class 5 contains 10316 members Mstep: Class 6 contains 865 members Mstep: Class 7 contains 878 members Mstep: Class 9 contains 2126 members Mstep: Class 11 contains 2367 members Mstep: Class 12 contains 675 members Mstep: Class 13 contains 107740 members Mstep: Class 15 contains 1683 members Mstep: Class 16 contains 128494 members Mstep: Class 17 contains 25208 members Mstep: Class 18 contains 9528 members Mstep: Class 20 contains 112565 members Mstep: Class 21 contains 23830 members Entering Unmasked Estep ConsiderDeletion Score: -55672984.000000 Penalty: 45159.960938 Iteration 36Q: 15 clusters Score -5.567298e+07 nChanged 4156 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 19450 members Mstep: Class 5 contains 10581 members Mstep: Class 6 contains 869 members Mstep: Class 7 contains 878 members Mstep: Class 9 contains 2115 members Mstep: Class 11 contains 2367 members Mstep: Class 12 contains 675 members Mstep: Class 13 contains 110116 members Mstep: Class 15 contains 1684 members Mstep: Class 16 contains 125033 members Mstep: Class 17 contains 25199 members Mstep: Class 18 contains 9527 members Mstep: Class 20 contains 112947 members Mstep: Class 21 contains 24019 members Entering Unmasked Estep ConsiderDeletion Score: -55673520.000000 Penalty: 45159.960938 Iteration 37Q: 15 clusters Score -5.567352e+07 nChanged 4199 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 19725 members Mstep: Class 5 contains 10858 members Mstep: Class 6 contains 871 members Mstep: Class 7 contains 878 members Mstep: Class 9 contains 2112 members Mstep: Class 11 contains 2367 members Mstep: Class 12 contains 673 members Mstep: Class 13 contains 112505 members Mstep: Class 15 contains 1685 members Mstep: Class 16 contains 121536 members Mstep: Class 17 contains 25186 members Mstep: Class 18 contains 9526 members Mstep: Class 20 contains 113311 members Mstep: Class 21 contains 24227 members Entering Unmasked Estep ConsiderDeletion Score: -55674348.000000 Penalty: 45159.960938 Iteration 38Q: 15 clusters Score -5.567435e+07 nChanged 4309 Entering ConstructFrom: Score: -55674348.000000 Penalty: 45159.960938 Entering ConstructFrom: Trying to split cluster 4 (20011 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20011 members Entering Unmasked Estep Score: -2565289.500000 Penalty: 2456.201172 Iteration 0F: 2 clusters Score -2565290 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9934 members Mstep: Class 2 contains 10077 members Entering Unmasked Estep Score: -2551161.000000 Penalty: 4912.402344 Iteration 0F: 3 clusters Score -2551161 nChanged 8844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9618 members Mstep: Class 2 contains 10393 members Entering Unmasked Estep Score: -2556151.000000 Penalty: 4912.402344 Iteration 1F: 3 clusters Score -2556151 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9418 members Mstep: Class 2 contains 10593 members Entering Unmasked Estep Score: -2557118.750000 Penalty: 4912.402344 Iteration 2F: 3 clusters Score -2557119 nChanged 1435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9023 members Mstep: Class 2 contains 10988 members Entering Unmasked Estep Score: -2558494.000000 Penalty: 4912.402344 Iteration 3F: 3 clusters Score -2558494 nChanged 1617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8220 members Mstep: Class 2 contains 11791 members Entering Unmasked Estep Score: -2560032.750000 Penalty: 4912.402344 Iteration 4F: 3 clusters Score -2560033 nChanged 1716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7108 members Mstep: Class 2 contains 12903 members Entering Unmasked Estep Score: -2561588.000000 Penalty: 4912.402344 Iteration 5F: 3 clusters Score -2561588 nChanged 1613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5827 members Mstep: Class 2 contains 14184 members Entering Unmasked Estep Score: -2563281.000000 Penalty: 4912.402344 Iteration 6F: 3 clusters Score -2563281 nChanged 1450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 15422 members Entering Unmasked Estep Score: -2564876.500000 Penalty: 4912.402344 Iteration 7F: 3 clusters Score -2564876 nChanged 1132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3631 members Mstep: Class 2 contains 16380 members Entering Unmasked Estep Score: -2566120.750000 Penalty: 4912.402344 Iteration 8F: 3 clusters Score -2566121 nChanged 692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3075 members Mstep: Class 2 contains 16936 members Entering Unmasked Estep Score: -2566834.000000 Penalty: 4912.402344 Iteration 9Q: 3 clusters Score -2566834 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2801 members Mstep: Class 2 contains 17210 members Entering Unmasked Estep Score: -2567131.750000 Penalty: 4912.402344 Iteration 10Q: 3 clusters Score -2567132 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2678 members Mstep: Class 2 contains 17333 members Entering Unmasked Estep Score: -2567239.000000 Penalty: 4912.402344 Iteration 11Q: 3 clusters Score -2567239 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2620 members Mstep: Class 2 contains 17391 members Entering Unmasked Estep Score: -2567295.500000 Penalty: 4912.402344 Iteration 12Q: 3 clusters Score -2567296 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 17394 members Entering Unmasked Estep Score: -2567317.250000 Penalty: 4912.402344 Iteration 13Q: 3 clusters Score -2567317 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2637 members Mstep: Class 2 contains 17374 members Entering Unmasked Estep Score: -2567342.500000 Penalty: 4912.402344 Iteration 14Q: 3 clusters Score -2567342 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2663 members Mstep: Class 2 contains 17348 members Entering Unmasked Estep Score: -2567364.250000 Penalty: 4912.402344 Iteration 15Q: 3 clusters Score -2567364 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2697 members Mstep: Class 2 contains 17314 members Entering Unmasked Estep Score: -2567368.500000 Penalty: 4912.402344 Iteration 16Q: 3 clusters Score -2567368 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 17281 members Entering Unmasked Estep Score: -2567396.000000 Penalty: 4912.402344 Iteration 17Q: 3 clusters Score -2567396 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 17232 members Entering Unmasked Estep Score: -2567406.500000 Penalty: 4912.402344 Iteration 18Q: 3 clusters Score -2567406 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 17176 members Entering Unmasked Estep Score: -2567432.750000 Penalty: 4912.402344 Iteration 19Q: 3 clusters Score -2567433 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2894 members Mstep: Class 2 contains 17117 members Entering Unmasked Estep Score: -2567459.000000 Penalty: 4912.402344 Iteration 20F: 3 clusters Score -2567459 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 17048 members Entering Unmasked Estep Score: -2567487.250000 Penalty: 4912.402344 Iteration 21Q: 3 clusters Score -2567487 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 16981 members Entering Unmasked Estep Score: -2567508.750000 Penalty: 4912.402344 Iteration 22Q: 3 clusters Score -2567509 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3108 members Mstep: Class 2 contains 16903 members Entering Unmasked Estep Score: -2567533.000000 Penalty: 4912.402344 Iteration 23Q: 3 clusters Score -2567533 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 16827 members Entering Unmasked Estep Score: -2567556.500000 Penalty: 4912.402344 Iteration 24Q: 3 clusters Score -2567556 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3261 members Mstep: Class 2 contains 16750 members Entering Unmasked Estep Score: -2567590.000000 Penalty: 4912.402344 Iteration 25Q: 3 clusters Score -2567590 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3324 members Mstep: Class 2 contains 16687 members Entering Unmasked Estep Score: -2567603.250000 Penalty: 4912.402344 Iteration 26Q: 3 clusters Score -2567603 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3376 members Mstep: Class 2 contains 16635 members Entering Unmasked Estep Score: -2567607.500000 Penalty: 4912.402344 Iteration 27Q: 3 clusters Score -2567608 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 16592 members Entering Unmasked Estep Score: -2567626.500000 Penalty: 4912.402344 Iteration 28Q: 3 clusters Score -2567626 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3473 members Mstep: Class 2 contains 16538 members Entering Unmasked Estep Score: -2567647.500000 Penalty: 4912.402344 Iteration 29Q: 3 clusters Score -2567648 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3534 members Mstep: Class 2 contains 16477 members Entering Unmasked Estep Score: -2567659.000000 Penalty: 4912.402344 Iteration 30Q: 3 clusters Score -2567659 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3588 members Mstep: Class 2 contains 16423 members Entering Unmasked Estep Score: -2567671.500000 Penalty: 4912.402344 Iteration 31Q: 3 clusters Score -2567672 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 16364 members Entering Unmasked Estep Score: -2567683.000000 Penalty: 4912.402344 Iteration 32Q: 3 clusters Score -2567683 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3692 members Mstep: Class 2 contains 16319 members Entering Unmasked Estep Score: -2567691.000000 Penalty: 4912.402344 Iteration 33Q: 3 clusters Score -2567691 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3724 members Mstep: Class 2 contains 16287 members Entering Unmasked Estep Score: -2567700.500000 Penalty: 4912.402344 Iteration 34Q: 3 clusters Score -2567700 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 16261 members Entering Unmasked Estep Score: -2567710.250000 Penalty: 4912.402344 Iteration 35Q: 3 clusters Score -2567710 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3776 members Mstep: Class 2 contains 16235 members Entering Unmasked Estep Score: -2567717.000000 Penalty: 4912.402344 Iteration 36Q: 3 clusters Score -2567717 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3801 members Mstep: Class 2 contains 16210 members Entering Unmasked Estep Score: -2567717.500000 Penalty: 4912.402344 Iteration 37Q: 3 clusters Score -2567718 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3825 members Mstep: Class 2 contains 16186 members Entering Unmasked Estep Score: -2567724.500000 Penalty: 4912.402344 Iteration 38Q: 3 clusters Score -2567724 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3843 members Mstep: Class 2 contains 16168 members Entering Unmasked Estep Score: -2567730.000000 Penalty: 4912.402344 Iteration 39Q: 3 clusters Score -2567730 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3867 members Mstep: Class 2 contains 16144 members Entering Unmasked Estep Score: -2567732.750000 Penalty: 4912.402344 Iteration 40F: 3 clusters Score -2567733 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3884 members Mstep: Class 2 contains 16127 members Entering Unmasked Estep Score: -2567738.000000 Penalty: 4912.402344 Iteration 41Q: 3 clusters Score -2567738 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3897 members Mstep: Class 2 contains 16114 members Entering Unmasked Estep Score: -2567744.000000 Penalty: 4912.402344 Iteration 42Q: 3 clusters Score -2567744 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3913 members Mstep: Class 2 contains 16098 members Entering Unmasked Estep Score: -2567744.000000 Penalty: 4912.402344 Iteration 43Q: 3 clusters Score -2567744 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 16086 members Entering Unmasked Estep Score: -2567741.750000 Penalty: 4912.402344 Iteration 44Q: 3 clusters Score -2567742 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 16075 members Entering Unmasked Estep Score: -2567744.500000 Penalty: 4912.402344 Iteration 45Q: 3 clusters Score -2567744 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3950 members Mstep: Class 2 contains 16061 members Entering Unmasked Estep Score: -2567746.000000 Penalty: 4912.402344 Iteration 46Q: 3 clusters Score -2567746 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3962 members Mstep: Class 2 contains 16049 members Entering Unmasked Estep Score: -2567743.250000 Penalty: 4912.402344 Iteration 47Q: 3 clusters Score -2567743 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 16039 members Entering Unmasked Estep Score: -2567750.250000 Penalty: 4912.402344 Iteration 48Q: 3 clusters Score -2567750 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3984 members Mstep: Class 2 contains 16027 members Entering Unmasked Estep Score: -2567748.250000 Penalty: 4912.402344 Iteration 49Q: 3 clusters Score -2567748 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 16017 members Entering Unmasked Estep Score: -2567749.250000 Penalty: 4912.402344 Iteration 50Q: 3 clusters Score -2567749 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4003 members Mstep: Class 2 contains 16008 members Entering Unmasked Estep Score: -2567750.750000 Penalty: 4912.402344 Iteration 51Q: 3 clusters Score -2567751 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4014 members Mstep: Class 2 contains 15997 members Entering Unmasked Estep Score: -2567750.000000 Penalty: 4912.402344 Iteration 52Q: 3 clusters Score -2567750 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4020 members Mstep: Class 2 contains 15991 members Entering Unmasked Estep Score: -2567755.250000 Penalty: 4912.402344 Iteration 53Q: 3 clusters Score -2567755 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 15983 members Entering Unmasked Estep Score: -2567750.750000 Penalty: 4912.402344 Iteration 54Q: 3 clusters Score -2567751 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4032 members Mstep: Class 2 contains 15979 members Entering Unmasked Estep Score: -2567759.250000 Penalty: 4912.402344 Iteration 55Q: 3 clusters Score -2567759 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 15977 members Entering Unmasked Estep Score: -2567758.750000 Penalty: 4912.402344 Iteration 56Q: 3 clusters Score -2567759 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 15977 members Entering Unmasked Estep Score: -2567758.750000 Penalty: 4912.402344 Iteration 57F: 3 clusters Score -2567759 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 15977 members Mstep: Class 4 contains 4034 members Mstep: Class 5 contains 11142 members Mstep: Class 6 contains 874 members Mstep: Class 7 contains 877 members Mstep: Class 9 contains 2106 members Mstep: Class 11 contains 2367 members Mstep: Class 12 contains 674 members Mstep: Class 13 contains 114972 members Mstep: Class 15 contains 1692 members Mstep: Class 16 contains 118029 members Mstep: Class 17 contains 25171 members Mstep: Class 18 contains 9531 members Mstep: Class 20 contains 113587 members Mstep: Class 21 contains 24427 members Entering Unmasked Estep Score: -55676392.000000 Penalty: 48385.671875 Splitting cluster 4 changes total score from -55674348.000000 to -55676392.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 5 (11142 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11142 members Entering Unmasked Estep Score: -1373579.000000 Penalty: 2310.982178 Iteration 0F: 2 clusters Score -1373579 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 5638 members Entering Unmasked Estep Score: -1365170.000000 Penalty: 4621.964355 Iteration 0F: 3 clusters Score -1365170 nChanged 4750 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 5912 members Entering Unmasked Estep Score: -1367734.375000 Penalty: 4621.964355 Iteration 1F: 3 clusters Score -1367734 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 6017 members Entering Unmasked Estep Score: -1368070.750000 Penalty: 4621.964355 Iteration 2F: 3 clusters Score -1368071 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 6132 members Entering Unmasked Estep Score: -1368427.125000 Penalty: 4621.964355 Iteration 3F: 3 clusters Score -1368427 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4928 members Mstep: Class 2 contains 6214 members Entering Unmasked Estep Score: -1368812.625000 Penalty: 4621.964355 Iteration 4Q: 3 clusters Score -1368813 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4904 members Mstep: Class 2 contains 6238 members Entering Unmasked Estep Score: -1369150.750000 Penalty: 4621.964355 Iteration 5Q: 3 clusters Score -1369151 nChanged 460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4898 members Mstep: Class 2 contains 6244 members Entering Unmasked Estep Score: -1369445.750000 Penalty: 4621.964355 Iteration 6Q: 3 clusters Score -1369446 nChanged 465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 6209 members Entering Unmasked Estep Score: -1369710.250000 Penalty: 4621.964355 Iteration 7Q: 3 clusters Score -1369710 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5019 members Mstep: Class 2 contains 6123 members Entering Unmasked Estep Score: -1369914.500000 Penalty: 4621.964355 Iteration 8Q: 3 clusters Score -1369914 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5131 members Mstep: Class 2 contains 6011 members Entering Unmasked Estep Score: -1370068.250000 Penalty: 4621.964355 Iteration 9Q: 3 clusters Score -1370068 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 5883 members Entering Unmasked Estep Score: -1370178.000000 Penalty: 4621.964355 Iteration 10Q: 3 clusters Score -1370178 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5387 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -1370287.500000 Penalty: 4621.964355 Iteration 11Q: 3 clusters Score -1370288 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5528 members Mstep: Class 2 contains 5614 members Entering Unmasked Estep Score: -1370366.875000 Penalty: 4621.964355 Iteration 12Q: 3 clusters Score -1370367 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5672 members Mstep: Class 2 contains 5470 members Entering Unmasked Estep Score: -1370451.000000 Penalty: 4621.964355 Iteration 13Q: 3 clusters Score -1370451 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5835 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -1370528.500000 Penalty: 4621.964355 Iteration 14Q: 3 clusters Score -1370528 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5989 members Mstep: Class 2 contains 5153 members Entering Unmasked Estep Score: -1370587.000000 Penalty: 4621.964355 Iteration 15Q: 3 clusters Score -1370587 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6147 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -1370644.750000 Penalty: 4621.964355 Iteration 16Q: 3 clusters Score -1370645 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6325 members Mstep: Class 2 contains 4817 members Entering Unmasked Estep Score: -1370720.000000 Penalty: 4621.964355 Iteration 17Q: 3 clusters Score -1370720 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6541 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -1370807.375000 Penalty: 4621.964355 Iteration 18Q: 3 clusters Score -1370807 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6760 members Mstep: Class 2 contains 4382 members Entering Unmasked Estep Score: -1370903.000000 Penalty: 4621.964355 Iteration 19Q: 3 clusters Score -1370903 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6980 members Mstep: Class 2 contains 4162 members Entering Unmasked Estep Score: -1370997.750000 Penalty: 4621.964355 Iteration 20F: 3 clusters Score -1370998 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7180 members Mstep: Class 2 contains 3962 members Entering Unmasked Estep Score: -1371072.375000 Penalty: 4621.964355 Iteration 21Q: 3 clusters Score -1371072 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7360 members Mstep: Class 2 contains 3782 members Entering Unmasked Estep Score: -1371134.000000 Penalty: 4621.964355 Iteration 22Q: 3 clusters Score -1371134 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7522 members Mstep: Class 2 contains 3620 members Entering Unmasked Estep Score: -1371198.500000 Penalty: 4621.964355 Iteration 23Q: 3 clusters Score -1371198 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7688 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -1371266.125000 Penalty: 4621.964355 Iteration 24Q: 3 clusters Score -1371266 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7865 members Mstep: Class 2 contains 3277 members Entering Unmasked Estep Score: -1371332.750000 Penalty: 4621.964355 Iteration 25Q: 3 clusters Score -1371333 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8020 members Mstep: Class 2 contains 3122 members Entering Unmasked Estep Score: -1371398.500000 Penalty: 4621.964355 Iteration 26Q: 3 clusters Score -1371398 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8179 members Mstep: Class 2 contains 2963 members Entering Unmasked Estep Score: -1371479.375000 Penalty: 4621.964355 Iteration 27Q: 3 clusters Score -1371479 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8350 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -1371556.000000 Penalty: 4621.964355 Iteration 28Q: 3 clusters Score -1371556 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8513 members Mstep: Class 2 contains 2629 members Entering Unmasked Estep Score: -1371634.875000 Penalty: 4621.964355 Iteration 29Q: 3 clusters Score -1371635 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8679 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -1371705.250000 Penalty: 4621.964355 Iteration 30Q: 3 clusters Score -1371705 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8835 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -1371773.625000 Penalty: 4621.964355 Iteration 31Q: 3 clusters Score -1371774 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8972 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -1371831.125000 Penalty: 4621.964355 Iteration 32Q: 3 clusters Score -1371831 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9120 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -1371897.250000 Penalty: 4621.964355 Iteration 33Q: 3 clusters Score -1371897 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9260 members Mstep: Class 2 contains 1882 members Entering Unmasked Estep Score: -1371969.500000 Penalty: 4621.964355 Iteration 34Q: 3 clusters Score -1371970 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9372 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -1372018.000000 Penalty: 4621.964355 Iteration 35Q: 3 clusters Score -1372018 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9491 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -1372072.250000 Penalty: 4621.964355 Iteration 36Q: 3 clusters Score -1372072 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9594 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -1372126.625000 Penalty: 4621.964355 Iteration 37Q: 3 clusters Score -1372127 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9679 members Mstep: Class 2 contains 1463 members Entering Unmasked Estep Score: -1372164.250000 Penalty: 4621.964355 Iteration 38Q: 3 clusters Score -1372164 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9737 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -1372188.250000 Penalty: 4621.964355 Iteration 39Q: 3 clusters Score -1372188 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9784 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -1372209.875000 Penalty: 4621.964355 Iteration 40F: 3 clusters Score -1372210 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9835 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -1372232.750000 Penalty: 4621.964355 Iteration 41Q: 3 clusters Score -1372233 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9881 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -1372251.750000 Penalty: 4621.964355 Iteration 42Q: 3 clusters Score -1372252 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9920 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -1372267.875000 Penalty: 4621.964355 Iteration 43Q: 3 clusters Score -1372268 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9953 members Mstep: Class 2 contains 1189 members Entering Unmasked Estep Score: -1372284.125000 Penalty: 4621.964355 Iteration 44Q: 3 clusters Score -1372284 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9985 members Mstep: Class 2 contains 1157 members Entering Unmasked Estep Score: -1372305.125000 Penalty: 4621.964355 Iteration 45Q: 3 clusters Score -1372305 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10016 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -1372328.375000 Penalty: 4621.964355 Iteration 46Q: 3 clusters Score -1372328 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10053 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -1372349.375000 Penalty: 4621.964355 Iteration 47Q: 3 clusters Score -1372349 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10087 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -1372377.250000 Penalty: 4621.964355 Iteration 48Q: 3 clusters Score -1372377 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10117 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -1372400.250000 Penalty: 4621.964355 Iteration 49Q: 3 clusters Score -1372400 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10141 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -1372420.000000 Penalty: 4621.964355 Iteration 50Q: 3 clusters Score -1372420 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10164 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -1372437.875000 Penalty: 4621.964355 Iteration 51Q: 3 clusters Score -1372438 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10184 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -1372447.625000 Penalty: 4621.964355 Iteration 52Q: 3 clusters Score -1372448 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10203 members Mstep: Class 2 contains 939 members Entering Unmasked Estep Score: -1372452.750000 Penalty: 4621.964355 Iteration 53Q: 3 clusters Score -1372453 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10214 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -1372457.750000 Penalty: 4621.964355 Iteration 54Q: 3 clusters Score -1372458 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10221 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -1372461.875000 Penalty: 4621.964355 Iteration 55Q: 3 clusters Score -1372462 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10226 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -1372463.750000 Penalty: 4621.964355 Iteration 56Q: 3 clusters Score -1372464 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10233 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -1372467.500000 Penalty: 4621.964355 Iteration 57Q: 3 clusters Score -1372468 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10237 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -1372471.125000 Penalty: 4621.964355 Iteration 58Q: 3 clusters Score -1372471 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10241 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -1372471.875000 Penalty: 4621.964355 Iteration 59Q: 3 clusters Score -1372472 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10245 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -1372475.500000 Penalty: 4621.964355 Iteration 60F: 3 clusters Score -1372476 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10249 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -1372474.375000 Penalty: 4621.964355 Iteration 61Q: 3 clusters Score -1372474 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10249 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -1372474.375000 Penalty: 4621.964355 Iteration 62F: 3 clusters Score -1372474 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (874 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Entering Unmasked Estep Score: -104962.539062 Penalty: 1679.723877 Iteration 0F: 2 clusters Score -104962.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -103138.351562 Penalty: 3359.447754 Iteration 0F: 3 clusters Score -103138.4 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -103504.109375 Penalty: 3359.447754 Iteration 1F: 3 clusters Score -103504.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -103678.531250 Penalty: 3359.447754 Iteration 2F: 3 clusters Score -103678.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 418 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -103764.945312 Penalty: 3359.447754 Iteration 3Q: 3 clusters Score -103764.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -103833.062500 Penalty: 3359.447754 Iteration 4Q: 3 clusters Score -103833.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -103897.726562 Penalty: 3359.447754 Iteration 5Q: 3 clusters Score -103897.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -103949.453125 Penalty: 3359.447754 Iteration 6Q: 3 clusters Score -103949.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -103986.031250 Penalty: 3359.447754 Iteration 7Q: 3 clusters Score -103986 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -104014.781250 Penalty: 3359.447754 Iteration 8Q: 3 clusters Score -104014.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -104030.632812 Penalty: 3359.447754 Iteration 9Q: 3 clusters Score -104030.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 467 members Entering Unmasked Estep Score: -104044.617188 Penalty: 3359.447754 Iteration 10Q: 3 clusters Score -104044.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -104065.250000 Penalty: 3359.447754 Iteration 11Q: 3 clusters Score -104065.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -104093.203125 Penalty: 3359.447754 Iteration 12Q: 3 clusters Score -104093.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -104107.281250 Penalty: 3359.447754 Iteration 13Q: 3 clusters Score -104107.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -104128.304688 Penalty: 3359.447754 Iteration 14Q: 3 clusters Score -104128.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -104152.210938 Penalty: 3359.447754 Iteration 15Q: 3 clusters Score -104152.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -104172.789062 Penalty: 3359.447754 Iteration 16Q: 3 clusters Score -104172.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -104208.062500 Penalty: 3359.447754 Iteration 17Q: 3 clusters Score -104208.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 487 members Entering Unmasked Estep Score: -104243.578125 Penalty: 3359.447754 Iteration 18Q: 3 clusters Score -104243.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -104259.390625 Penalty: 3359.447754 Iteration 19Q: 3 clusters Score -104259.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -104263.984375 Penalty: 3359.447754 Iteration 20F: 3 clusters Score -104264 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (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: -111954.820312 Penalty: 1680.573730 Iteration 0F: 2 clusters Score -111954.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -110131.875000 Penalty: 3361.147461 Iteration 0F: 3 clusters Score -110131.9 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -110361.398438 Penalty: 3361.147461 Iteration 1F: 3 clusters Score -110361.4 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -110421.921875 Penalty: 3361.147461 Iteration 2F: 3 clusters Score -110421.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -110451.914062 Penalty: 3361.147461 Iteration 3Q: 3 clusters Score -110451.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -110468.078125 Penalty: 3361.147461 Iteration 4Q: 3 clusters Score -110468.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -110487.289062 Penalty: 3361.147461 Iteration 5Q: 3 clusters Score -110487.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -110495.203125 Penalty: 3361.147461 Iteration 6Q: 3 clusters Score -110495.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -110498.101562 Penalty: 3361.147461 Iteration 7Q: 3 clusters Score -110498.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -110500.718750 Penalty: 3361.147461 Iteration 8Q: 3 clusters Score -110500.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -110500.718750 Penalty: 3361.147461 Iteration 9F: 3 clusters Score -110500.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2106 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2106 members Entering Unmasked Estep Score: -255755.703125 Penalty: 1897.831421 Iteration 0F: 2 clusters Score -255755.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -253082.609375 Penalty: 3795.662842 Iteration 0F: 3 clusters Score -253082.6 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -253589.937500 Penalty: 3795.662842 Iteration 1F: 3 clusters Score -253589.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -253699.203125 Penalty: 3795.662842 Iteration 2F: 3 clusters Score -253699.2 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -253762.218750 Penalty: 3795.662842 Iteration 3Q: 3 clusters Score -253762.2 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -253810.296875 Penalty: 3795.662842 Iteration 4Q: 3 clusters Score -253810.3 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -253844.015625 Penalty: 3795.662842 Iteration 5Q: 3 clusters Score -253844 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 843 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -253870.421875 Penalty: 3795.662842 Iteration 6Q: 3 clusters Score -253870.4 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -253898.843750 Penalty: 3795.662842 Iteration 7Q: 3 clusters Score -253898.8 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -253928.671875 Penalty: 3795.662842 Iteration 8Q: 3 clusters Score -253928.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -253942.765625 Penalty: 3795.662842 Iteration 9Q: 3 clusters Score -253942.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -253956.921875 Penalty: 3795.662842 Iteration 10Q: 3 clusters Score -253956.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -253969.812500 Penalty: 3795.662842 Iteration 11Q: 3 clusters Score -253969.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -253981.703125 Penalty: 3795.662842 Iteration 12Q: 3 clusters Score -253981.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -253988.109375 Penalty: 3795.662842 Iteration 13Q: 3 clusters Score -253988.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -253993.281250 Penalty: 3795.662842 Iteration 14Q: 3 clusters Score -253993.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -253999.859375 Penalty: 3795.662842 Iteration 15Q: 3 clusters Score -253999.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 1391 members Entering Unmasked Estep Score: -254004.343750 Penalty: 3795.662842 Iteration 16Q: 3 clusters Score -254004.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -254006.812500 Penalty: 3795.662842 Iteration 17Q: 3 clusters Score -254006.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 708 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -254008.000000 Penalty: 3795.662842 Iteration 18Q: 3 clusters Score -254008 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 704 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -254009.656250 Penalty: 3795.662842 Iteration 19Q: 3 clusters Score -254009.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -254010.093750 Penalty: 3795.662842 Iteration 20F: 3 clusters Score -254010.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -254011.437500 Penalty: 3795.662842 Iteration 21Q: 3 clusters Score -254011.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -254013.562500 Penalty: 3795.662842 Iteration 22Q: 3 clusters Score -254013.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -254016.406250 Penalty: 3795.662842 Iteration 23Q: 3 clusters Score -254016.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -254020.984375 Penalty: 3795.662842 Iteration 24Q: 3 clusters Score -254021 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 680 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -254027.500000 Penalty: 3795.662842 Iteration 25Q: 3 clusters Score -254027.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -254033.640625 Penalty: 3795.662842 Iteration 26Q: 3 clusters Score -254033.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 667 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -254038.703125 Penalty: 3795.662842 Iteration 27Q: 3 clusters Score -254038.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -254042.859375 Penalty: 3795.662842 Iteration 28Q: 3 clusters Score -254042.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -254045.281250 Penalty: 3795.662842 Iteration 29Q: 3 clusters Score -254045.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -254045.890625 Penalty: 3795.662842 Iteration 30Q: 3 clusters Score -254045.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -254048.468750 Penalty: 3795.662842 Iteration 31Q: 3 clusters Score -254048.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -254051.046875 Penalty: 3795.662842 Iteration 32Q: 3 clusters Score -254051 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -254052.093750 Penalty: 3795.662842 Iteration 33Q: 3 clusters Score -254052.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -254054.156250 Penalty: 3795.662842 Iteration 34Q: 3 clusters Score -254054.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -254054.593750 Penalty: 3795.662842 Iteration 35Q: 3 clusters Score -254054.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -254054.593750 Penalty: 3795.662842 Iteration 36F: 3 clusters Score -254054.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (2367 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2367 members Entering Unmasked Estep Score: -239601.250000 Penalty: 1926.805908 Iteration 0F: 2 clusters Score -239601.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -237023.171875 Penalty: 3853.611816 Iteration 0F: 3 clusters Score -237023.2 nChanged 853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -240647.484375 Penalty: 3853.611816 Iteration 1F: 3 clusters Score -240647.5 nChanged 431 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -244175.515625 Penalty: 3853.611816 Iteration 2F: 3 clusters Score -244175.5 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -245831.906250 Penalty: 3853.611816 Iteration 3F: 3 clusters Score -245831.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -246482.781250 Penalty: 3853.611816 Iteration 4Q: 3 clusters Score -246482.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -246702.437500 Penalty: 3853.611816 Iteration 5Q: 3 clusters Score -246702.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -246826.828125 Penalty: 3853.611816 Iteration 6Q: 3 clusters Score -246826.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -246902.890625 Penalty: 3853.611816 Iteration 7Q: 3 clusters Score -246902.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -246936.593750 Penalty: 3853.611816 Iteration 8Q: 3 clusters Score -246936.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -247016.421875 Penalty: 3853.611816 Iteration 9Q: 3 clusters Score -247016.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -247094.203125 Penalty: 3853.611816 Iteration 10Q: 3 clusters Score -247094.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -247218.250000 Penalty: 3853.611816 Iteration 11Q: 3 clusters Score -247218.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1528 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -247337.656250 Penalty: 3853.611816 Iteration 12Q: 3 clusters Score -247337.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -247410.046875 Penalty: 3853.611816 Iteration 13Q: 3 clusters Score -247410 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -247421.031250 Penalty: 3853.611816 Iteration 14Q: 3 clusters Score -247421 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1515 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -247427.500000 Penalty: 3853.611816 Iteration 15F: 3 clusters Score -247427.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -247433.406250 Penalty: 3853.611816 Iteration 16Q: 3 clusters Score -247433.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -247434.140625 Penalty: 3853.611816 Iteration 17Q: 3 clusters Score -247434.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -247435.500000 Penalty: 3853.611816 Iteration 18Q: 3 clusters Score -247435.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -247438.890625 Penalty: 3853.611816 Iteration 19Q: 3 clusters Score -247438.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -247444.421875 Penalty: 3853.611816 Iteration 20F: 3 clusters Score -247444.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -247446.562500 Penalty: 3853.611816 Iteration 21Q: 3 clusters Score -247446.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 866 members Entering Unmasked Estep Score: -247446.562500 Penalty: 3853.611816 Iteration 22F: 3 clusters Score -247446.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 15977 members Mstep: Class 2 contains 866 members Mstep: Class 4 contains 4034 members Mstep: Class 5 contains 11142 members Mstep: Class 6 contains 874 members Mstep: Class 7 contains 877 members Mstep: Class 9 contains 2106 members Mstep: Class 11 contains 1501 members Mstep: Class 12 contains 674 members Mstep: Class 13 contains 114972 members Mstep: Class 15 contains 1692 members Mstep: Class 16 contains 118029 members Mstep: Class 17 contains 25171 members Mstep: Class 18 contains 9531 members Mstep: Class 20 contains 113587 members Mstep: Class 21 contains 24427 members Entering Unmasked Estep Score: -55682932.000000 Penalty: 51611.382812 Splitting cluster 11 changes total score from -55674348.000000 to -55682932.000000 So it's getting split into cluster 2. Entering ConstructFrom: Trying to split cluster 12 (674 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Entering Unmasked Estep Score: -75565.515625 Penalty: 1615.281128 Iteration 0F: 2 clusters Score -75565.52 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -73999.015625 Penalty: 3230.562256 Iteration 0F: 3 clusters Score -73999.02 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -74261.960938 Penalty: 3230.562256 Iteration 1F: 3 clusters Score -74261.96 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -74348.117188 Penalty: 3230.562256 Iteration 2F: 3 clusters Score -74348.12 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -74457.335938 Penalty: 3230.562256 Iteration 3F: 3 clusters Score -74457.34 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -74536.820312 Penalty: 3230.562256 Iteration 4Q: 3 clusters Score -74536.82 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -74587.492188 Penalty: 3230.562256 Iteration 5Q: 3 clusters Score -74587.49 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -74621.078125 Penalty: 3230.562256 Iteration 6Q: 3 clusters Score -74621.08 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -74665.320312 Penalty: 3230.562256 Iteration 7Q: 3 clusters Score -74665.32 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -74686.867188 Penalty: 3230.562256 Iteration 8Q: 3 clusters Score -74686.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -74709.468750 Penalty: 3230.562256 Iteration 9Q: 3 clusters Score -74709.47 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -74718.539062 Penalty: 3230.562256 Iteration 10Q: 3 clusters Score -74718.54 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -74724.085938 Penalty: 3230.562256 Iteration 11Q: 3 clusters Score -74724.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -74726.546875 Penalty: 3230.562256 Iteration 12Q: 3 clusters Score -74726.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -74729.265625 Penalty: 3230.562256 Iteration 13Q: 3 clusters Score -74729.27 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -74729.265625 Penalty: 3230.562256 Iteration 14F: 3 clusters Score -74729.27 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (114972 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114972 members Entering Unmasked Estep Score: -14493175.000000 Penalty: 2889.806152 Iteration 0F: 2 clusters Score -1.449318e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57432 members Mstep: Class 2 contains 57540 members Entering Unmasked Estep Score: -14416424.000000 Penalty: 5779.612305 Iteration 0F: 3 clusters Score -1.441642e+07 nChanged 54464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56270 members Mstep: Class 2 contains 58702 members Entering Unmasked Estep Score: -14447687.000000 Penalty: 5779.612305 Iteration 1F: 3 clusters Score -1.444769e+07 nChanged 3867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55343 members Mstep: Class 2 contains 59629 members Entering Unmasked Estep Score: -14448733.000000 Penalty: 5779.612305 Iteration 2Q: 3 clusters Score -1.444873e+07 nChanged 4113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53916 members Mstep: Class 2 contains 61056 members Entering Unmasked Estep Score: -14449918.000000 Penalty: 5779.612305 Iteration 3Q: 3 clusters Score -1.444992e+07 nChanged 4769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51709 members Mstep: Class 2 contains 63263 members Entering Unmasked Estep Score: -14451596.000000 Penalty: 5779.612305 Iteration 4Q: 3 clusters Score -1.44516e+07 nChanged 5716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48543 members Mstep: Class 2 contains 66429 members Entering Unmasked Estep Score: -14454103.000000 Penalty: 5779.612305 Iteration 5Q: 3 clusters Score -1.44541e+07 nChanged 6524 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44335 members Mstep: Class 2 contains 70637 members Entering Unmasked Estep Score: -14457394.000000 Penalty: 5779.612305 Iteration 6F: 3 clusters Score -1.445739e+07 nChanged 6926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39209 members Mstep: Class 2 contains 75763 members Entering Unmasked Estep Score: -14460891.000000 Penalty: 5779.612305 Iteration 7F: 3 clusters Score -1.446089e+07 nChanged 7074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33425 members Mstep: Class 2 contains 81547 members Entering Unmasked Estep Score: -14464862.000000 Penalty: 5779.612305 Iteration 8F: 3 clusters Score -1.446486e+07 nChanged 6525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27560 members Mstep: Class 2 contains 87412 members Entering Unmasked Estep Score: -14468813.000000 Penalty: 5779.612305 Iteration 9F: 3 clusters Score -1.446881e+07 nChanged 5886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21886 members Mstep: Class 2 contains 93086 members Entering Unmasked Estep Score: -14472335.000000 Penalty: 5779.612305 Iteration 10F: 3 clusters Score -1.447234e+07 nChanged 5425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16515 members Mstep: Class 2 contains 98457 members Entering Unmasked Estep Score: -14476017.000000 Penalty: 5779.612305 Iteration 11Q: 3 clusters Score -1.447602e+07 nChanged 4676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11853 members Mstep: Class 2 contains 103119 members Entering Unmasked Estep Score: -14479524.000000 Penalty: 5779.612305 Iteration 12Q: 3 clusters Score -1.447952e+07 nChanged 4008 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7847 members Mstep: Class 2 contains 107125 members Entering Unmasked Estep Score: -14483255.000000 Penalty: 5779.612305 Iteration 13Q: 3 clusters Score -1.448326e+07 nChanged 3025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4824 members Mstep: Class 2 contains 110148 members Entering Unmasked Estep Score: -14486389.000000 Penalty: 5779.612305 Iteration 14Q: 3 clusters Score -1.448639e+07 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2895 members Mstep: Class 2 contains 112077 members Entering Unmasked Estep Score: -14488402.000000 Penalty: 5779.612305 Iteration 15Q: 3 clusters Score -1.44884e+07 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1771 members Mstep: Class 2 contains 113201 members Entering Unmasked Estep Score: -14489401.000000 Penalty: 5779.612305 Iteration 16Q: 3 clusters Score -1.44894e+07 nChanged 661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 113856 members Entering Unmasked Estep Score: -14489969.000000 Penalty: 5779.612305 Iteration 17Q: 3 clusters Score -1.448997e+07 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 114205 members Entering Unmasked Estep Score: -14490282.000000 Penalty: 5779.612305 Iteration 18Q: 3 clusters Score -1.449028e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 588 members Mstep: Class 2 contains 114384 members Entering Unmasked Estep Score: -14490416.000000 Penalty: 5779.612305 Iteration 19Q: 3 clusters Score -1.449042e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 114487 members Entering Unmasked Estep Score: -14490527.000000 Penalty: 5779.612305 Iteration 20F: 3 clusters Score -1.449053e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 114549 members Entering Unmasked Estep Score: -14490594.000000 Penalty: 5779.612305 Iteration 21Q: 3 clusters Score -1.449059e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 114579 members Entering Unmasked Estep Score: -14490633.000000 Penalty: 5779.612305 Iteration 22Q: 3 clusters Score -1.449063e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 114600 members Entering Unmasked Estep Score: -14490657.000000 Penalty: 5779.612305 Iteration 23Q: 3 clusters Score -1.449066e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 114610 members Entering Unmasked Estep Score: -14490656.000000 Penalty: 5779.612305 Iteration 24Q: 3 clusters Score -1.449066e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 114620 members Entering Unmasked Estep Score: -14490681.000000 Penalty: 5779.612305 Iteration 25Q: 3 clusters Score -1.449068e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 114626 members Entering Unmasked Estep Score: -14490677.000000 Penalty: 5779.612305 Iteration 26Q: 3 clusters Score -1.449068e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 342 members Mstep: Class 2 contains 114630 members Entering Unmasked Estep Score: -14490685.000000 Penalty: 5779.612305 Iteration 27Q: 3 clusters Score -1.449068e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 114632 members Entering Unmasked Estep Score: -14490671.000000 Penalty: 5779.612305 Iteration 28Q: 3 clusters Score -1.449067e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 114632 members Entering Unmasked Estep Score: -14490671.000000 Penalty: 5779.612305 Iteration 29F: 3 clusters Score -1.449067e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (1692 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Entering Unmasked Estep Score: -212951.859375 Penalty: 1843.549316 Iteration 0F: 2 clusters Score -212951.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -210635.015625 Penalty: 3687.098633 Iteration 0F: 3 clusters Score -210635 nChanged 536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -211686.703125 Penalty: 3687.098633 Iteration 1F: 3 clusters Score -211686.7 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -212351.765625 Penalty: 3687.098633 Iteration 2F: 3 clusters Score -212351.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -212945.234375 Penalty: 3687.098633 Iteration 3F: 3 clusters Score -212945.2 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -213195.515625 Penalty: 3687.098633 Iteration 4F: 3 clusters Score -213195.5 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -213298.406250 Penalty: 3687.098633 Iteration 5Q: 3 clusters Score -213298.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1489 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -213356.437500 Penalty: 3687.098633 Iteration 6Q: 3 clusters Score -213356.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -213387.343750 Penalty: 3687.098633 Iteration 7Q: 3 clusters Score -213387.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -213405.515625 Penalty: 3687.098633 Iteration 8Q: 3 clusters Score -213405.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -213414.234375 Penalty: 3687.098633 Iteration 9Q: 3 clusters Score -213414.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -213418.187500 Penalty: 3687.098633 Iteration 10Q: 3 clusters Score -213418.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -213418.187500 Penalty: 3687.098633 Iteration 11F: 3 clusters Score -213418.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 15977 members Mstep: Class 2 contains 866 members Mstep: Class 3 contains 179 members Mstep: Class 4 contains 4034 members Mstep: Class 5 contains 11142 members Mstep: Class 6 contains 874 members Mstep: Class 7 contains 877 members Mstep: Class 9 contains 2106 members Mstep: Class 11 contains 1501 members Mstep: Class 12 contains 674 members Mstep: Class 13 contains 114972 members Mstep: Class 15 contains 1513 members Mstep: Class 16 contains 118029 members Mstep: Class 17 contains 25171 members Mstep: Class 18 contains 9531 members Mstep: Class 20 contains 113587 members Mstep: Class 21 contains 24427 members Entering Unmasked Estep Score: -55682020.000000 Penalty: 54837.093750 Splitting cluster 15 changes total score from -55674348.000000 to -55682020.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 16 (118029 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118029 members Entering Unmasked Estep Score: -14980364.000000 Penalty: 2896.313965 Iteration 0F: 2 clusters Score -1.498036e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58978 members Mstep: Class 2 contains 59051 members Entering Unmasked Estep Score: -14901675.000000 Penalty: 5792.627930 Iteration 0F: 3 clusters Score -1.490168e+07 nChanged 56055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58549 members Mstep: Class 2 contains 59480 members Entering Unmasked Estep Score: -14933749.000000 Penalty: 5792.627930 Iteration 1F: 3 clusters Score -1.493375e+07 nChanged 4648 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58227 members Mstep: Class 2 contains 59802 members Entering Unmasked Estep Score: -14935594.000000 Penalty: 5792.627930 Iteration 2Q: 3 clusters Score -1.493559e+07 nChanged 5506 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57561 members Mstep: Class 2 contains 60468 members Entering Unmasked Estep Score: -14938279.000000 Penalty: 5792.627930 Iteration 3Q: 3 clusters Score -1.493828e+07 nChanged 6708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56671 members Mstep: Class 2 contains 61358 members Entering Unmasked Estep Score: -14942169.000000 Penalty: 5792.627930 Iteration 4F: 3 clusters Score -1.494217e+07 nChanged 7813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55316 members Mstep: Class 2 contains 62713 members Entering Unmasked Estep Score: -14947419.000000 Penalty: 5792.627930 Iteration 5F: 3 clusters Score -1.494742e+07 nChanged 8642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53566 members Mstep: Class 2 contains 64463 members Entering Unmasked Estep Score: -14954229.000000 Penalty: 5792.627930 Iteration 6F: 3 clusters Score -1.495423e+07 nChanged 8848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51738 members Mstep: Class 2 contains 66291 members Entering Unmasked Estep Score: -14962249.000000 Penalty: 5792.627930 Iteration 7F: 3 clusters Score -1.496225e+07 nChanged 8110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50606 members Mstep: Class 2 contains 67423 members Entering Unmasked Estep Score: -14969427.000000 Penalty: 5792.627930 Iteration 8F: 3 clusters Score -1.496943e+07 nChanged 6196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50002 members Mstep: Class 2 contains 68027 members Entering Unmasked Estep Score: -14973512.000000 Penalty: 5792.627930 Iteration 9F: 3 clusters Score -1.497351e+07 nChanged 4131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49651 members Mstep: Class 2 contains 68378 members Entering Unmasked Estep Score: -14975428.000000 Penalty: 5792.627930 Iteration 10Q: 3 clusters Score -1.497543e+07 nChanged 2582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49359 members Mstep: Class 2 contains 68670 members Entering Unmasked Estep Score: -14976267.000000 Penalty: 5792.627930 Iteration 11Q: 3 clusters Score -1.497627e+07 nChanged 1841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49158 members Mstep: Class 2 contains 68871 members Entering Unmasked Estep Score: -14976814.000000 Penalty: 5792.627930 Iteration 12Q: 3 clusters Score -1.497681e+07 nChanged 1368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48904 members Mstep: Class 2 contains 69125 members Entering Unmasked Estep Score: -14977151.000000 Penalty: 5792.627930 Iteration 13Q: 3 clusters Score -1.497715e+07 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48679 members Mstep: Class 2 contains 69350 members Entering Unmasked Estep Score: -14977402.000000 Penalty: 5792.627930 Iteration 14Q: 3 clusters Score -1.49774e+07 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48465 members Mstep: Class 2 contains 69564 members Entering Unmasked Estep Score: -14977636.000000 Penalty: 5792.627930 Iteration 15Q: 3 clusters Score -1.497764e+07 nChanged 722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48325 members Mstep: Class 2 contains 69704 members Entering Unmasked Estep Score: -14977735.000000 Penalty: 5792.627930 Iteration 16Q: 3 clusters Score -1.497774e+07 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48180 members Mstep: Class 2 contains 69849 members Entering Unmasked Estep Score: -14977802.000000 Penalty: 5792.627930 Iteration 17Q: 3 clusters Score -1.49778e+07 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48079 members Mstep: Class 2 contains 69950 members Entering Unmasked Estep Score: -14977871.000000 Penalty: 5792.627930 Iteration 18Q: 3 clusters Score -1.497787e+07 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48001 members Mstep: Class 2 contains 70028 members Entering Unmasked Estep Score: -14977893.000000 Penalty: 5792.627930 Iteration 19Q: 3 clusters Score -1.497789e+07 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47930 members Mstep: Class 2 contains 70099 members Entering Unmasked Estep Score: -14977942.000000 Penalty: 5792.627930 Iteration 20F: 3 clusters Score -1.497794e+07 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47860 members Mstep: Class 2 contains 70169 members Entering Unmasked Estep Score: -14978000.000000 Penalty: 5792.627930 Iteration 21Q: 3 clusters Score -1.4978e+07 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47823 members Mstep: Class 2 contains 70206 members Entering Unmasked Estep Score: -14978012.000000 Penalty: 5792.627930 Iteration 22Q: 3 clusters Score -1.497801e+07 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47799 members Mstep: Class 2 contains 70230 members Entering Unmasked Estep Score: -14978006.000000 Penalty: 5792.627930 Iteration 23Q: 3 clusters Score -1.497801e+07 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47805 members Mstep: Class 2 contains 70224 members Entering Unmasked Estep Score: -14978007.000000 Penalty: 5792.627930 Iteration 24Q: 3 clusters Score -1.497801e+07 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47784 members Mstep: Class 2 contains 70245 members Entering Unmasked Estep Score: -14977985.000000 Penalty: 5792.627930 Iteration 25Q: 3 clusters Score -1.497798e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47778 members Mstep: Class 2 contains 70251 members Entering Unmasked Estep Score: -14977994.000000 Penalty: 5792.627930 Iteration 26Q: 3 clusters Score -1.497799e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47760 members Mstep: Class 2 contains 70269 members Entering Unmasked Estep Score: -14978000.000000 Penalty: 5792.627930 Iteration 27Q: 3 clusters Score -1.4978e+07 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47741 members Mstep: Class 2 contains 70288 members Entering Unmasked Estep Score: -14977989.000000 Penalty: 5792.627930 Iteration 28Q: 3 clusters Score -1.497799e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47733 members Mstep: Class 2 contains 70296 members Entering Unmasked Estep Score: -14978016.000000 Penalty: 5792.627930 Iteration 29Q: 3 clusters Score -1.497802e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47735 members Mstep: Class 2 contains 70294 members Entering Unmasked Estep Score: -14978017.000000 Penalty: 5792.627930 Iteration 30Q: 3 clusters Score -1.497802e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47746 members Mstep: Class 2 contains 70283 members Entering Unmasked Estep Score: -14977985.000000 Penalty: 5792.627930 Iteration 31Q: 3 clusters Score -1.497798e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47758 members Mstep: Class 2 contains 70271 members Entering Unmasked Estep Score: -14978001.000000 Penalty: 5792.627930 Iteration 32Q: 3 clusters Score -1.4978e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47758 members Mstep: Class 2 contains 70271 members Entering Unmasked Estep Score: -14978032.000000 Penalty: 5792.627930 Iteration 33Q: 3 clusters Score -1.497803e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47763 members Mstep: Class 2 contains 70266 members Entering Unmasked Estep Score: -14978032.000000 Penalty: 5792.627930 Iteration 34Q: 3 clusters Score -1.497803e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47764 members Mstep: Class 2 contains 70265 members Entering Unmasked Estep Score: -14978045.000000 Penalty: 5792.627930 Iteration 35Q: 3 clusters Score -1.497804e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47765 members Mstep: Class 2 contains 70264 members Entering Unmasked Estep Score: -14978050.000000 Penalty: 5792.627930 Iteration 36Q: 3 clusters Score -1.497805e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47774 members Mstep: Class 2 contains 70255 members Entering Unmasked Estep Score: -14978051.000000 Penalty: 5792.627930 Iteration 37Q: 3 clusters Score -1.497805e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47792 members Mstep: Class 2 contains 70237 members Entering Unmasked Estep Score: -14978061.000000 Penalty: 5792.627930 Iteration 38Q: 3 clusters Score -1.497806e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47795 members Mstep: Class 2 contains 70234 members Entering Unmasked Estep Score: -14978065.000000 Penalty: 5792.627930 Iteration 39Q: 3 clusters Score -1.497806e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47791 members Mstep: Class 2 contains 70238 members Entering Unmasked Estep Score: -14978077.000000 Penalty: 5792.627930 Iteration 40F: 3 clusters Score -1.497808e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47801 members Mstep: Class 2 contains 70228 members Entering Unmasked Estep Score: -14978078.000000 Penalty: 5792.627930 Iteration 41Q: 3 clusters Score -1.497808e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47815 members Mstep: Class 2 contains 70214 members Entering Unmasked Estep Score: -14978094.000000 Penalty: 5792.627930 Iteration 42Q: 3 clusters Score -1.497809e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47823 members Mstep: Class 2 contains 70206 members Entering Unmasked Estep Score: -14978083.000000 Penalty: 5792.627930 Iteration 43Q: 3 clusters Score -1.497808e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47832 members Mstep: Class 2 contains 70197 members Entering Unmasked Estep Score: -14978091.000000 Penalty: 5792.627930 Iteration 44Q: 3 clusters Score -1.497809e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47834 members Mstep: Class 2 contains 70195 members Entering Unmasked Estep Score: -14978082.000000 Penalty: 5792.627930 Iteration 45Q: 3 clusters Score -1.497808e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47832 members Mstep: Class 2 contains 70197 members Entering Unmasked Estep Score: -14978081.000000 Penalty: 5792.627930 Iteration 46Q: 3 clusters Score -1.497808e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47840 members Mstep: Class 2 contains 70189 members Entering Unmasked Estep Score: -14978066.000000 Penalty: 5792.627930 Iteration 47Q: 3 clusters Score -1.497807e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47850 members Mstep: Class 2 contains 70179 members Entering Unmasked Estep Score: -14978057.000000 Penalty: 5792.627930 Iteration 48Q: 3 clusters Score -1.497806e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47854 members Mstep: Class 2 contains 70175 members Entering Unmasked Estep Score: -14978063.000000 Penalty: 5792.627930 Iteration 49Q: 3 clusters Score -1.497806e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47866 members Mstep: Class 2 contains 70163 members Entering Unmasked Estep Score: -14978071.000000 Penalty: 5792.627930 Iteration 50Q: 3 clusters Score -1.497807e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47875 members Mstep: Class 2 contains 70154 members Entering Unmasked Estep Score: -14978062.000000 Penalty: 5792.627930 Iteration 51Q: 3 clusters Score -1.497806e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47892 members Mstep: Class 2 contains 70137 members Entering Unmasked Estep Score: -14978076.000000 Penalty: 5792.627930 Iteration 52Q: 3 clusters Score -1.497808e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47911 members Mstep: Class 2 contains 70118 members Entering Unmasked Estep Score: -14978074.000000 Penalty: 5792.627930 Iteration 53Q: 3 clusters Score -1.497807e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47924 members Mstep: Class 2 contains 70105 members Entering Unmasked Estep Score: -14978091.000000 Penalty: 5792.627930 Iteration 54Q: 3 clusters Score -1.497809e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47934 members Mstep: Class 2 contains 70095 members Entering Unmasked Estep Score: -14978070.000000 Penalty: 5792.627930 Iteration 55Q: 3 clusters Score -1.497807e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47945 members Mstep: Class 2 contains 70084 members Entering Unmasked Estep Score: -14978068.000000 Penalty: 5792.627930 Iteration 56Q: 3 clusters Score -1.497807e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47961 members Mstep: Class 2 contains 70068 members Entering Unmasked Estep Score: -14978084.000000 Penalty: 5792.627930 Iteration 57Q: 3 clusters Score -1.497808e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47971 members Mstep: Class 2 contains 70058 members Entering Unmasked Estep Score: -14978073.000000 Penalty: 5792.627930 Iteration 58Q: 3 clusters Score -1.497807e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47984 members Mstep: Class 2 contains 70045 members Entering Unmasked Estep Score: -14978085.000000 Penalty: 5792.627930 Iteration 59Q: 3 clusters Score -1.497808e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48004 members Mstep: Class 2 contains 70025 members Entering Unmasked Estep Score: -14978080.000000 Penalty: 5792.627930 Iteration 60F: 3 clusters Score -1.497808e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48027 members Mstep: Class 2 contains 70002 members Entering Unmasked Estep Score: -14978062.000000 Penalty: 5792.627930 Iteration 61Q: 3 clusters Score -1.497806e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48043 members Mstep: Class 2 contains 69986 members Entering Unmasked Estep Score: -14978054.000000 Penalty: 5792.627930 Iteration 62Q: 3 clusters Score -1.497805e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48051 members Mstep: Class 2 contains 69978 members Entering Unmasked Estep Score: -14978063.000000 Penalty: 5792.627930 Iteration 63Q: 3 clusters Score -1.497806e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48063 members Mstep: Class 2 contains 69966 members Entering Unmasked Estep Score: -14978044.000000 Penalty: 5792.627930 Iteration 64Q: 3 clusters Score -1.497804e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48079 members Mstep: Class 2 contains 69950 members Entering Unmasked Estep Score: -14978058.000000 Penalty: 5792.627930 Iteration 65Q: 3 clusters Score -1.497806e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48091 members Mstep: Class 2 contains 69938 members Entering Unmasked Estep Score: -14978056.000000 Penalty: 5792.627930 Iteration 66Q: 3 clusters Score -1.497806e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48107 members Mstep: Class 2 contains 69922 members Entering Unmasked Estep Score: -14978058.000000 Penalty: 5792.627930 Iteration 67Q: 3 clusters Score -1.497806e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48122 members Mstep: Class 2 contains 69907 members Entering Unmasked Estep Score: 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69858 members Entering Unmasked Estep Score: -14978025.000000 Penalty: 5792.627930 Iteration 72Q: 3 clusters Score -1.497802e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48182 members Mstep: Class 2 contains 69847 members Entering Unmasked Estep Score: -14978043.000000 Penalty: 5792.627930 Iteration 73Q: 3 clusters Score -1.497804e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48199 members Mstep: Class 2 contains 69830 members Entering Unmasked Estep Score: -14978043.000000 Penalty: 5792.627930 Iteration 74Q: 3 clusters Score -1.497804e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48229 members Mstep: Class 2 contains 69800 members Entering Unmasked Estep Score: -14978034.000000 Penalty: 5792.627930 Iteration 75Q: 3 clusters Score -1.497803e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48263 members Mstep: Class 2 contains 69766 members Entering Unmasked Estep Score: -14978044.000000 Penalty: 5792.627930 Iteration 76Q: 3 clusters Score -1.497804e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48302 members Mstep: Class 2 contains 69727 members Entering Unmasked Estep Score: -14978051.000000 Penalty: 5792.627930 Iteration 77Q: 3 clusters Score -1.497805e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48339 members Mstep: Class 2 contains 69690 members Entering Unmasked Estep Score: -14978053.000000 Penalty: 5792.627930 Iteration 78Q: 3 clusters Score -1.497805e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48373 members Mstep: Class 2 contains 69656 members Entering Unmasked Estep Score: -14978052.000000 Penalty: 5792.627930 Iteration 79Q: 3 clusters Score -1.497805e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48414 members Mstep: Class 2 contains 69615 members Entering Unmasked Estep Score: -14978076.000000 Penalty: 5792.627930 Iteration 80F: 3 clusters Score -1.497808e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48447 members Mstep: Class 2 contains 69582 members Entering Unmasked Estep Score: -14978071.000000 Penalty: 5792.627930 Iteration 81Q: 3 clusters Score -1.497807e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48476 members Mstep: Class 2 contains 69553 members Entering Unmasked Estep Score: -14978099.000000 Penalty: 5792.627930 Iteration 82Q: 3 clusters Score -1.49781e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48500 members Mstep: Class 2 contains 69529 members Entering Unmasked Estep Score: -14978082.000000 Penalty: 5792.627930 Iteration 83Q: 3 clusters Score 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5792.627930 Iteration 87Q: 3 clusters Score -1.497812e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48724 members Mstep: Class 2 contains 69305 members Entering Unmasked Estep Score: -14978132.000000 Penalty: 5792.627930 Iteration 88Q: 3 clusters Score -1.497813e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48784 members Mstep: Class 2 contains 69245 members Entering Unmasked Estep Score: -14978118.000000 Penalty: 5792.627930 Iteration 89Q: 3 clusters Score -1.497812e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48852 members Mstep: Class 2 contains 69177 members Entering Unmasked Estep Score: -14978124.000000 Penalty: 5792.627930 Iteration 90Q: 3 clusters Score -1.497812e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48942 members Mstep: Class 2 contains 69087 members Entering Unmasked Estep Score: -14978125.000000 Penalty: 5792.627930 Iteration 91Q: 3 clusters Score -1.497812e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49044 members Mstep: Class 2 contains 68985 members Entering Unmasked Estep Score: -14978129.000000 Penalty: 5792.627930 Iteration 92Q: 3 clusters Score -1.497813e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49174 members Mstep: Class 2 contains 68855 members Entering Unmasked Estep Score: -14978137.000000 Penalty: 5792.627930 Iteration 93Q: 3 clusters Score -1.497814e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49329 members Mstep: Class 2 contains 68700 members Entering Unmasked Estep Score: -14978120.000000 Penalty: 5792.627930 Iteration 94Q: 3 clusters Score -1.497812e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49520 members Mstep: Class 2 contains 68509 members Entering Unmasked Estep Score: -14978138.000000 Penalty: 5792.627930 Iteration 95Q: 3 clusters Score -1.497814e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49744 members Mstep: Class 2 contains 68285 members Entering Unmasked Estep Score: -14978187.000000 Penalty: 5792.627930 Iteration 96Q: 3 clusters Score -1.497819e+07 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49988 members Mstep: Class 2 contains 68041 members Entering Unmasked Estep Score: -14978229.000000 Penalty: 5792.627930 Iteration 97Q: 3 clusters Score -1.497823e+07 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50267 members Mstep: Class 2 contains 67762 members Entering Unmasked Estep Score: -14978259.000000 Penalty: 5792.627930 Iteration 98Q: 3 clusters Score -1.497826e+07 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50620 members Mstep: Class 2 contains 67409 members Entering Unmasked Estep Score: -14978340.000000 Penalty: 5792.627930 Iteration 99Q: 3 clusters Score -1.497834e+07 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51045 members Mstep: Class 2 contains 66984 members Entering Unmasked Estep Score: -14978431.000000 Penalty: 5792.627930 Iteration 100F: 3 clusters Score -1.497843e+07 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51520 members Mstep: Class 2 contains 66509 members Entering Unmasked Estep Score: -14978540.000000 Penalty: 5792.627930 Iteration 101Q: 3 clusters Score -1.497854e+07 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52071 members Mstep: Class 2 contains 65958 members Entering Unmasked Estep Score: -14978672.000000 Penalty: 5792.627930 Iteration 102Q: 3 clusters Score -1.497867e+07 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52734 members Mstep: Class 2 contains 65295 members Entering Unmasked Estep Score: -14978856.000000 Penalty: 5792.627930 Iteration 103Q: 3 clusters Score -1.497886e+07 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53470 members Mstep: Class 2 contains 64559 members Entering Unmasked Estep Score: -14979166.000000 Penalty: 5792.627930 Iteration 104Q: 3 clusters Score -1.497917e+07 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54251 members Mstep: Class 2 contains 63778 members Entering Unmasked Estep Score: -14979358.000000 Penalty: 5792.627930 Iteration 105Q: 3 clusters Score -1.497936e+07 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55102 members Mstep: Class 2 contains 62927 members Entering Unmasked Estep Score: -14979670.000000 Penalty: 5792.627930 Iteration 106Q: 3 clusters Score -1.497967e+07 nChanged 921 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55965 members Mstep: Class 2 contains 62064 members Entering Unmasked Estep Score: -14980017.000000 Penalty: 5792.627930 Iteration 107Q: 3 clusters Score -1.498002e+07 nChanged 911 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56834 members Mstep: Class 2 contains 61195 members Entering Unmasked Estep Score: -14980227.000000 Penalty: 5792.627930 Iteration 108Q: 3 clusters Score -1.498023e+07 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57644 members Mstep: Class 2 contains 60385 members Entering Unmasked Estep Score: -14980373.000000 Penalty: 5792.627930 Iteration 109Q: 3 clusters Score -1.498037e+07 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58381 members Mstep: Class 2 contains 59648 members Entering Unmasked Estep Score: -14980397.000000 Penalty: 5792.627930 Iteration 110Q: 3 clusters Score -1.49804e+07 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59045 members Mstep: Class 2 contains 58984 members Entering Unmasked Estep Score: -14980487.000000 Penalty: 5792.627930 Iteration 111Q: 3 clusters Score -1.498049e+07 nChanged 619 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59662 members Mstep: Class 2 contains 58367 members Entering Unmasked Estep Score: -14980560.000000 Penalty: 5792.627930 Iteration 112Q: 3 clusters Score -1.498056e+07 nChanged 567 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60225 members Mstep: Class 2 contains 57804 members Entering Unmasked Estep Score: -14980626.000000 Penalty: 5792.627930 Iteration 113Q: 3 clusters Score -1.498063e+07 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60745 members Mstep: Class 2 contains 57284 members Entering Unmasked Estep Score: -14980634.000000 Penalty: 5792.627930 Iteration 114Q: 3 clusters Score -1.498063e+07 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61226 members Mstep: Class 2 contains 56803 members Entering Unmasked Estep Score: -14980698.000000 Penalty: 5792.627930 Iteration 115Q: 3 clusters Score -1.49807e+07 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61733 members Mstep: Class 2 contains 56296 members Entering Unmasked Estep Score: -14980735.000000 Penalty: 5792.627930 Iteration 116Q: 3 clusters Score -1.498074e+07 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62240 members Mstep: Class 2 contains 55789 members Entering Unmasked Estep Score: -14980789.000000 Penalty: 5792.627930 Iteration 117Q: 3 clusters Score -1.498079e+07 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62724 members Mstep: Class 2 contains 55305 members Entering Unmasked Estep Score: -14980890.000000 Penalty: 5792.627930 Iteration 118Q: 3 clusters Score -1.498089e+07 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63176 members Mstep: Class 2 contains 54853 members Entering Unmasked Estep Score: -14980933.000000 Penalty: 5792.627930 Iteration 119Q: 3 clusters Score -1.498093e+07 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63585 members Mstep: Class 2 contains 54444 members Entering Unmasked Estep Score: -14980945.000000 Penalty: 5792.627930 Iteration 120F: 3 clusters Score -1.498094e+07 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63935 members Mstep: Class 2 contains 54094 members Entering Unmasked Estep Score: -14980940.000000 Penalty: 5792.627930 Iteration 121Q: 3 clusters Score -1.498094e+07 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64254 members Mstep: Class 2 contains 53775 members Entering Unmasked Estep Score: -14980992.000000 Penalty: 5792.627930 Iteration 122Q: 3 clusters Score -1.498099e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64539 members Mstep: Class 2 contains 53490 members Entering Unmasked Estep Score: -14981011.000000 Penalty: 5792.627930 Iteration 123Q: 3 clusters Score -1.498101e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64783 members Mstep: Class 2 contains 53246 members Entering Unmasked Estep Score: -14981054.000000 Penalty: 5792.627930 Iteration 124Q: 3 clusters Score -1.498105e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64997 members Mstep: Class 2 contains 53032 members Entering Unmasked Estep Score: -14981032.000000 Penalty: 5792.627930 Iteration 125Q: 3 clusters Score -1.498103e+07 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65191 members Mstep: Class 2 contains 52838 members Entering Unmasked Estep Score: -14981021.000000 Penalty: 5792.627930 Iteration 126Q: 3 clusters Score -1.498102e+07 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65376 members Mstep: Class 2 contains 52653 members Entering Unmasked Estep Score: -14981021.000000 Penalty: 5792.627930 Iteration 127Q: 3 clusters Score -1.498102e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65535 members Mstep: Class 2 contains 52494 members Entering Unmasked Estep Score: -14981075.000000 Penalty: 5792.627930 Iteration 128Q: 3 clusters Score -1.498108e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65693 members Mstep: Class 2 contains 52336 members Entering Unmasked Estep Score: -14981087.000000 Penalty: 5792.627930 Iteration 129Q: 3 clusters Score -1.498109e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65857 members Mstep: Class 2 contains 52172 members Entering Unmasked Estep Score: -14981110.000000 Penalty: 5792.627930 Iteration 130Q: 3 clusters Score -1.498111e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65995 members Mstep: Class 2 contains 52034 members Entering Unmasked Estep Score: -14981137.000000 Penalty: 5792.627930 Iteration 131Q: 3 clusters Score -1.498114e+07 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66135 members Mstep: Class 2 contains 51894 members Entering Unmasked Estep Score: -14981160.000000 Penalty: 5792.627930 Iteration 132Q: 3 clusters Score -1.498116e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66257 members Mstep: Class 2 contains 51772 members Entering Unmasked Estep Score: -14981162.000000 Penalty: 5792.627930 Iteration 133Q: 3 clusters Score -1.498116e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66359 members Mstep: Class 2 contains 51670 members Entering Unmasked Estep Score: -14981155.000000 Penalty: 5792.627930 Iteration 134Q: 3 clusters Score -1.498116e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66463 members Mstep: Class 2 contains 51566 members Entering Unmasked Estep Score: -14981169.000000 Penalty: 5792.627930 Iteration 135Q: 3 clusters Score -1.498117e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66551 members Mstep: Class 2 contains 51478 members Entering Unmasked Estep Score: -14981157.000000 Penalty: 5792.627930 Iteration 136Q: 3 clusters Score -1.498116e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66648 members Mstep: Class 2 contains 51381 members Entering Unmasked Estep Score: -14981173.000000 Penalty: 5792.627930 Iteration 137Q: 3 clusters Score -1.498117e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66724 members Mstep: Class 2 contains 51305 members Entering Unmasked Estep Score: -14981149.000000 Penalty: 5792.627930 Iteration 138Q: 3 clusters Score -1.498115e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66810 members Mstep: Class 2 contains 51219 members Entering Unmasked Estep Score: -14981162.000000 Penalty: 5792.627930 Iteration 139Q: 3 clusters Score -1.498116e+07 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66899 members Mstep: Class 2 contains 51130 members Entering Unmasked Estep Score: -14981153.000000 Penalty: 5792.627930 Iteration 140F: 3 clusters Score -1.498115e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66971 members Mstep: Class 2 contains 51058 members Entering Unmasked Estep Score: -14981127.000000 Penalty: 5792.627930 Iteration 141Q: 3 clusters Score -1.498113e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67041 members Mstep: Class 2 contains 50988 members Entering Unmasked Estep Score: -14981139.000000 Penalty: 5792.627930 Iteration 142Q: 3 clusters Score -1.498114e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67101 members Mstep: Class 2 contains 50928 members Entering Unmasked Estep Score: -14981144.000000 Penalty: 5792.627930 Iteration 143Q: 3 clusters Score -1.498114e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67175 members Mstep: Class 2 contains 50854 members Entering Unmasked Estep Score: -14981149.000000 Penalty: 5792.627930 Iteration 144Q: 3 clusters Score -1.498115e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67248 members Mstep: Class 2 contains 50781 members Entering Unmasked Estep Score: -14981135.000000 Penalty: 5792.627930 Iteration 145Q: 3 clusters Score -1.498114e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67328 members Mstep: Class 2 contains 50701 members Entering Unmasked Estep Score: -14981148.000000 Penalty: 5792.627930 Iteration 146Q: 3 clusters Score -1.498115e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67398 members Mstep: Class 2 contains 50631 members Entering Unmasked Estep Score: -14981146.000000 Penalty: 5792.627930 Iteration 147Q: 3 clusters Score -1.498115e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67450 members Mstep: Class 2 contains 50579 members Entering Unmasked Estep Score: -14981145.000000 Penalty: 5792.627930 Iteration 148Q: 3 clusters Score -1.498114e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67500 members Mstep: Class 2 contains 50529 members Entering Unmasked Estep Score: -14981129.000000 Penalty: 5792.627930 Iteration 149Q: 3 clusters Score -1.498113e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67556 members Mstep: Class 2 contains 50473 members Entering Unmasked Estep Score: -14981135.000000 Penalty: 5792.627930 Iteration 150Q: 3 clusters Score -1.498114e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67591 members Mstep: Class 2 contains 50438 members Entering Unmasked Estep Score: -14981125.000000 Penalty: 5792.627930 Iteration 151Q: 3 clusters Score -1.498112e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67620 members Mstep: Class 2 contains 50409 members Entering Unmasked Estep Score: -14981129.000000 Penalty: 5792.627930 Iteration 152Q: 3 clusters Score -1.498113e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67654 members Mstep: Class 2 contains 50375 members Entering Unmasked Estep Score: -14981120.000000 Penalty: 5792.627930 Iteration 153Q: 3 clusters Score -1.498112e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67689 members Mstep: Class 2 contains 50340 members Entering Unmasked Estep Score: -14981140.000000 Penalty: 5792.627930 Iteration 154Q: 3 clusters Score -1.498114e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67722 members Mstep: Class 2 contains 50307 members Entering Unmasked Estep Score: -14981149.000000 Penalty: 5792.627930 Iteration 155Q: 3 clusters Score -1.498115e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67767 members Mstep: Class 2 contains 50262 members Entering Unmasked Estep Score: -14981144.000000 Penalty: 5792.627930 Iteration 156Q: 3 clusters Score -1.498114e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67809 members Mstep: Class 2 contains 50220 members Entering Unmasked Estep Score: -14981153.000000 Penalty: 5792.627930 Iteration 157Q: 3 clusters Score -1.498115e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67837 members Mstep: Class 2 contains 50192 members Entering Unmasked Estep Score: -14981168.000000 Penalty: 5792.627930 Iteration 158Q: 3 clusters Score -1.498117e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67867 members Mstep: Class 2 contains 50162 members Entering Unmasked Estep Score: -14981174.000000 Penalty: 5792.627930 Iteration 159Q: 3 clusters Score -1.498117e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67883 members Mstep: Class 2 contains 50146 members Entering Unmasked Estep Score: -14981171.000000 Penalty: 5792.627930 Iteration 160F: 3 clusters Score -1.498117e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67898 members Mstep: Class 2 contains 50131 members Entering Unmasked Estep Score: -14981168.000000 Penalty: 5792.627930 Iteration 161Q: 3 clusters Score -1.498117e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67921 members Mstep: Class 2 contains 50108 members Entering Unmasked Estep Score: -14981162.000000 Penalty: 5792.627930 Iteration 162Q: 3 clusters Score -1.498116e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67943 members Mstep: Class 2 contains 50086 members Entering Unmasked Estep Score: -14981152.000000 Penalty: 5792.627930 Iteration 163Q: 3 clusters Score -1.498115e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67960 members Mstep: Class 2 contains 50069 members Entering Unmasked Estep Score: -14981161.000000 Penalty: 5792.627930 Iteration 164Q: 3 clusters Score -1.498116e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67972 members Mstep: Class 2 contains 50057 members Entering Unmasked Estep Score: -14981161.000000 Penalty: 5792.627930 Iteration 165Q: 3 clusters Score -1.498116e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67979 members Mstep: Class 2 contains 50050 members Entering Unmasked Estep Score: -14981166.000000 Penalty: 5792.627930 Iteration 166Q: 3 clusters Score -1.498117e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67988 members Mstep: Class 2 contains 50041 members Entering Unmasked Estep Score: -14981159.000000 Penalty: 5792.627930 Iteration 167Q: 3 clusters Score -1.498116e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67994 members Mstep: Class 2 contains 50035 members Entering Unmasked Estep Score: -14981162.000000 Penalty: 5792.627930 Iteration 168Q: 3 clusters Score -1.498116e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68003 members Mstep: Class 2 contains 50026 members Entering Unmasked Estep Score: -14981163.000000 Penalty: 5792.627930 Iteration 169Q: 3 clusters Score -1.498116e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68017 members Mstep: Class 2 contains 50012 members Entering Unmasked Estep Score: -14981156.000000 Penalty: 5792.627930 Iteration 170Q: 3 clusters Score -1.498116e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68029 members Mstep: Class 2 contains 50000 members Entering Unmasked Estep Score: -14981149.000000 Penalty: 5792.627930 Iteration 171Q: 3 clusters Score -1.498115e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68036 members Mstep: Class 2 contains 49993 members Entering Unmasked Estep Score: -14981144.000000 Penalty: 5792.627930 Iteration 172Q: 3 clusters Score -1.498114e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68044 members Mstep: Class 2 contains 49985 members Entering Unmasked Estep Score: -14981146.000000 Penalty: 5792.627930 Iteration 173Q: 3 clusters Score -1.498115e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68049 members Mstep: Class 2 contains 49980 members Entering Unmasked Estep Score: -14981138.000000 Penalty: 5792.627930 Iteration 174Q: 3 clusters Score -1.498114e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68053 members Mstep: Class 2 contains 49976 members Entering Unmasked Estep Score: -14981154.000000 Penalty: 5792.627930 Iteration 175Q: 3 clusters Score -1.498115e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68058 members Mstep: Class 2 contains 49971 members Entering Unmasked Estep Score: -14981163.000000 Penalty: 5792.627930 Iteration 176Q: 3 clusters Score -1.498116e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68065 members Mstep: Class 2 contains 49964 members Entering Unmasked Estep Score: -14981154.000000 Penalty: 5792.627930 Iteration 177Q: 3 clusters Score -1.498115e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68068 members Mstep: Class 2 contains 49961 members Entering Unmasked Estep Score: -14981160.000000 Penalty: 5792.627930 Iteration 178Q: 3 clusters Score -1.498116e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68073 members Mstep: Class 2 contains 49956 members Entering Unmasked Estep Score: -14981153.000000 Penalty: 5792.627930 Iteration 179Q: 3 clusters Score -1.498115e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68082 members Mstep: Class 2 contains 49947 members Entering Unmasked Estep Score: -14981169.000000 Penalty: 5792.627930 Iteration 180F: 3 clusters Score -1.498117e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68085 members Mstep: Class 2 contains 49944 members Entering Unmasked Estep Score: -14981171.000000 Penalty: 5792.627930 Iteration 181Q: 3 clusters Score -1.498117e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68087 members Mstep: Class 2 contains 49942 members Entering Unmasked Estep Score: -14981170.000000 Penalty: 5792.627930 Iteration 182Q: 3 clusters Score -1.498117e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68088 members Mstep: Class 2 contains 49941 members Entering Unmasked Estep Score: -14981171.000000 Penalty: 5792.627930 Iteration 183Q: 3 clusters Score -1.498117e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68089 members Mstep: Class 2 contains 49940 members Entering Unmasked Estep Score: -14981172.000000 Penalty: 5792.627930 Iteration 184Q: 3 clusters Score -1.498117e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68089 members Mstep: Class 2 contains 49940 members Entering Unmasked Estep Score: -14981172.000000 Penalty: 5792.627930 Iteration 185F: 3 clusters Score -1.498117e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 15977 members Mstep: Class 2 contains 866 members Mstep: Class 3 contains 179 members Mstep: Class 4 contains 4034 members Mstep: Class 5 contains 11142 members Mstep: Class 6 contains 874 members Mstep: Class 7 contains 877 members Mstep: Class 8 contains 49940 members Mstep: Class 9 contains 2106 members Mstep: Class 11 contains 1501 members Mstep: Class 12 contains 674 members Mstep: Class 13 contains 114972 members Mstep: Class 15 contains 1513 members Mstep: Class 16 contains 68089 members Mstep: Class 17 contains 25171 members Mstep: Class 18 contains 9531 members Mstep: Class 20 contains 113587 members Mstep: Class 21 contains 24427 members Entering Unmasked Estep Score: -55682708.000000 Penalty: 58062.804688 Splitting cluster 16 changes total score from -55674348.000000 to -55682708.000000 So it's getting split into cluster 8. Entering ConstructFrom: Trying to split cluster 17 (25171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25171 members Entering Unmasked Estep Score: -3229383.500000 Penalty: 2513.094971 Iteration 0F: 2 clusters Score -3229384 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12575 members Mstep: Class 2 contains 12596 members Entering Unmasked Estep Score: -3211920.250000 Penalty: 5026.189941 Iteration 0F: 3 clusters Score -3211920 nChanged 11205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12432 members Mstep: Class 2 contains 12739 members Entering Unmasked Estep Score: -3218209.500000 Penalty: 5026.189941 Iteration 1F: 3 clusters Score -3218210 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12285 members Mstep: Class 2 contains 12886 members Entering Unmasked Estep Score: -3218984.750000 Penalty: 5026.189941 Iteration 2F: 3 clusters Score -3218985 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11982 members Mstep: Class 2 contains 13189 members Entering Unmasked Estep Score: -3219803.750000 Penalty: 5026.189941 Iteration 3F: 3 clusters Score -3219804 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11422 members Mstep: Class 2 contains 13749 members Entering Unmasked Estep Score: -3220577.000000 Penalty: 5026.189941 Iteration 4F: 3 clusters Score -3220577 nChanged 1440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10600 members Mstep: Class 2 contains 14571 members Entering Unmasked Estep Score: -3221285.750000 Penalty: 5026.189941 Iteration 5F: 3 clusters Score -3221286 nChanged 1438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9528 members Mstep: Class 2 contains 15643 members Entering Unmasked Estep Score: -3222058.250000 Penalty: 5026.189941 Iteration 6F: 3 clusters Score -3222058 nChanged 1568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8128 members Mstep: Class 2 contains 17043 members Entering Unmasked Estep Score: -3223063.750000 Penalty: 5026.189941 Iteration 7F: 3 clusters Score -3223064 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6545 members Mstep: Class 2 contains 18626 members Entering Unmasked Estep Score: -3224339.250000 Penalty: 5026.189941 Iteration 8F: 3 clusters Score -3224339 nChanged 1585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5010 members Mstep: Class 2 contains 20161 members Entering Unmasked Estep Score: -3225664.500000 Penalty: 5026.189941 Iteration 9F: 3 clusters Score -3225664 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 21396 members Entering Unmasked Estep Score: -3226775.750000 Penalty: 5026.189941 Iteration 10F: 3 clusters Score -3226776 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2926 members Mstep: Class 2 contains 22245 members Entering Unmasked Estep Score: -3227577.000000 Penalty: 5026.189941 Iteration 11Q: 3 clusters Score -3227577 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2437 members Mstep: Class 2 contains 22734 members Entering Unmasked Estep Score: -3228084.500000 Penalty: 5026.189941 Iteration 12Q: 3 clusters Score -3228084 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 23041 members Entering Unmasked Estep Score: -3228427.000000 Penalty: 5026.189941 Iteration 13Q: 3 clusters Score -3228427 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 23242 members Entering Unmasked Estep Score: -3228642.500000 Penalty: 5026.189941 Iteration 14Q: 3 clusters Score -3228642 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 23382 members Entering Unmasked Estep Score: -3228783.750000 Penalty: 5026.189941 Iteration 15Q: 3 clusters Score -3228784 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 23472 members Entering Unmasked Estep Score: -3228886.750000 Penalty: 5026.189941 Iteration 16Q: 3 clusters Score -3228887 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 23544 members Entering Unmasked Estep Score: -3228946.500000 Penalty: 5026.189941 Iteration 17Q: 3 clusters Score -3228946 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 23589 members Entering Unmasked Estep Score: -3228967.750000 Penalty: 5026.189941 Iteration 18Q: 3 clusters Score -3228968 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1544 members Mstep: Class 2 contains 23627 members Entering Unmasked Estep Score: -3228983.250000 Penalty: 5026.189941 Iteration 19Q: 3 clusters Score -3228983 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 23649 members Entering Unmasked Estep Score: -3228992.500000 Penalty: 5026.189941 Iteration 20F: 3 clusters Score -3228992 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 23666 members Entering Unmasked Estep Score: -3229002.250000 Penalty: 5026.189941 Iteration 21Q: 3 clusters Score -3229002 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 23676 members Entering Unmasked Estep Score: -3229004.000000 Penalty: 5026.189941 Iteration 22Q: 3 clusters Score -3229004 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 23687 members Entering Unmasked Estep Score: -3229003.500000 Penalty: 5026.189941 Iteration 23Q: 3 clusters Score -3229004 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 23695 members Entering Unmasked Estep Score: -3229002.250000 Penalty: 5026.189941 Iteration 24Q: 3 clusters Score -3229002 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 23698 members Entering Unmasked Estep Score: -3229006.250000 Penalty: 5026.189941 Iteration 25Q: 3 clusters Score -3229006 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 23702 members Entering Unmasked Estep Score: -3229007.750000 Penalty: 5026.189941 Iteration 26Q: 3 clusters Score -3229008 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 23705 members Entering Unmasked Estep Score: -3229009.250000 Penalty: 5026.189941 Iteration 27Q: 3 clusters Score -3229009 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 23705 members Entering Unmasked Estep Score: -3229007.000000 Penalty: 5026.189941 Iteration 28Q: 3 clusters Score -3229007 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 23708 members Entering Unmasked Estep Score: -3229009.000000 Penalty: 5026.189941 Iteration 29Q: 3 clusters Score -3229009 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 23709 members Entering Unmasked Estep Score: -3229010.250000 Penalty: 5026.189941 Iteration 30Q: 3 clusters Score -3229010 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 23709 members Entering Unmasked Estep Score: -3229010.250000 Penalty: 5026.189941 Iteration 31F: 3 clusters Score -3229010 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (9531 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9531 members Entering Unmasked Estep Score: -1209131.375000 Penalty: 2272.251709 Iteration 0F: 2 clusters Score -1209131 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 4908 members Entering Unmasked Estep Score: -1201737.625000 Penalty: 4544.503418 Iteration 0F: 3 clusters Score -1201738 nChanged 3914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4193 members Mstep: Class 2 contains 5338 members Entering Unmasked Estep Score: -1203977.125000 Penalty: 4544.503418 Iteration 1F: 3 clusters Score -1203977 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3910 members Mstep: Class 2 contains 5621 members Entering Unmasked Estep Score: -1204477.625000 Penalty: 4544.503418 Iteration 2F: 3 clusters Score -1204478 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 6001 members Entering Unmasked Estep Score: -1205093.500000 Penalty: 4544.503418 Iteration 3F: 3 clusters Score -1205094 nChanged 733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3073 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -1205780.375000 Penalty: 4544.503418 Iteration 4F: 3 clusters Score -1205780 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2592 members Mstep: Class 2 contains 6939 members Entering Unmasked Estep Score: -1206439.000000 Penalty: 4544.503418 Iteration 5F: 3 clusters Score -1206439 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 7365 members Entering Unmasked Estep Score: -1207045.750000 Penalty: 4544.503418 Iteration 6F: 3 clusters Score -1207046 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 7644 members Entering Unmasked Estep Score: -1207547.250000 Penalty: 4544.503418 Iteration 7Q: 3 clusters Score -1207547 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1743 members Mstep: Class 2 contains 7788 members Entering Unmasked Estep Score: -1207902.750000 Penalty: 4544.503418 Iteration 8Q: 3 clusters Score -1207903 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 7843 members Entering Unmasked Estep Score: -1208094.375000 Penalty: 4544.503418 Iteration 9Q: 3 clusters Score -1208094 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 7855 members Entering Unmasked Estep Score: -1208227.750000 Penalty: 4544.503418 Iteration 10Q: 3 clusters Score -1208228 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 7842 members Entering Unmasked Estep Score: -1208349.500000 Penalty: 4544.503418 Iteration 11Q: 3 clusters Score -1208350 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1714 members Mstep: Class 2 contains 7817 members Entering Unmasked Estep Score: -1208505.625000 Penalty: 4544.503418 Iteration 12Q: 3 clusters Score -1208506 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 7794 members Entering Unmasked Estep Score: -1208750.125000 Penalty: 4544.503418 Iteration 13Q: 3 clusters Score -1208750 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1778 members Mstep: Class 2 contains 7753 members Entering Unmasked Estep Score: -1209013.500000 Penalty: 4544.503418 Iteration 14Q: 3 clusters Score -1209014 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 7687 members Entering Unmasked Estep Score: -1209218.375000 Penalty: 4544.503418 Iteration 15Q: 3 clusters Score -1209218 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 7636 members Entering Unmasked Estep Score: -1209308.000000 Penalty: 4544.503418 Iteration 16Q: 3 clusters Score -1209308 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1934 members Mstep: Class 2 contains 7597 members Entering Unmasked Estep Score: -1209329.125000 Penalty: 4544.503418 Iteration 17Q: 3 clusters Score -1209329 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 7563 members Entering Unmasked Estep Score: -1209355.250000 Penalty: 4544.503418 Iteration 18Q: 3 clusters Score -1209355 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 7526 members Entering Unmasked Estep Score: -1209374.625000 Penalty: 4544.503418 Iteration 19Q: 3 clusters Score -1209375 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 7496 members Entering Unmasked Estep Score: -1209396.125000 Penalty: 4544.503418 Iteration 20F: 3 clusters Score -1209396 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2063 members Mstep: Class 2 contains 7468 members Entering Unmasked Estep Score: -1209408.625000 Penalty: 4544.503418 Iteration 21Q: 3 clusters Score -1209409 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 7456 members Entering Unmasked Estep Score: -1209416.375000 Penalty: 4544.503418 Iteration 22Q: 3 clusters Score -1209416 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2086 members Mstep: Class 2 contains 7445 members Entering Unmasked Estep Score: -1209419.500000 Penalty: 4544.503418 Iteration 23Q: 3 clusters Score -1209420 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2093 members Mstep: Class 2 contains 7438 members Entering Unmasked Estep Score: -1209421.875000 Penalty: 4544.503418 Iteration 24Q: 3 clusters Score -1209422 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 7431 members Entering Unmasked Estep Score: -1209421.125000 Penalty: 4544.503418 Iteration 25Q: 3 clusters Score -1209421 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 7428 members Entering Unmasked Estep Score: -1209420.750000 Penalty: 4544.503418 Iteration 26Q: 3 clusters Score -1209421 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2107 members Mstep: Class 2 contains 7424 members Entering Unmasked Estep Score: -1209422.250000 Penalty: 4544.503418 Iteration 27Q: 3 clusters Score -1209422 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2112 members Mstep: Class 2 contains 7419 members Entering Unmasked Estep Score: -1209423.875000 Penalty: 4544.503418 Iteration 28Q: 3 clusters Score -1209424 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2115 members Mstep: Class 2 contains 7416 members Entering Unmasked Estep Score: -1209425.375000 Penalty: 4544.503418 Iteration 29Q: 3 clusters Score -1209425 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2120 members Mstep: Class 2 contains 7411 members Entering Unmasked Estep Score: -1209425.625000 Penalty: 4544.503418 Iteration 30Q: 3 clusters Score -1209426 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2125 members Mstep: Class 2 contains 7406 members Entering Unmasked Estep Score: -1209424.875000 Penalty: 4544.503418 Iteration 31Q: 3 clusters Score -1209425 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 7403 members Entering Unmasked Estep Score: -1209423.750000 Penalty: 4544.503418 Iteration 32Q: 3 clusters Score -1209424 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 7402 members Entering Unmasked Estep Score: -1209423.875000 Penalty: 4544.503418 Iteration 33Q: 3 clusters Score -1209424 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 7400 members Entering Unmasked Estep Score: -1209424.000000 Penalty: 4544.503418 Iteration 34Q: 3 clusters Score -1209424 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 7400 members Entering Unmasked Estep Score: -1209424.000000 Penalty: 4544.503418 Iteration 35F: 3 clusters Score -1209424 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 15977 members Mstep: Class 2 contains 866 members Mstep: Class 3 contains 179 members Mstep: Class 4 contains 4034 members Mstep: Class 5 contains 11142 members Mstep: Class 6 contains 874 members Mstep: Class 7 contains 877 members Mstep: Class 8 contains 49940 members Mstep: Class 9 contains 2106 members Mstep: Class 10 contains 7400 members Mstep: Class 11 contains 1501 members Mstep: Class 12 contains 674 members Mstep: Class 13 contains 114972 members Mstep: Class 15 contains 1513 members Mstep: Class 16 contains 68089 members Mstep: Class 17 contains 25171 members Mstep: Class 18 contains 2131 members Mstep: Class 20 contains 113587 members Mstep: Class 21 contains 24427 members Entering Unmasked Estep Score: -55681856.000000 Penalty: 61288.515625 Splitting cluster 18 changes total score from -55674348.000000 to -55681856.000000 So it's getting split into cluster 10. Entering ConstructFrom: Trying to split cluster 20 (113587 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113587 members Entering Unmasked Estep Score: -14507659.000000 Penalty: 2886.800537 Iteration 0F: 2 clusters Score -1.450766e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56908 members Mstep: Class 2 contains 56679 members Entering Unmasked Estep Score: -14431805.000000 Penalty: 5773.601074 Iteration 0F: 3 clusters Score -1.44318e+07 nChanged 54103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57163 members Mstep: Class 2 contains 56424 members Entering Unmasked Estep Score: -14463459.000000 Penalty: 5773.601074 Iteration 1F: 3 clusters Score -1.446346e+07 nChanged 4205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57378 members Mstep: Class 2 contains 56209 members Entering Unmasked Estep Score: -14464609.000000 Penalty: 5773.601074 Iteration 2Q: 3 clusters Score -1.446461e+07 nChanged 4050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57612 members Mstep: Class 2 contains 55975 members Entering Unmasked Estep Score: -14465874.000000 Penalty: 5773.601074 Iteration 3Q: 3 clusters Score -1.446587e+07 nChanged 4235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57989 members Mstep: Class 2 contains 55598 members Entering Unmasked Estep Score: -14467246.000000 Penalty: 5773.601074 Iteration 4Q: 3 clusters Score -1.446725e+07 nChanged 4414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58475 members Mstep: Class 2 contains 55112 members Entering Unmasked Estep Score: -14468937.000000 Penalty: 5773.601074 Iteration 5Q: 3 clusters Score -1.446894e+07 nChanged 4876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59145 members Mstep: Class 2 contains 54442 members Entering Unmasked Estep Score: -14471272.000000 Penalty: 5773.601074 Iteration 6Q: 3 clusters Score -1.447127e+07 nChanged 5571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59988 members Mstep: Class 2 contains 53599 members Entering Unmasked Estep Score: -14474462.000000 Penalty: 5773.601074 Iteration 7Q: 3 clusters Score -1.447446e+07 nChanged 6531 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60835 members Mstep: Class 2 contains 52752 members Entering Unmasked Estep Score: -14479022.000000 Penalty: 5773.601074 Iteration 8F: 3 clusters Score -1.447902e+07 nChanged 7318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61741 members Mstep: Class 2 contains 51846 members Entering Unmasked Estep Score: -14484720.000000 Penalty: 5773.601074 Iteration 9F: 3 clusters Score -1.448472e+07 nChanged 7019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62488 members Mstep: Class 2 contains 51099 members Entering Unmasked Estep Score: -14489117.000000 Penalty: 5773.601074 Iteration 10F: 3 clusters Score -1.448912e+07 nChanged 5284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63094 members Mstep: Class 2 contains 50493 members Entering Unmasked Estep Score: -14491173.000000 Penalty: 5773.601074 Iteration 11Q: 3 clusters Score -1.449117e+07 nChanged 3255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63647 members Mstep: Class 2 contains 49940 members Entering Unmasked Estep Score: -14492273.000000 Penalty: 5773.601074 Iteration 12Q: 3 clusters Score -1.449227e+07 nChanged 2432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64289 members Mstep: Class 2 contains 49298 members Entering Unmasked Estep Score: -14493165.000000 Penalty: 5773.601074 Iteration 13Q: 3 clusters Score -1.449316e+07 nChanged 2366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65097 members Mstep: Class 2 contains 48490 members Entering Unmasked Estep Score: -14494295.000000 Penalty: 5773.601074 Iteration 14Q: 3 clusters Score -1.44943e+07 nChanged 2612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66153 members Mstep: Class 2 contains 47434 members Entering Unmasked Estep Score: -14495554.000000 Penalty: 5773.601074 Iteration 15Q: 3 clusters Score -1.449555e+07 nChanged 2906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67365 members Mstep: Class 2 contains 46222 members Entering Unmasked Estep Score: -14497379.000000 Penalty: 5773.601074 Iteration 16Q: 3 clusters Score -1.449738e+07 nChanged 3043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68686 members Mstep: Class 2 contains 44901 members Entering Unmasked Estep Score: -14499503.000000 Penalty: 5773.601074 Iteration 17Q: 3 clusters Score -1.44995e+07 nChanged 3127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70213 members Mstep: Class 2 contains 43374 members Entering Unmasked Estep Score: -14501731.000000 Penalty: 5773.601074 Iteration 18Q: 3 clusters Score -1.450173e+07 nChanged 2918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71579 members Mstep: Class 2 contains 42008 members Entering Unmasked Estep Score: -14503505.000000 Penalty: 5773.601074 Iteration 19Q: 3 clusters Score -1.45035e+07 nChanged 2358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72789 members Mstep: Class 2 contains 40798 members Entering Unmasked Estep Score: -14504793.000000 Penalty: 5773.601074 Iteration 20F: 3 clusters Score -1.450479e+07 nChanged 1892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73833 members Mstep: Class 2 contains 39754 members Entering Unmasked Estep Score: -14505586.000000 Penalty: 5773.601074 Iteration 21Q: 3 clusters Score -1.450559e+07 nChanged 1437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74684 members Mstep: Class 2 contains 38903 members Entering Unmasked Estep Score: -14506062.000000 Penalty: 5773.601074 Iteration 22Q: 3 clusters Score -1.450606e+07 nChanged 1121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75443 members Mstep: Class 2 contains 38144 members Entering Unmasked Estep Score: -14506363.000000 Penalty: 5773.601074 Iteration 23Q: 3 clusters Score -1.450636e+07 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76053 members Mstep: Class 2 contains 37534 members Entering Unmasked Estep Score: -14506532.000000 Penalty: 5773.601074 Iteration 24Q: 3 clusters Score -1.450653e+07 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76608 members Mstep: Class 2 contains 36979 members Entering Unmasked Estep Score: -14506535.000000 Penalty: 5773.601074 Iteration 25Q: 3 clusters Score -1.450654e+07 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77115 members Mstep: Class 2 contains 36472 members Entering Unmasked Estep Score: -14506633.000000 Penalty: 5773.601074 Iteration 26Q: 3 clusters Score -1.450663e+07 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77580 members Mstep: Class 2 contains 36007 members Entering Unmasked Estep Score: -14506724.000000 Penalty: 5773.601074 Iteration 27Q: 3 clusters Score -1.450672e+07 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78000 members Mstep: Class 2 contains 35587 members Entering Unmasked Estep Score: -14506810.000000 Penalty: 5773.601074 Iteration 28Q: 3 clusters Score -1.450681e+07 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78387 members Mstep: Class 2 contains 35200 members Entering Unmasked Estep Score: -14506838.000000 Penalty: 5773.601074 Iteration 29Q: 3 clusters Score -1.450684e+07 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78728 members Mstep: Class 2 contains 34859 members Entering Unmasked Estep Score: -14506850.000000 Penalty: 5773.601074 Iteration 30Q: 3 clusters Score -1.450685e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79027 members Mstep: Class 2 contains 34560 members Entering Unmasked Estep Score: -14506912.000000 Penalty: 5773.601074 Iteration 31Q: 3 clusters Score -1.450691e+07 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79312 members Mstep: Class 2 contains 34275 members Entering Unmasked Estep Score: -14506915.000000 Penalty: 5773.601074 Iteration 32Q: 3 clusters Score -1.450692e+07 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79561 members Mstep: Class 2 contains 34026 members Entering Unmasked Estep Score: -14506911.000000 Penalty: 5773.601074 Iteration 33Q: 3 clusters Score -1.450691e+07 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79767 members Mstep: Class 2 contains 33820 members Entering Unmasked Estep Score: -14506944.000000 Penalty: 5773.601074 Iteration 34Q: 3 clusters Score -1.450694e+07 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79948 members Mstep: Class 2 contains 33639 members Entering Unmasked Estep Score: -14506930.000000 Penalty: 5773.601074 Iteration 35Q: 3 clusters Score -1.450693e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80114 members Mstep: Class 2 contains 33473 members Entering Unmasked Estep Score: -14506947.000000 Penalty: 5773.601074 Iteration 36Q: 3 clusters Score -1.450695e+07 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80280 members Mstep: Class 2 contains 33307 members Entering Unmasked Estep Score: -14506966.000000 Penalty: 5773.601074 Iteration 37Q: 3 clusters Score -1.450697e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80415 members Mstep: Class 2 contains 33172 members Entering Unmasked Estep Score: -14506947.000000 Penalty: 5773.601074 Iteration 38Q: 3 clusters Score -1.450695e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80525 members Mstep: Class 2 contains 33062 members Entering Unmasked Estep Score: -14506927.000000 Penalty: 5773.601074 Iteration 39Q: 3 clusters Score -1.450693e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80635 members Mstep: Class 2 contains 32952 members Entering Unmasked Estep Score: -14506949.000000 Penalty: 5773.601074 Iteration 40F: 3 clusters Score -1.450695e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80727 members Mstep: Class 2 contains 32860 members Entering Unmasked Estep Score: -14506945.000000 Penalty: 5773.601074 Iteration 41Q: 3 clusters Score -1.450694e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80804 members Mstep: Class 2 contains 32783 members Entering Unmasked Estep Score: -14506934.000000 Penalty: 5773.601074 Iteration 42Q: 3 clusters Score -1.450693e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80875 members Mstep: Class 2 contains 32712 members Entering Unmasked Estep Score: -14506946.000000 Penalty: 5773.601074 Iteration 43Q: 3 clusters Score -1.450695e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80954 members Mstep: Class 2 contains 32633 members Entering Unmasked Estep Score: -14506962.000000 Penalty: 5773.601074 Iteration 44Q: 3 clusters Score -1.450696e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81023 members Mstep: Class 2 contains 32564 members Entering Unmasked Estep Score: -14506981.000000 Penalty: 5773.601074 Iteration 45Q: 3 clusters Score -1.450698e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81074 members Mstep: Class 2 contains 32513 members Entering Unmasked Estep Score: -14506978.000000 Penalty: 5773.601074 Iteration 46Q: 3 clusters Score -1.450698e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81125 members Mstep: Class 2 contains 32462 members Entering Unmasked Estep Score: -14506986.000000 Penalty: 5773.601074 Iteration 47Q: 3 clusters Score -1.450699e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81177 members Mstep: Class 2 contains 32410 members Entering Unmasked Estep Score: -14506975.000000 Penalty: 5773.601074 Iteration 48Q: 3 clusters Score -1.450698e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81225 members Mstep: Class 2 contains 32362 members Entering Unmasked Estep Score: -14506972.000000 Penalty: 5773.601074 Iteration 49Q: 3 clusters Score -1.450697e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81258 members Mstep: Class 2 contains 32329 members Entering Unmasked Estep Score: -14506979.000000 Penalty: 5773.601074 Iteration 50Q: 3 clusters Score -1.450698e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81286 members Mstep: Class 2 contains 32301 members Entering Unmasked Estep Score: -14506980.000000 Penalty: 5773.601074 Iteration 51Q: 3 clusters Score -1.450698e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81309 members Mstep: Class 2 contains 32278 members Entering Unmasked Estep Score: -14506963.000000 Penalty: 5773.601074 Iteration 52Q: 3 clusters Score -1.450696e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81334 members Mstep: Class 2 contains 32253 members Entering Unmasked Estep Score: -14506970.000000 Penalty: 5773.601074 Iteration 53Q: 3 clusters Score -1.450697e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81354 members Mstep: Class 2 contains 32233 members Entering Unmasked Estep Score: -14506976.000000 Penalty: 5773.601074 Iteration 54Q: 3 clusters Score -1.450698e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81369 members Mstep: Class 2 contains 32218 members Entering Unmasked Estep Score: -14506967.000000 Penalty: 5773.601074 Iteration 55Q: 3 clusters Score -1.450697e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81384 members Mstep: Class 2 contains 32203 members Entering Unmasked Estep Score: -14506967.000000 Penalty: 5773.601074 Iteration 56Q: 3 clusters Score -1.450697e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81401 members Mstep: Class 2 contains 32186 members Entering Unmasked Estep Score: -14506973.000000 Penalty: 5773.601074 Iteration 57Q: 3 clusters Score -1.450697e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81418 members Mstep: Class 2 contains 32169 members Entering Unmasked Estep Score: -14506961.000000 Penalty: 5773.601074 Iteration 58Q: 3 clusters Score -1.450696e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81444 members Mstep: Class 2 contains 32143 members Entering Unmasked Estep Score: -14506959.000000 Penalty: 5773.601074 Iteration 59Q: 3 clusters Score -1.450696e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81465 members Mstep: Class 2 contains 32122 members Entering Unmasked Estep Score: -14506957.000000 Penalty: 5773.601074 Iteration 60F: 3 clusters Score -1.450696e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81482 members Mstep: Class 2 contains 32105 members Entering Unmasked Estep Score: -14506960.000000 Penalty: 5773.601074 Iteration 61Q: 3 clusters Score -1.450696e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81498 members Mstep: Class 2 contains 32089 members Entering Unmasked Estep Score: -14506952.000000 Penalty: 5773.601074 Iteration 62Q: 3 clusters Score -1.450695e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81521 members Mstep: Class 2 contains 32066 members Entering Unmasked Estep Score: -14506967.000000 Penalty: 5773.601074 Iteration 63Q: 3 clusters Score -1.450697e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81545 members Mstep: Class 2 contains 32042 members Entering Unmasked Estep Score: -14506970.000000 Penalty: 5773.601074 Iteration 64Q: 3 clusters Score -1.450697e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81576 members Mstep: Class 2 contains 32011 members Entering Unmasked Estep Score: -14506960.000000 Penalty: 5773.601074 Iteration 65Q: 3 clusters Score -1.450696e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81605 members Mstep: Class 2 contains 31982 members Entering Unmasked Estep Score: -14506969.000000 Penalty: 5773.601074 Iteration 66Q: 3 clusters Score -1.450697e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81623 members Mstep: Class 2 contains 31964 members Entering Unmasked Estep Score: -14506996.000000 Penalty: 5773.601074 Iteration 67Q: 3 clusters Score -1.4507e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81632 members Mstep: Class 2 contains 31955 members Entering Unmasked Estep Score: -14506982.000000 Penalty: 5773.601074 Iteration 68Q: 3 clusters Score -1.450698e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81643 members Mstep: Class 2 contains 31944 members Entering Unmasked Estep Score: -14506971.000000 Penalty: 5773.601074 Iteration 69Q: 3 clusters Score -1.450697e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81653 members Mstep: Class 2 contains 31934 members Entering Unmasked Estep Score: -14506976.000000 Penalty: 5773.601074 Iteration 70Q: 3 clusters Score -1.450698e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81663 members Mstep: Class 2 contains 31924 members Entering Unmasked Estep Score: -14506968.000000 Penalty: 5773.601074 Iteration 71Q: 3 clusters Score -1.450697e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81666 members Mstep: Class 2 contains 31921 members Entering Unmasked Estep Score: -14506977.000000 Penalty: 5773.601074 Iteration 72Q: 3 clusters Score -1.450698e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81670 members Mstep: Class 2 contains 31917 members Entering Unmasked Estep Score: -14506979.000000 Penalty: 5773.601074 Iteration 73Q: 3 clusters Score -1.450698e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81673 members Mstep: Class 2 contains 31914 members Entering Unmasked Estep Score: -14506972.000000 Penalty: 5773.601074 Iteration 74Q: 3 clusters Score -1.450697e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81674 members Mstep: Class 2 contains 31913 members Entering Unmasked Estep Score: -14506975.000000 Penalty: 5773.601074 Iteration 75Q: 3 clusters Score -1.450698e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81675 members Mstep: Class 2 contains 31912 members Entering Unmasked Estep Score: -14506968.000000 Penalty: 5773.601074 Iteration 76Q: 3 clusters Score -1.450697e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81677 members Mstep: Class 2 contains 31910 members Entering Unmasked Estep Score: -14506975.000000 Penalty: 5773.601074 Iteration 77Q: 3 clusters Score -1.450698e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81678 members Mstep: Class 2 contains 31909 members Entering Unmasked Estep Score: -14506971.000000 Penalty: 5773.601074 Iteration 78Q: 3 clusters Score -1.450697e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81681 members Mstep: Class 2 contains 31906 members Entering Unmasked Estep Score: -14506970.000000 Penalty: 5773.601074 Iteration 79Q: 3 clusters Score -1.450697e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81684 members Mstep: Class 2 contains 31903 members Entering Unmasked Estep Score: -14506976.000000 Penalty: 5773.601074 Iteration 80F: 3 clusters Score -1.450698e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81687 members Mstep: Class 2 contains 31900 members Entering Unmasked Estep Score: -14506974.000000 Penalty: 5773.601074 Iteration 81Q: 3 clusters Score -1.450697e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81695 members Mstep: Class 2 contains 31892 members Entering Unmasked Estep Score: -14506973.000000 Penalty: 5773.601074 Iteration 82Q: 3 clusters Score -1.450697e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81704 members Mstep: Class 2 contains 31883 members Entering Unmasked Estep Score: -14506963.000000 Penalty: 5773.601074 Iteration 83Q: 3 clusters Score -1.450696e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81713 members Mstep: Class 2 contains 31874 members Entering Unmasked Estep Score: -14506949.000000 Penalty: 5773.601074 Iteration 84Q: 3 clusters Score -1.450695e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81724 members Mstep: Class 2 contains 31863 members Entering Unmasked Estep Score: -14506962.000000 Penalty: 5773.601074 Iteration 85Q: 3 clusters Score -1.450696e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81741 members Mstep: Class 2 contains 31846 members Entering Unmasked Estep Score: -14506998.000000 Penalty: 5773.601074 Iteration 86Q: 3 clusters Score -1.4507e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81756 members Mstep: Class 2 contains 31831 members Entering Unmasked Estep Score: -14506992.000000 Penalty: 5773.601074 Iteration 87Q: 3 clusters Score -1.450699e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81770 members Mstep: Class 2 contains 31817 members Entering Unmasked Estep Score: -14506987.000000 Penalty: 5773.601074 Iteration 88Q: 3 clusters Score -1.450699e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81782 members Mstep: Class 2 contains 31805 members Entering Unmasked Estep Score: -14506984.000000 Penalty: 5773.601074 Iteration 89Q: 3 clusters Score -1.450698e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81790 members Mstep: Class 2 contains 31797 members Entering Unmasked Estep Score: -14506981.000000 Penalty: 5773.601074 Iteration 90Q: 3 clusters Score -1.450698e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81799 members Mstep: Class 2 contains 31788 members Entering Unmasked Estep Score: -14506973.000000 Penalty: 5773.601074 Iteration 91Q: 3 clusters Score -1.450697e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81803 members Mstep: Class 2 contains 31784 members Entering Unmasked Estep Score: -14506960.000000 Penalty: 5773.601074 Iteration 92Q: 3 clusters Score -1.450696e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81805 members Mstep: Class 2 contains 31782 members Entering Unmasked Estep Score: -14506965.000000 Penalty: 5773.601074 Iteration 93Q: 3 clusters Score -1.450696e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81808 members Mstep: Class 2 contains 31779 members Entering Unmasked Estep Score: -14506974.000000 Penalty: 5773.601074 Iteration 94Q: 3 clusters Score -1.450697e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81809 members Mstep: Class 2 contains 31778 members Entering Unmasked Estep Score: -14506974.000000 Penalty: 5773.601074 Iteration 95Q: 3 clusters Score -1.450697e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81810 members Mstep: Class 2 contains 31777 members Entering Unmasked Estep Score: -14506980.000000 Penalty: 5773.601074 Iteration 96Q: 3 clusters Score -1.450698e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81810 members Mstep: Class 2 contains 31777 members Entering Unmasked Estep Score: -14506980.000000 Penalty: 5773.601074 Iteration 97F: 3 clusters Score -1.450698e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (24427 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24427 members Entering Unmasked Estep Score: -3128220.250000 Penalty: 2505.654053 Iteration 0F: 2 clusters Score -3128220 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12168 members Mstep: Class 2 contains 12259 members Entering Unmasked Estep Score: -3111308.000000 Penalty: 5011.308105 Iteration 0F: 3 clusters Score -3111308 nChanged 10875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12007 members Mstep: Class 2 contains 12420 members Entering Unmasked Estep Score: -3117057.000000 Penalty: 5011.308105 Iteration 1F: 3 clusters Score -3117057 nChanged 1242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11833 members Mstep: Class 2 contains 12594 members Entering Unmasked Estep Score: -3117552.000000 Penalty: 5011.308105 Iteration 2F: 3 clusters Score -3117552 nChanged 1162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11563 members Mstep: Class 2 contains 12864 members Entering Unmasked Estep Score: -3118060.500000 Penalty: 5011.308105 Iteration 3Q: 3 clusters Score -3118060 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11173 members Mstep: Class 2 contains 13254 members Entering Unmasked Estep Score: -3118653.250000 Penalty: 5011.308105 Iteration 4Q: 3 clusters Score -3118653 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10604 members Mstep: Class 2 contains 13823 members Entering Unmasked Estep Score: -3119318.750000 Penalty: 5011.308105 Iteration 5F: 3 clusters Score -3119319 nChanged 1389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9823 members Mstep: Class 2 contains 14604 members Entering Unmasked Estep Score: -3120110.500000 Penalty: 5011.308105 Iteration 6F: 3 clusters Score -3120110 nChanged 1385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8932 members Mstep: Class 2 contains 15495 members Entering Unmasked Estep Score: -3120971.750000 Penalty: 5011.308105 Iteration 7F: 3 clusters Score -3120972 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7958 members Mstep: Class 2 contains 16469 members Entering Unmasked Estep Score: -3121896.250000 Penalty: 5011.308105 Iteration 8F: 3 clusters Score -3121896 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7035 members Mstep: Class 2 contains 17392 members Entering Unmasked Estep Score: -3122676.000000 Penalty: 5011.308105 Iteration 9F: 3 clusters Score -3122676 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6204 members Mstep: Class 2 contains 18223 members Entering Unmasked Estep Score: -3123332.250000 Penalty: 5011.308105 Iteration 10Q: 3 clusters Score -3123332 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5443 members Mstep: Class 2 contains 18984 members Entering Unmasked Estep Score: -3123934.000000 Penalty: 5011.308105 Iteration 11Q: 3 clusters Score -3123934 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4746 members Mstep: Class 2 contains 19681 members Entering Unmasked Estep Score: -3124511.500000 Penalty: 5011.308105 Iteration 12Q: 3 clusters Score -3124512 nChanged 665 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 20286 members Entering Unmasked Estep Score: -3125022.750000 Penalty: 5011.308105 Iteration 13Q: 3 clusters Score -3125023 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3665 members Mstep: Class 2 contains 20762 members Entering Unmasked Estep Score: -3125421.750000 Penalty: 5011.308105 Iteration 14Q: 3 clusters Score -3125422 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3268 members Mstep: Class 2 contains 21159 members Entering Unmasked Estep Score: -3125718.000000 Penalty: 5011.308105 Iteration 15Q: 3 clusters Score -3125718 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2951 members Mstep: Class 2 contains 21476 members Entering Unmasked Estep Score: -3125888.750000 Penalty: 5011.308105 Iteration 16Q: 3 clusters Score -3125889 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 21738 members Entering Unmasked Estep Score: -3126009.500000 Penalty: 5011.308105 Iteration 17Q: 3 clusters Score -3126010 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2487 members Mstep: Class 2 contains 21940 members Entering Unmasked Estep Score: -3126113.500000 Penalty: 5011.308105 Iteration 18Q: 3 clusters Score -3126114 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 22134 members Entering Unmasked Estep Score: -3126200.750000 Penalty: 5011.308105 Iteration 19Q: 3 clusters Score -3126201 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 22304 members Entering Unmasked Estep Score: -3126273.500000 Penalty: 5011.308105 Iteration 20F: 3 clusters Score -3126274 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 22422 members Entering Unmasked Estep Score: -3126330.250000 Penalty: 5011.308105 Iteration 21Q: 3 clusters Score -3126330 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 22511 members Entering Unmasked Estep Score: -3126362.000000 Penalty: 5011.308105 Iteration 22Q: 3 clusters Score -3126362 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1842 members Mstep: Class 2 contains 22585 members Entering Unmasked Estep Score: -3126396.500000 Penalty: 5011.308105 Iteration 23Q: 3 clusters Score -3126396 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1770 members Mstep: Class 2 contains 22657 members Entering Unmasked Estep Score: -3126424.750000 Penalty: 5011.308105 Iteration 24Q: 3 clusters Score -3126425 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 22723 members Entering Unmasked Estep Score: -3126448.250000 Penalty: 5011.308105 Iteration 25Q: 3 clusters Score -3126448 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 22776 members Entering Unmasked Estep Score: -3126464.500000 Penalty: 5011.308105 Iteration 26Q: 3 clusters Score -3126464 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 22826 members Entering Unmasked Estep Score: -3126480.750000 Penalty: 5011.308105 Iteration 27Q: 3 clusters Score -3126481 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 22857 members Entering Unmasked Estep Score: -3126482.750000 Penalty: 5011.308105 Iteration 28Q: 3 clusters Score -3126483 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 22881 members Entering Unmasked Estep Score: -3126495.250000 Penalty: 5011.308105 Iteration 29Q: 3 clusters Score -3126495 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 22902 members Entering Unmasked Estep Score: -3126504.000000 Penalty: 5011.308105 Iteration 30Q: 3 clusters Score -3126504 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1508 members Mstep: Class 2 contains 22919 members Entering Unmasked Estep Score: -3126508.250000 Penalty: 5011.308105 Iteration 31Q: 3 clusters Score -3126508 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 22935 members Entering Unmasked Estep Score: -3126508.750000 Penalty: 5011.308105 Iteration 32Q: 3 clusters Score -3126509 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 22954 members Entering Unmasked Estep Score: -3126509.750000 Penalty: 5011.308105 Iteration 33Q: 3 clusters Score -3126510 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 22969 members Entering Unmasked Estep Score: -3126515.750000 Penalty: 5011.308105 Iteration 34Q: 3 clusters Score -3126516 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1437 members Mstep: Class 2 contains 22990 members Entering Unmasked Estep Score: -3126527.250000 Penalty: 5011.308105 Iteration 35Q: 3 clusters Score -3126527 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 23007 members Entering Unmasked Estep Score: -3126540.000000 Penalty: 5011.308105 Iteration 36Q: 3 clusters Score -3126540 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 23025 members Entering Unmasked Estep Score: -3126544.000000 Penalty: 5011.308105 Iteration 37Q: 3 clusters Score -3126544 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1383 members Mstep: Class 2 contains 23044 members Entering Unmasked Estep Score: -3126558.000000 Penalty: 5011.308105 Iteration 38Q: 3 clusters Score -3126558 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 23065 members Entering Unmasked Estep Score: -3126566.250000 Penalty: 5011.308105 Iteration 39Q: 3 clusters Score -3126566 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 23085 members Entering Unmasked Estep Score: -3126575.000000 Penalty: 5011.308105 Iteration 40F: 3 clusters Score -3126575 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 23100 members Entering Unmasked Estep Score: -3126578.500000 Penalty: 5011.308105 Iteration 41Q: 3 clusters Score -3126578 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 23113 members Entering Unmasked Estep Score: -3126586.750000 Penalty: 5011.308105 Iteration 42Q: 3 clusters Score -3126587 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1304 members Mstep: Class 2 contains 23123 members Entering Unmasked Estep Score: -3126591.250000 Penalty: 5011.308105 Iteration 43Q: 3 clusters Score -3126591 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 23129 members Entering Unmasked Estep Score: -3126595.500000 Penalty: 5011.308105 Iteration 44Q: 3 clusters Score -3126596 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 23132 members Entering Unmasked Estep Score: -3126598.750000 Penalty: 5011.308105 Iteration 45Q: 3 clusters Score -3126599 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 23138 members Entering Unmasked Estep Score: -3126599.000000 Penalty: 5011.308105 Iteration 46Q: 3 clusters Score -3126599 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 23142 members Entering Unmasked Estep Score: -3126597.000000 Penalty: 5011.308105 Iteration 47Q: 3 clusters Score -3126597 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 23145 members Entering Unmasked Estep Score: -3126595.750000 Penalty: 5011.308105 Iteration 48Q: 3 clusters Score -3126596 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 23146 members Entering Unmasked Estep Score: -3126596.500000 Penalty: 5011.308105 Iteration 49Q: 3 clusters Score -3126596 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 23147 members Entering Unmasked Estep Score: -3126596.000000 Penalty: 5011.308105 Iteration 50Q: 3 clusters Score -3126596 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 23149 members Entering Unmasked Estep Score: -3126599.250000 Penalty: 5011.308105 Iteration 51Q: 3 clusters Score -3126599 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 23149 members Entering Unmasked Estep Score: -3126599.250000 Penalty: 5011.308105 Iteration 52F: 3 clusters Score -3126599 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 4 contains 4034 members Mstep: Class 5 contains 11142 members Mstep: Class 6 contains 874 members Mstep: Class 7 contains 877 members Mstep: Class 9 contains 2106 members Mstep: Class 11 contains 1501 members Mstep: Class 12 contains 674 members Mstep: Class 13 contains 114972 members Mstep: Class 15 contains 1513 members Mstep: Class 16 contains 68089 members Mstep: Class 17 contains 25171 members Mstep: Class 18 contains 2131 members Mstep: Class 20 contains 113587 members Mstep: Class 21 contains 24427 members Entering Unmasked Estep ConsiderDeletion Score: -55687812.000000 Penalty: 61288.515625 Iteration 39Q: 20 clusters Score -5.568781e+07 nChanged 14077 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 15870 members Mstep: Class 2 contains 866 members Mstep: Class 3 contains 173 members Mstep: Class 4 contains 4054 members Mstep: Class 5 contains 11471 members Mstep: Class 6 contains 825 members Mstep: Class 7 contains 877 members Mstep: Class 8 contains 48412 members Mstep: Class 9 contains 2120 members Mstep: Class 10 contains 7417 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 675 members Mstep: Class 13 contains 117900 members Mstep: Class 15 contains 1706 members Mstep: Class 16 contains 64600 members Mstep: Class 17 contains 25147 members Mstep: Class 18 contains 2141 members Mstep: Class 20 contains 115152 members Mstep: Class 21 contains 24550 members Entering Unmasked Estep ConsiderDeletion Score: -55691524.000000 Penalty: 61288.515625 Iteration 40F: 20 clusters Score -5.569152e+07 nChanged 8135 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 16802 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 172 members Mstep: Class 4 contains 4147 members Mstep: Class 5 contains 11816 members Mstep: Class 6 contains 809 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 47371 members Mstep: Class 9 contains 2125 members Mstep: Class 10 contains 7468 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 687 members Mstep: Class 13 contains 120527 members Mstep: Class 15 contains 1791 members Mstep: Class 16 contains 60651 members Mstep: Class 17 contains 25094 members Mstep: Class 18 contains 2181 members Mstep: Class 20 contains 115940 members Mstep: Class 21 contains 24631 members Entering Unmasked Estep ConsiderDeletion Score: -55693400.000000 Penalty: 61288.515625 Iteration 41Q: 20 clusters Score -5.56934e+07 nChanged 6555 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 17548 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 172 members Mstep: Class 4 contains 4254 members Mstep: Class 5 contains 12212 members Mstep: Class 6 contains 792 members Mstep: Class 7 contains 877 members Mstep: Class 8 contains 46686 members Mstep: Class 9 contains 2129 members Mstep: Class 10 contains 7501 members Mstep: Class 11 contains 1505 members Mstep: Class 12 contains 687 members Mstep: Class 13 contains 122917 members Mstep: Class 15 contains 1869 members Mstep: Class 16 contains 57007 members Mstep: Class 17 contains 25054 members Mstep: Class 18 contains 2221 members Mstep: Class 20 contains 116454 members Mstep: Class 21 contains 24710 members Entering Unmasked Estep ConsiderDeletion Score: -55694704.000000 Penalty: 61288.515625 Iteration 42Q: 20 clusters Score -5.56947e+07 nChanged 5733 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 18111 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 171 members Mstep: Class 4 contains 4362 members Mstep: Class 5 contains 12613 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 875 members Mstep: Class 8 contains 46205 members Mstep: Class 9 contains 2115 members Mstep: Class 10 contains 7523 members Mstep: Class 11 contains 1505 members Mstep: Class 12 contains 691 members Mstep: Class 13 contains 125209 members Mstep: Class 15 contains 1943 members Mstep: Class 16 contains 53681 members Mstep: Class 17 contains 25032 members Mstep: Class 18 contains 2263 members Mstep: Class 20 contains 116729 members Mstep: Class 21 contains 24786 members Entering Unmasked Estep ConsiderDeletion Score: -55695704.000000 Penalty: 61288.515625 Iteration 43Q: 20 clusters Score -5.56957e+07 nChanged 5087 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 18589 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 171 members Mstep: Class 4 contains 4437 members Mstep: Class 5 contains 12980 members Mstep: Class 6 contains 776 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 45868 members Mstep: Class 9 contains 2107 members Mstep: Class 10 contains 7551 members Mstep: Class 11 contains 1505 members Mstep: Class 12 contains 698 members Mstep: Class 13 contains 127403 members Mstep: Class 15 contains 2011 members Mstep: Class 16 contains 50607 members Mstep: Class 17 contains 25007 members Mstep: Class 18 contains 2286 members Mstep: Class 20 contains 116824 members Mstep: Class 21 contains 24901 members Entering Unmasked Estep ConsiderDeletion Score: -55696824.000000 Penalty: 61288.515625 Iteration 44Q: 20 clusters Score -5.569682e+07 nChanged 4811 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19009 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 169 members Mstep: Class 4 contains 4511 members Mstep: Class 5 contains 13344 members Mstep: Class 6 contains 774 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 45648 members Mstep: Class 9 contains 2099 members Mstep: Class 10 contains 7566 members Mstep: Class 11 contains 1505 members Mstep: Class 12 contains 701 members Mstep: Class 13 contains 129625 members Mstep: Class 15 contains 2078 members Mstep: Class 16 contains 47630 members Mstep: Class 17 contains 24986 members Mstep: Class 18 contains 2312 members Mstep: Class 20 contains 116763 members Mstep: Class 21 contains 25001 members Entering Unmasked Estep ConsiderDeletion Score: -55697960.000000 Penalty: 61288.515625 Iteration 45Q: 20 clusters Score -5.569796e+07 nChanged 4360 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19342 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 169 members Mstep: Class 4 contains 4579 members Mstep: Class 5 contains 13701 members Mstep: Class 6 contains 777 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 45459 members Mstep: Class 9 contains 2100 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 1505 members Mstep: Class 12 contains 699 members Mstep: Class 13 contains 131712 members Mstep: Class 15 contains 2144 members Mstep: Class 16 contains 44911 members Mstep: Class 17 contains 24976 members Mstep: Class 18 contains 2329 members Mstep: Class 20 contains 116647 members Mstep: Class 21 contains 25086 members Entering Unmasked Estep ConsiderDeletion Score: -55698440.000000 Penalty: 61288.515625 Iteration 46Q: 20 clusters Score -5.569844e+07 nChanged 4069 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19637 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 169 members Mstep: Class 4 contains 4619 members Mstep: Class 5 contains 14058 members Mstep: Class 6 contains 780 members Mstep: Class 7 contains 875 members Mstep: Class 8 contains 45292 members Mstep: Class 9 contains 2093 members Mstep: Class 10 contains 7599 members Mstep: Class 11 contains 1505 members Mstep: Class 12 contains 698 members Mstep: Class 13 contains 133735 members Mstep: Class 15 contains 2200 members Mstep: Class 16 contains 42441 members Mstep: Class 17 contains 24966 members Mstep: Class 18 contains 2339 members Mstep: Class 20 contains 116424 members Mstep: Class 21 contains 25165 members Entering Unmasked Estep ConsiderDeletion Score: -55699080.000000 Penalty: 61288.515625 Iteration 47Q: 20 clusters Score -5.569908e+07 nChanged 3742 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19834 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 169 members Mstep: Class 4 contains 4650 members Mstep: Class 5 contains 14413 members Mstep: Class 6 contains 778 members Mstep: Class 7 contains 875 members Mstep: Class 8 contains 45135 members Mstep: Class 9 contains 2084 members Mstep: Class 10 contains 7612 members Mstep: Class 11 contains 1505 members Mstep: Class 12 contains 700 members Mstep: Class 13 contains 135629 members Mstep: Class 15 contains 2284 members Mstep: Class 16 contains 40218 members Mstep: Class 17 contains 24964 members Mstep: Class 18 contains 2347 members Mstep: Class 20 contains 116159 members Mstep: Class 21 contains 25239 members Entering Unmasked Estep ConsiderDeletion Score: -55699980.000000 Penalty: 61288.515625 Iteration 48Q: 20 clusters Score -5.569998e+07 nChanged 3468 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19972 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 169 members Mstep: Class 4 contains 4681 members Mstep: Class 5 contains 14735 members Mstep: Class 6 contains 779 members Mstep: Class 7 contains 873 members Mstep: Class 8 contains 45025 members Mstep: Class 9 contains 2087 members Mstep: Class 10 contains 7619 members Mstep: Class 11 contains 1505 members Mstep: Class 12 contains 699 members Mstep: Class 13 contains 137459 members Mstep: Class 15 contains 2377 members Mstep: Class 16 contains 38148 members Mstep: Class 17 contains 24964 members Mstep: Class 18 contains 2355 members Mstep: Class 20 contains 115868 members Mstep: Class 21 contains 25280 members Entering Unmasked Estep ConsiderDeletion Score: -55700560.000000 Penalty: 61288.515625 Iteration 49Q: 20 clusters Score -5.570056e+07 nChanged 3054 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20075 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 168 members Mstep: Class 4 contains 4705 members Mstep: Class 5 contains 15032 members Mstep: Class 6 contains 777 members Mstep: Class 7 contains 873 members Mstep: Class 8 contains 44940 members Mstep: Class 9 contains 2080 members Mstep: Class 10 contains 7619 members Mstep: Class 11 contains 1505 members Mstep: Class 12 contains 701 members Mstep: Class 13 contains 139068 members Mstep: Class 15 contains 2472 members Mstep: Class 16 contains 36339 members Mstep: Class 17 contains 24957 members Mstep: Class 18 contains 2359 members Mstep: Class 20 contains 115588 members Mstep: Class 21 contains 25337 members Entering Unmasked Estep ConsiderDeletion Score: -55700860.000000 Penalty: 61288.515625 Iteration 50Q: 20 clusters Score -5.570086e+07 nChanged 2808 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20157 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 168 members Mstep: Class 4 contains 4731 members Mstep: Class 5 contains 15325 members Mstep: Class 6 contains 775 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 44860 members Mstep: Class 9 contains 2071 members Mstep: Class 10 contains 7621 members Mstep: Class 11 contains 1505 members Mstep: Class 12 contains 701 members Mstep: Class 13 contains 140613 members Mstep: Class 15 contains 2561 members Mstep: Class 16 contains 34726 members Mstep: Class 17 contains 24959 members Mstep: Class 18 contains 2360 members Mstep: Class 20 contains 115207 members Mstep: Class 21 contains 25381 members Entering Unmasked Estep ConsiderDeletion Score: -55701120.000000 Penalty: 61288.515625 Iteration 51Q: 20 clusters Score -5.570112e+07 nChanged 2583 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20230 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 168 members Mstep: Class 4 contains 4746 members Mstep: Class 5 contains 15594 members Mstep: Class 6 contains 773 members Mstep: Class 7 contains 873 members Mstep: Class 8 contains 44806 members Mstep: Class 9 contains 2062 members Mstep: Class 10 contains 7627 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 701 members Mstep: Class 13 contains 142016 members Mstep: Class 15 contains 2641 members Mstep: Class 16 contains 33297 members Mstep: Class 17 contains 24958 members Mstep: Class 18 contains 2365 members Mstep: Class 20 contains 114824 members Mstep: Class 21 contains 25410 members Entering Unmasked Estep ConsiderDeletion Score: -55701380.000000 Penalty: 61288.515625 Iteration 52Q: 20 clusters Score -5.570138e+07 nChanged 2416 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20262 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 168 members Mstep: Class 4 contains 4771 members Mstep: Class 5 contains 15854 members Mstep: Class 6 contains 776 members Mstep: Class 7 contains 872 members Mstep: Class 8 contains 44765 members Mstep: Class 9 contains 2045 members Mstep: Class 10 contains 7618 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 700 members Mstep: Class 13 contains 143336 members Mstep: Class 15 contains 2731 members Mstep: Class 16 contains 32023 members Mstep: Class 17 contains 24966 members Mstep: Class 18 contains 2368 members Mstep: Class 20 contains 114414 members Mstep: Class 21 contains 25422 members Entering Unmasked Estep ConsiderDeletion Score: -55701812.000000 Penalty: 61288.515625 Iteration 53Q: 20 clusters Score -5.570181e+07 nChanged 2187 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20290 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 168 members Mstep: Class 4 contains 4791 members Mstep: Class 5 contains 16089 members Mstep: Class 6 contains 778 members Mstep: Class 7 contains 872 members Mstep: Class 8 contains 44739 members Mstep: Class 9 contains 2039 members Mstep: Class 10 contains 7611 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 700 members Mstep: Class 13 contains 144564 members Mstep: Class 15 contains 2804 members Mstep: Class 16 contains 30895 members Mstep: Class 17 contains 24966 members Mstep: Class 18 contains 2371 members Mstep: Class 20 contains 114012 members Mstep: Class 21 contains 25402 members Entering Unmasked Estep ConsiderDeletion Score: -55702248.000000 Penalty: 61288.515625 Iteration 54Q: 20 clusters Score -5.570225e+07 nChanged 2005 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20321 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 168 members Mstep: Class 4 contains 4810 members Mstep: Class 5 contains 16307 members Mstep: Class 6 contains 780 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 44730 members Mstep: Class 9 contains 2033 members Mstep: Class 10 contains 7604 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 701 members Mstep: Class 13 contains 145681 members Mstep: Class 15 contains 2854 members Mstep: Class 16 contains 29897 members Mstep: Class 17 contains 24971 members Mstep: Class 18 contains 2380 members Mstep: Class 20 contains 113593 members Mstep: Class 21 contains 25387 members Entering Unmasked Estep ConsiderDeletion Score: -55702316.000000 Penalty: 61288.515625 Iteration 55Q: 20 clusters Score -5.570232e+07 nChanged 1878 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20329 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 168 members Mstep: Class 4 contains 4826 members Mstep: Class 5 contains 16494 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 44708 members Mstep: Class 9 contains 2036 members Mstep: Class 10 contains 7594 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 701 members Mstep: Class 13 contains 146809 members Mstep: Class 15 contains 2887 members Mstep: Class 16 contains 29002 members Mstep: Class 17 contains 24971 members Mstep: Class 18 contains 2386 members Mstep: Class 20 contains 113158 members Mstep: Class 21 contains 25367 members Entering Unmasked Estep ConsiderDeletion Score: -55702500.000000 Penalty: 61288.515625 Iteration 56Q: 20 clusters Score -5.57025e+07 nChanged 1750 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20339 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 168 members Mstep: Class 4 contains 4838 members Mstep: Class 5 contains 16682 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 44680 members Mstep: Class 9 contains 2034 members Mstep: Class 10 contains 7590 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 700 members Mstep: Class 13 contains 147843 members Mstep: Class 15 contains 2916 members Mstep: Class 16 contains 28189 members Mstep: Class 17 contains 24969 members Mstep: Class 18 contains 2396 members Mstep: Class 20 contains 112736 members Mstep: Class 21 contains 25355 members Entering Unmasked Estep ConsiderDeletion Score: -55702560.000000 Penalty: 61288.515625 Iteration 57Q: 20 clusters Score -5.570256e+07 nChanged 1655 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20330 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 169 members Mstep: Class 4 contains 4855 members Mstep: Class 5 contains 16848 members Mstep: Class 6 contains 783 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 44653 members Mstep: Class 9 contains 2028 members Mstep: Class 10 contains 7584 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 700 members Mstep: Class 13 contains 148866 members Mstep: Class 15 contains 2940 members Mstep: Class 16 contains 27446 members Mstep: Class 17 contains 24970 members Mstep: Class 18 contains 2403 members Mstep: Class 20 contains 112305 members Mstep: Class 21 contains 25337 members Entering Unmasked Estep ConsiderDeletion Score: -55702876.000000 Penalty: 61288.515625 Iteration 58Q: 20 clusters Score -5.570288e+07 nChanged 1505 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20310 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 168 members Mstep: Class 4 contains 4872 members Mstep: Class 5 contains 17005 members Mstep: Class 6 contains 784 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 44639 members Mstep: Class 9 contains 2027 members Mstep: Class 10 contains 7579 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 699 members Mstep: Class 13 contains 149781 members Mstep: Class 15 contains 2966 members Mstep: Class 16 contains 26770 members Mstep: Class 17 contains 24967 members Mstep: Class 18 contains 2409 members Mstep: Class 20 contains 111903 members Mstep: Class 21 contains 25338 members Entering Unmasked Estep ConsiderDeletion Score: -55703192.000000 Penalty: 61288.515625 Iteration 59Q: 20 clusters Score -5.570319e+07 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20304 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 168 members Mstep: Class 4 contains 4887 members Mstep: Class 5 contains 17155 members Mstep: Class 6 contains 783 members Mstep: Class 7 contains 873 members Mstep: Class 8 contains 44621 members Mstep: Class 9 contains 2028 members Mstep: Class 10 contains 7575 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 699 members Mstep: Class 13 contains 150604 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 26164 members Mstep: Class 17 contains 24967 members Mstep: Class 18 contains 2411 members Mstep: Class 20 contains 111510 members Mstep: Class 21 contains 25355 members Entering Unmasked Estep ConsiderDeletion Score: -55703080.000000 Penalty: 61288.515625 Iteration 60F: 20 clusters Score -5.570308e+07 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20289 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 166 members Mstep: Class 4 contains 4892 members Mstep: Class 5 contains 17287 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 873 members Mstep: Class 8 contains 44605 members Mstep: Class 9 contains 2026 members Mstep: Class 10 contains 7569 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 699 members Mstep: Class 13 contains 151340 members Mstep: Class 15 contains 2997 members Mstep: Class 16 contains 25602 members Mstep: Class 17 contains 24970 members Mstep: Class 18 contains 2414 members Mstep: Class 20 contains 111204 members Mstep: Class 21 contains 25376 members Entering Unmasked Estep ConsiderDeletion Score: -55703104.000000 Penalty: 61288.515625 Iteration 61Q: 20 clusters Score -5.57031e+07 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20300 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 166 members Mstep: Class 4 contains 4896 members Mstep: Class 5 contains 17402 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 873 members Mstep: Class 8 contains 44589 members Mstep: Class 9 contains 2027 members Mstep: Class 10 contains 7566 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 699 members Mstep: Class 13 contains 152016 members Mstep: Class 15 contains 3001 members Mstep: Class 16 contains 25127 members Mstep: Class 17 contains 24969 members Mstep: Class 18 contains 2414 members Mstep: Class 20 contains 110877 members Mstep: Class 21 contains 25388 members Entering Unmasked Estep ConsiderDeletion Score: -55703356.000000 Penalty: 61288.515625 Iteration 62Q: 20 clusters Score -5.570336e+07 nChanged 1003 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20301 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 166 members Mstep: Class 4 contains 4902 members Mstep: Class 5 contains 17516 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 873 members Mstep: Class 8 contains 44570 members Mstep: Class 9 contains 2028 members Mstep: Class 10 contains 7565 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 699 members Mstep: Class 13 contains 152595 members Mstep: Class 15 contains 3006 members Mstep: Class 16 contains 24727 members Mstep: Class 17 contains 24969 members Mstep: Class 18 contains 2415 members Mstep: Class 20 contains 110580 members Mstep: Class 21 contains 25397 members Entering Unmasked Estep ConsiderDeletion Score: -55703460.000000 Penalty: 61288.515625 Iteration 63Q: 20 clusters Score -5.570346e+07 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20298 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 166 members Mstep: Class 4 contains 4910 members Mstep: Class 5 contains 17614 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 873 members Mstep: Class 8 contains 44559 members Mstep: Class 9 contains 2029 members Mstep: Class 10 contains 7570 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 699 members Mstep: Class 13 contains 153117 members Mstep: Class 15 contains 3007 members Mstep: Class 16 contains 24346 members Mstep: Class 17 contains 24972 members Mstep: Class 18 contains 2416 members Mstep: Class 20 contains 110334 members Mstep: Class 21 contains 25399 members Entering Unmasked Estep ConsiderDeletion Score: -55703400.000000 Penalty: 61288.515625 Iteration 64Q: 20 clusters Score -5.57034e+07 nChanged 866 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20311 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 166 members Mstep: Class 4 contains 4920 members Mstep: Class 5 contains 17707 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 873 members Mstep: Class 8 contains 44538 members Mstep: Class 9 contains 2035 members Mstep: Class 10 contains 7571 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 699 members Mstep: Class 13 contains 153612 members Mstep: Class 15 contains 3010 members Mstep: Class 16 contains 23979 members Mstep: Class 17 contains 24976 members Mstep: Class 18 contains 2415 members Mstep: Class 20 contains 110090 members Mstep: Class 21 contains 25408 members Entering Unmasked Estep ConsiderDeletion Score: -55703364.000000 Penalty: 61288.515625 Iteration 65Q: 20 clusters Score -5.570336e+07 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20316 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 166 members Mstep: Class 4 contains 4934 members Mstep: Class 5 contains 17791 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 873 members Mstep: Class 8 contains 44494 members Mstep: Class 9 contains 2041 members Mstep: Class 10 contains 7574 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 699 members Mstep: Class 13 contains 154118 members Mstep: Class 15 contains 3011 members Mstep: Class 16 contains 23636 members Mstep: Class 17 contains 24977 members Mstep: Class 18 contains 2415 members Mstep: Class 20 contains 109863 members Mstep: Class 21 contains 25402 members Entering Unmasked Estep ConsiderDeletion Score: -55703304.000000 Penalty: 61288.515625 Iteration 66Q: 20 clusters Score -5.57033e+07 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20307 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 166 members Mstep: Class 4 contains 4944 members Mstep: Class 5 contains 17862 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 873 members Mstep: Class 8 contains 44447 members Mstep: Class 9 contains 2051 members Mstep: Class 10 contains 7575 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 698 members Mstep: Class 13 contains 154616 members Mstep: Class 15 contains 3011 members Mstep: Class 16 contains 23317 members Mstep: Class 17 contains 24979 members Mstep: Class 18 contains 2415 members Mstep: Class 20 contains 109648 members Mstep: Class 21 contains 25401 members Entering Unmasked Estep ConsiderDeletion Score: -55703340.000000 Penalty: 61288.515625 Iteration 67Q: 20 clusters Score -5.570334e+07 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20297 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 166 members Mstep: Class 4 contains 4946 members Mstep: Class 5 contains 17933 members Mstep: Class 6 contains 780 members Mstep: Class 7 contains 873 members Mstep: Class 8 contains 44419 members Mstep: Class 9 contains 2051 members Mstep: Class 10 contains 7574 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 698 members Mstep: Class 13 contains 155074 members Mstep: Class 15 contains 3014 members Mstep: Class 16 contains 23040 members Mstep: Class 17 contains 24981 members Mstep: Class 18 contains 2416 members Mstep: Class 20 contains 109442 members Mstep: Class 21 contains 25387 members Entering Unmasked Estep ConsiderDeletion Score: -55703384.000000 Penalty: 61288.515625 Iteration 68Q: 20 clusters Score -5.570338e+07 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20286 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 166 members Mstep: Class 4 contains 4947 members Mstep: Class 5 contains 17996 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 44406 members Mstep: Class 9 contains 2052 members Mstep: Class 10 contains 7576 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 698 members Mstep: Class 13 contains 155500 members Mstep: Class 15 contains 3020 members Mstep: Class 16 contains 22783 members Mstep: Class 17 contains 24984 members Mstep: Class 18 contains 2415 members Mstep: Class 20 contains 109229 members Mstep: Class 21 contains 25378 members Entering Unmasked Estep ConsiderDeletion Score: -55703472.000000 Penalty: 61288.515625 Iteration 69Q: 20 clusters Score -5.570347e+07 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20272 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 166 members Mstep: Class 4 contains 4950 members Mstep: Class 5 contains 18057 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 44385 members Mstep: Class 9 contains 2052 members Mstep: Class 10 contains 7582 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 698 members Mstep: Class 13 contains 155936 members Mstep: Class 15 contains 3022 members Mstep: Class 16 contains 22530 members Mstep: Class 17 contains 24985 members Mstep: Class 18 contains 2416 members Mstep: Class 20 contains 109018 members Mstep: Class 21 contains 25367 members Entering Unmasked Estep ConsiderDeletion Score: -55703356.000000 Penalty: 61288.515625 Iteration 70Q: 20 clusters Score -5.570336e+07 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20259 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 166 members Mstep: Class 4 contains 4951 members Mstep: Class 5 contains 18117 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 44361 members Mstep: Class 9 contains 2050 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 698 members Mstep: Class 13 contains 156335 members Mstep: Class 15 contains 3026 members Mstep: Class 16 contains 22308 members Mstep: Class 17 contains 24987 members Mstep: Class 18 contains 2417 members Mstep: Class 20 contains 108819 members Mstep: Class 21 contains 25359 members Entering Unmasked Estep ConsiderDeletion Score: -55703396.000000 Penalty: 61288.515625 Iteration 71Q: 20 clusters Score -5.57034e+07 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20248 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 166 members Mstep: Class 4 contains 4953 members Mstep: Class 5 contains 18176 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 44337 members Mstep: Class 9 contains 2050 members Mstep: Class 10 contains 7585 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 698 members Mstep: Class 13 contains 156692 members Mstep: Class 15 contains 3028 members Mstep: Class 16 contains 22087 members Mstep: Class 17 contains 24988 members Mstep: Class 18 contains 2416 members Mstep: Class 20 contains 108660 members Mstep: Class 21 contains 25351 members Entering Unmasked Estep ConsiderDeletion Score: -55703504.000000 Penalty: 61288.515625 Iteration 72Q: 20 clusters Score -5.57035e+07 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20226 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 166 members Mstep: Class 4 contains 4956 members Mstep: Class 5 contains 18234 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 44313 members Mstep: Class 9 contains 2053 members Mstep: Class 10 contains 7587 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 698 members Mstep: Class 13 contains 157038 members Mstep: Class 15 contains 3028 members Mstep: Class 16 contains 21873 members Mstep: Class 17 contains 24988 members Mstep: Class 18 contains 2416 members Mstep: Class 20 contains 108518 members Mstep: Class 21 contains 25342 members Entering Unmasked Estep ConsiderDeletion Score: -55703552.000000 Penalty: 61288.515625 Iteration 73Q: 20 clusters Score -5.570355e+07 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20215 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 166 members Mstep: Class 4 contains 4956 members Mstep: Class 5 contains 18300 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 44286 members Mstep: Class 9 contains 2051 members Mstep: Class 10 contains 7592 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 698 members Mstep: Class 13 contains 157319 members Mstep: Class 15 contains 3029 members Mstep: Class 16 contains 21682 members Mstep: Class 17 contains 24987 members Mstep: Class 18 contains 2416 members Mstep: Class 20 contains 108398 members Mstep: Class 21 contains 25341 members Entering Unmasked Estep ConsiderDeletion Score: -55703544.000000 Penalty: 61288.515625 Iteration 74Q: 20 clusters Score -5.570354e+07 nChanged 496 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20213 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 166 members Mstep: Class 4 contains 4955 members Mstep: Class 5 contains 18357 members Mstep: Class 6 contains 780 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 44261 members Mstep: Class 9 contains 2051 members Mstep: Class 10 contains 7589 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 698 members Mstep: Class 13 contains 157607 members Mstep: Class 15 contains 3027 members Mstep: Class 16 contains 21496 members Mstep: Class 17 contains 24988 members Mstep: Class 18 contains 2416 members Mstep: Class 20 contains 108276 members Mstep: Class 21 contains 25337 members Entering Unmasked Estep ConsiderDeletion Score: -55703620.000000 Penalty: 61288.515625 Iteration 75Q: 20 clusters Score -5.570362e+07 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20204 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 166 members Mstep: Class 4 contains 4955 members Mstep: Class 5 contains 18405 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 44243 members Mstep: Class 9 contains 2052 members Mstep: Class 10 contains 7586 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 698 members Mstep: Class 13 contains 157902 members Mstep: Class 15 contains 3027 members Mstep: Class 16 contains 21311 members Mstep: Class 17 contains 24989 members Mstep: Class 18 contains 2417 members Mstep: Class 20 contains 108144 members Mstep: Class 21 contains 25337 members Entering Unmasked Estep ConsiderDeletion Score: -55703556.000000 Penalty: 61288.515625 Iteration 76Q: 20 clusters Score -5.570356e+07 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20191 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 166 members Mstep: Class 4 contains 4957 members Mstep: Class 5 contains 18446 members Mstep: Class 6 contains 780 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 44237 members Mstep: Class 9 contains 2051 members Mstep: Class 10 contains 7587 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 698 members Mstep: Class 13 contains 158184 members Mstep: Class 15 contains 3027 members Mstep: Class 16 contains 21146 members Mstep: Class 17 contains 24989 members Mstep: Class 18 contains 2418 members Mstep: Class 20 contains 108014 members Mstep: Class 21 contains 25326 members Entering Unmasked Estep ConsiderDeletion Score: -55703720.000000 Penalty: 61288.515625 Iteration 77Q: 20 clusters Score -5.570372e+07 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20178 members Mstep: Class 2 contains 867 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4959 members Mstep: Class 5 contains 18472 members Mstep: Class 6 contains 780 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 44221 members Mstep: Class 9 contains 2052 members Mstep: Class 10 contains 7589 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 698 members Mstep: Class 13 contains 158482 members Mstep: Class 15 contains 3027 members Mstep: Class 16 contains 20978 members Mstep: Class 17 contains 24988 members Mstep: Class 18 contains 2419 members Mstep: Class 20 contains 107893 members Mstep: Class 21 contains 25316 members Entering Unmasked Estep ConsiderDeletion Score: -55703864.000000 Penalty: 61288.515625 Iteration 78Q: 20 clusters Score -5.570386e+07 nChanged 430 Entering ConstructFrom: Score: -55703864.000000 Penalty: 61288.515625 Entering ConstructFrom: Trying to split cluster 1 (20174 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20174 members Entering Unmasked Estep Score: -2602782.500000 Penalty: 2458.213379 Iteration 0F: 2 clusters Score -2602782 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10013 members Mstep: Class 2 contains 10161 members Entering Unmasked Estep Score: -2588664.750000 Penalty: 4916.426758 Iteration 0F: 3 clusters Score -2588665 nChanged 8749 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9824 members Mstep: Class 2 contains 10350 members Entering Unmasked Estep Score: -2593180.250000 Penalty: 4916.426758 Iteration 1F: 3 clusters Score -2593180 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9728 members Mstep: Class 2 contains 10446 members Entering Unmasked Estep Score: -2593610.000000 Penalty: 4916.426758 Iteration 2F: 3 clusters Score -2593610 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9570 members Mstep: Class 2 contains 10604 members Entering Unmasked Estep Score: -2594021.250000 Penalty: 4916.426758 Iteration 3Q: 3 clusters Score -2594021 nChanged 914 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9368 members Mstep: Class 2 contains 10806 members Entering Unmasked Estep Score: -2594400.000000 Penalty: 4916.426758 Iteration 4Q: 3 clusters Score -2594400 nChanged 822 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9124 members Mstep: Class 2 contains 11050 members Entering Unmasked Estep Score: -2594728.500000 Penalty: 4916.426758 Iteration 5Q: 3 clusters Score -2594728 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8898 members Mstep: Class 2 contains 11276 members Entering Unmasked Estep Score: -2595009.000000 Penalty: 4916.426758 Iteration 6Q: 3 clusters Score -2595009 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8588 members Mstep: Class 2 contains 11586 members Entering Unmasked Estep Score: -2595273.000000 Penalty: 4916.426758 Iteration 7Q: 3 clusters Score -2595273 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8190 members Mstep: Class 2 contains 11984 members Entering Unmasked Estep Score: -2595558.000000 Penalty: 4916.426758 Iteration 8Q: 3 clusters Score -2595558 nChanged 674 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7698 members Mstep: Class 2 contains 12476 members Entering Unmasked Estep Score: -2595855.000000 Penalty: 4916.426758 Iteration 9Q: 3 clusters Score -2595855 nChanged 719 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7107 members Mstep: Class 2 contains 13067 members Entering Unmasked Estep Score: -2596225.000000 Penalty: 4916.426758 Iteration 10Q: 3 clusters Score -2596225 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 13725 members Entering Unmasked Estep Score: -2596626.250000 Penalty: 4916.426758 Iteration 11Q: 3 clusters Score -2596626 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5722 members Mstep: Class 2 contains 14452 members Entering Unmasked Estep Score: -2597078.250000 Penalty: 4916.426758 Iteration 12Q: 3 clusters Score -2597078 nChanged 830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4942 members Mstep: Class 2 contains 15232 members Entering Unmasked Estep Score: -2597598.250000 Penalty: 4916.426758 Iteration 13Q: 3 clusters Score -2597598 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 15977 members Entering Unmasked Estep Score: -2598102.250000 Penalty: 4916.426758 Iteration 14Q: 3 clusters Score -2598102 nChanged 782 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 16719 members Entering Unmasked Estep Score: -2598668.000000 Penalty: 4916.426758 Iteration 15Q: 3 clusters Score -2598668 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 17375 members Entering Unmasked Estep Score: -2599150.750000 Penalty: 4916.426758 Iteration 16Q: 3 clusters Score -2599151 nChanged 527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 17880 members Entering Unmasked Estep Score: -2599479.000000 Penalty: 4916.426758 Iteration 17Q: 3 clusters Score -2599479 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1893 members Mstep: Class 2 contains 18281 members Entering Unmasked Estep Score: -2599734.500000 Penalty: 4916.426758 Iteration 18Q: 3 clusters Score -2599734 nChanged 329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 18596 members Entering Unmasked Estep Score: -2599950.000000 Penalty: 4916.426758 Iteration 19Q: 3 clusters Score -2599950 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 18861 members Entering Unmasked Estep Score: -2600150.250000 Penalty: 4916.426758 Iteration 20F: 3 clusters Score -2600150 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 19062 members Entering Unmasked Estep Score: -2600322.250000 Penalty: 4916.426758 Iteration 21Q: 3 clusters Score -2600322 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 19203 members Entering Unmasked Estep Score: -2600451.250000 Penalty: 4916.426758 Iteration 22Q: 3 clusters Score -2600451 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 19296 members Entering Unmasked Estep Score: -2600557.500000 Penalty: 4916.426758 Iteration 23Q: 3 clusters Score -2600558 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 804 members Mstep: Class 2 contains 19370 members Entering Unmasked Estep Score: -2600650.250000 Penalty: 4916.426758 Iteration 24Q: 3 clusters Score -2600650 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 19430 members Entering Unmasked Estep Score: -2600731.500000 Penalty: 4916.426758 Iteration 25Q: 3 clusters Score -2600732 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 19469 members Entering Unmasked Estep Score: -2600799.750000 Penalty: 4916.426758 Iteration 26Q: 3 clusters Score -2600800 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 19500 members Entering Unmasked Estep Score: -2600887.000000 Penalty: 4916.426758 Iteration 27Q: 3 clusters Score -2600887 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 19516 members Entering Unmasked Estep Score: -2600925.500000 Penalty: 4916.426758 Iteration 28Q: 3 clusters Score -2600926 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 19523 members Entering Unmasked Estep Score: -2600950.500000 Penalty: 4916.426758 Iteration 29Q: 3 clusters Score -2600950 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 19529 members Entering Unmasked Estep Score: -2600956.750000 Penalty: 4916.426758 Iteration 30Q: 3 clusters Score -2600957 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 19536 members Entering Unmasked Estep Score: -2600963.000000 Penalty: 4916.426758 Iteration 31Q: 3 clusters Score -2600963 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 19539 members Entering Unmasked Estep Score: -2600969.500000 Penalty: 4916.426758 Iteration 32Q: 3 clusters Score -2600970 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 19537 members Entering Unmasked Estep Score: -2600974.000000 Penalty: 4916.426758 Iteration 33Q: 3 clusters Score -2600974 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 19538 members Entering Unmasked Estep Score: -2600974.750000 Penalty: 4916.426758 Iteration 34Q: 3 clusters Score -2600975 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 19543 members Entering Unmasked Estep Score: -2600975.250000 Penalty: 4916.426758 Iteration 35Q: 3 clusters Score -2600975 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 19541 members Entering Unmasked Estep Score: -2600983.250000 Penalty: 4916.426758 Iteration 36Q: 3 clusters Score -2600983 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 19544 members Entering Unmasked Estep Score: -2600981.750000 Penalty: 4916.426758 Iteration 37Q: 3 clusters Score -2600982 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 19546 members Entering Unmasked Estep Score: -2600983.000000 Penalty: 4916.426758 Iteration 38Q: 3 clusters Score -2600983 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 19548 members Entering Unmasked Estep Score: -2600986.750000 Penalty: 4916.426758 Iteration 39Q: 3 clusters Score -2600987 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 19547 members Entering Unmasked Estep Score: -2600995.500000 Penalty: 4916.426758 Iteration 40F: 3 clusters Score -2600996 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 19546 members Entering Unmasked Estep Score: -2600999.500000 Penalty: 4916.426758 Iteration 41Q: 3 clusters Score -2601000 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 19545 members Entering Unmasked Estep Score: -2601010.250000 Penalty: 4916.426758 Iteration 42Q: 3 clusters Score -2601010 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 19536 members Entering Unmasked Estep Score: -2601030.750000 Penalty: 4916.426758 Iteration 43Q: 3 clusters Score -2601031 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 19531 members Entering Unmasked Estep Score: -2601043.000000 Penalty: 4916.426758 Iteration 44Q: 3 clusters Score -2601043 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 19528 members Entering Unmasked Estep Score: -2601066.750000 Penalty: 4916.426758 Iteration 45Q: 3 clusters Score -2601067 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 19526 members Entering Unmasked Estep Score: -2601098.750000 Penalty: 4916.426758 Iteration 46Q: 3 clusters Score -2601099 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 19518 members Entering Unmasked Estep Score: -2601116.500000 Penalty: 4916.426758 Iteration 47Q: 3 clusters Score -2601116 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 19520 members Entering Unmasked Estep Score: -2601128.750000 Penalty: 4916.426758 Iteration 48Q: 3 clusters Score -2601129 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 19521 members Entering Unmasked Estep Score: -2601144.000000 Penalty: 4916.426758 Iteration 49Q: 3 clusters Score -2601144 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 19518 members Entering Unmasked Estep Score: -2601149.000000 Penalty: 4916.426758 Iteration 50Q: 3 clusters Score -2601149 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 19518 members Entering Unmasked Estep Score: -2601152.500000 Penalty: 4916.426758 Iteration 51Q: 3 clusters Score -2601152 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 19517 members Entering Unmasked Estep Score: -2601157.000000 Penalty: 4916.426758 Iteration 52Q: 3 clusters Score -2601157 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 19519 members Entering Unmasked Estep Score: -2601160.000000 Penalty: 4916.426758 Iteration 53Q: 3 clusters Score -2601160 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 19520 members Entering Unmasked Estep Score: -2601160.750000 Penalty: 4916.426758 Iteration 54Q: 3 clusters Score -2601161 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 19520 members Entering Unmasked Estep Score: -2601162.000000 Penalty: 4916.426758 Iteration 55Q: 3 clusters Score -2601162 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 19520 members Entering Unmasked Estep Score: -2601183.250000 Penalty: 4916.426758 Iteration 56F: 3 clusters Score -2601183 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 19513 members Entering Unmasked Estep Score: -2601199.000000 Penalty: 4916.426758 Iteration 57Q: 3 clusters Score -2601199 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 19506 members Entering Unmasked Estep Score: -2601209.250000 Penalty: 4916.426758 Iteration 58Q: 3 clusters Score -2601209 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 19497 members Entering Unmasked Estep Score: -2601233.250000 Penalty: 4916.426758 Iteration 59Q: 3 clusters Score -2601233 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 19482 members Entering Unmasked Estep Score: -2601262.250000 Penalty: 4916.426758 Iteration 60F: 3 clusters Score -2601262 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 19464 members Entering Unmasked Estep Score: -2601285.000000 Penalty: 4916.426758 Iteration 61Q: 3 clusters Score -2601285 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 19450 members Entering Unmasked Estep Score: -2601297.750000 Penalty: 4916.426758 Iteration 62Q: 3 clusters Score -2601298 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 19446 members Entering Unmasked Estep Score: -2601310.000000 Penalty: 4916.426758 Iteration 63Q: 3 clusters Score -2601310 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 19448 members Entering Unmasked Estep Score: -2601319.500000 Penalty: 4916.426758 Iteration 64Q: 3 clusters Score -2601320 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 19450 members Entering Unmasked Estep Score: -2601327.500000 Penalty: 4916.426758 Iteration 65Q: 3 clusters Score -2601328 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 19442 members Entering Unmasked Estep Score: -2601337.250000 Penalty: 4916.426758 Iteration 66Q: 3 clusters Score -2601337 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 19436 members Entering Unmasked Estep Score: -2601343.500000 Penalty: 4916.426758 Iteration 67Q: 3 clusters Score -2601344 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 19429 members Entering Unmasked Estep Score: -2601346.500000 Penalty: 4916.426758 Iteration 68Q: 3 clusters Score -2601346 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 19428 members Entering Unmasked Estep Score: -2601346.250000 Penalty: 4916.426758 Iteration 69Q: 3 clusters Score -2601346 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 19428 members Entering Unmasked Estep Score: -2601349.750000 Penalty: 4916.426758 Iteration 70Q: 3 clusters Score -2601350 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 19424 members Entering Unmasked Estep Score: -2601354.750000 Penalty: 4916.426758 Iteration 71Q: 3 clusters Score -2601355 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 19420 members Entering Unmasked Estep Score: -2601360.750000 Penalty: 4916.426758 Iteration 72Q: 3 clusters Score -2601361 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 19420 members Entering Unmasked Estep Score: -2601364.750000 Penalty: 4916.426758 Iteration 73Q: 3 clusters Score -2601365 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 19420 members Entering Unmasked Estep Score: -2601364.250000 Penalty: 4916.426758 Iteration 74Q: 3 clusters Score -2601364 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 19421 members Entering Unmasked Estep Score: -2601365.500000 Penalty: 4916.426758 Iteration 75Q: 3 clusters Score -2601366 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 19421 members Entering Unmasked Estep Score: -2601367.000000 Penalty: 4916.426758 Iteration 76Q: 3 clusters Score -2601367 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 19421 members Entering Unmasked Estep Score: -2601370.000000 Penalty: 4916.426758 Iteration 77Q: 3 clusters Score -2601370 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 19422 members Entering Unmasked Estep Score: -2601365.750000 Penalty: 4916.426758 Iteration 78Q: 3 clusters Score -2601366 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 19420 members Entering Unmasked Estep Score: -2601371.500000 Penalty: 4916.426758 Iteration 79Q: 3 clusters Score -2601372 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 19420 members Entering Unmasked Estep Score: -2601371.250000 Penalty: 4916.426758 Iteration 80F: 3 clusters Score -2601371 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 19422 members Entering Unmasked Estep Score: -2601377.750000 Penalty: 4916.426758 Iteration 81Q: 3 clusters Score -2601378 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 19421 members Entering Unmasked Estep Score: -2601376.750000 Penalty: 4916.426758 Iteration 82Q: 3 clusters Score -2601377 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 19422 members Entering Unmasked Estep Score: -2601374.750000 Penalty: 4916.426758 Iteration 83Q: 3 clusters Score -2601375 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 19423 members Entering Unmasked Estep Score: -2601378.500000 Penalty: 4916.426758 Iteration 84Q: 3 clusters Score -2601378 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 19424 members Entering Unmasked Estep Score: -2601378.000000 Penalty: 4916.426758 Iteration 85Q: 3 clusters Score -2601378 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 19424 members Entering Unmasked Estep Score: -2601379.500000 Penalty: 4916.426758 Iteration 86Q: 3 clusters Score -2601380 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 19425 members Entering Unmasked Estep Score: -2601380.500000 Penalty: 4916.426758 Iteration 87Q: 3 clusters Score -2601380 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 19425 members Entering Unmasked Estep Score: -2601380.500000 Penalty: 4916.426758 Iteration 88F: 3 clusters Score -2601380 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (867 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Entering Unmasked Estep Score: -90546.531250 Penalty: 1677.729614 Iteration 0F: 2 clusters Score -90546.53 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -88756.062500 Penalty: 3355.459229 Iteration 0F: 3 clusters Score -88756.06 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -89299.968750 Penalty: 3355.459229 Iteration 1F: 3 clusters Score -89299.97 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 446 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -89947.601562 Penalty: 3355.459229 Iteration 2F: 3 clusters Score -89947.6 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 422 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -90557.500000 Penalty: 3355.459229 Iteration 3F: 3 clusters Score -90557.5 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -90891.000000 Penalty: 3355.459229 Iteration 4F: 3 clusters Score -90891 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 468 members Entering Unmasked Estep Score: -91145.710938 Penalty: 3355.459229 Iteration 5Q: 3 clusters Score -91145.71 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -91415.640625 Penalty: 3355.459229 Iteration 6Q: 3 clusters Score -91415.64 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -91624.921875 Penalty: 3355.459229 Iteration 7Q: 3 clusters Score -91624.92 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -91946.960938 Penalty: 3355.459229 Iteration 8Q: 3 clusters Score -91946.96 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -92327.039062 Penalty: 3355.459229 Iteration 9Q: 3 clusters Score -92327.04 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -93056.312500 Penalty: 3355.459229 Iteration 10Q: 3 clusters Score -93056.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -93121.085938 Penalty: 3355.459229 Iteration 11Q: 3 clusters Score -93121.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -93163.507812 Penalty: 3355.459229 Iteration 12Q: 3 clusters Score -93163.51 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 363 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -93182.257812 Penalty: 3355.459229 Iteration 13Q: 3 clusters Score -93182.26 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -93185.031250 Penalty: 3355.459229 Iteration 14Q: 3 clusters Score -93185.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -93192.250000 Penalty: 3355.459229 Iteration 15F: 3 clusters Score -93192.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -93198.210938 Penalty: 3355.459229 Iteration 16Q: 3 clusters Score -93198.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -93199.343750 Penalty: 3355.459229 Iteration 17Q: 3 clusters Score -93199.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 500 members Entering Unmasked Estep Score: -93199.343750 Penalty: 3355.459229 Iteration 18F: 3 clusters Score -93199.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20174 members Mstep: Class 2 contains 367 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4964 members Mstep: Class 5 contains 18500 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 44210 members Mstep: Class 9 contains 2050 members Mstep: Class 10 contains 7590 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 698 members Mstep: Class 13 contains 158750 members Mstep: Class 14 contains 500 members Mstep: Class 15 contains 3026 members Mstep: Class 16 contains 20826 members Mstep: Class 17 contains 24988 members Mstep: Class 18 contains 2419 members Mstep: Class 20 contains 107774 members Mstep: Class 21 contains 25301 members Entering Unmasked Estep Score: -55705000.000000 Penalty: 64514.226562 Splitting cluster 2 changes total score from -55703864.000000 to -55705000.000000 So it's getting split into cluster 14. Entering ConstructFrom: Trying to split cluster 3 (165 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Entering Unmasked Estep Score: -19242.335938 Penalty: 1266.274536 Iteration 0F: 2 clusters Score -19242.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -18178.617188 Penalty: 2532.549072 Iteration 0F: 3 clusters Score -18178.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77 members Mstep: Class 2 contains 88 members Entering Unmasked Estep Score: -18189.066406 Penalty: 2532.549072 Iteration 1Q: 3 clusters Score -18189.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -18192.193359 Penalty: 2532.549072 Iteration 2Q: 3 clusters Score -18192.19 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -18192.193359 Penalty: 2532.549072 Iteration 3F: 3 clusters Score -18192.19 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4964 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4964 members Entering Unmasked Estep Score: -634724.375000 Penalty: 2110.471680 Iteration 0F: 2 clusters Score -634724.4 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 2494 members Entering Unmasked Estep Score: -630222.000000 Penalty: 4220.943359 Iteration 0F: 3 clusters Score -630222 nChanged 1916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2460 members Mstep: Class 2 contains 2504 members Entering Unmasked Estep Score: -631322.375000 Penalty: 4220.943359 Iteration 1F: 3 clusters Score -631322.4 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2447 members Mstep: Class 2 contains 2517 members Entering Unmasked Estep Score: -631536.375000 Penalty: 4220.943359 Iteration 2F: 3 clusters Score -631536.4 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -631687.062500 Penalty: 4220.943359 Iteration 3Q: 3 clusters Score -631687.1 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -631798.125000 Penalty: 4220.943359 Iteration 4Q: 3 clusters Score -631798.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -631864.125000 Penalty: 4220.943359 Iteration 5Q: 3 clusters Score -631864.1 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -631914.562500 Penalty: 4220.943359 Iteration 6Q: 3 clusters Score -631914.6 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -631952.875000 Penalty: 4220.943359 Iteration 7Q: 3 clusters Score -631952.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2325 members Mstep: Class 2 contains 2639 members Entering Unmasked Estep Score: -631989.562500 Penalty: 4220.943359 Iteration 8Q: 3 clusters Score -631989.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -632028.562500 Penalty: 4220.943359 Iteration 9Q: 3 clusters Score -632028.6 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 2701 members Entering Unmasked Estep Score: -632070.562500 Penalty: 4220.943359 Iteration 10Q: 3 clusters Score -632070.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2221 members Mstep: Class 2 contains 2743 members Entering Unmasked Estep Score: -632123.750000 Penalty: 4220.943359 Iteration 11Q: 3 clusters Score -632123.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -632195.937500 Penalty: 4220.943359 Iteration 12Q: 3 clusters Score -632195.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2118 members Mstep: Class 2 contains 2846 members Entering Unmasked Estep Score: -632262.437500 Penalty: 4220.943359 Iteration 13Q: 3 clusters Score -632262.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 2908 members Entering Unmasked Estep Score: -632326.562500 Penalty: 4220.943359 Iteration 14Q: 3 clusters Score -632326.6 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 2961 members Entering Unmasked Estep Score: -632394.875000 Penalty: 4220.943359 Iteration 15Q: 3 clusters Score -632394.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 3007 members Entering Unmasked Estep Score: -632470.187500 Penalty: 4220.943359 Iteration 16Q: 3 clusters Score -632470.2 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 3043 members Entering Unmasked Estep Score: -632530.750000 Penalty: 4220.943359 Iteration 17Q: 3 clusters Score -632530.8 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 3093 members Entering Unmasked Estep Score: -632602.375000 Penalty: 4220.943359 Iteration 18Q: 3 clusters Score -632602.4 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 3137 members Entering Unmasked Estep Score: -632680.187500 Penalty: 4220.943359 Iteration 19Q: 3 clusters Score -632680.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -632752.312500 Penalty: 4220.943359 Iteration 20F: 3 clusters Score -632752.3 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 3203 members Entering Unmasked Estep Score: -632828.937500 Penalty: 4220.943359 Iteration 21Q: 3 clusters Score -632828.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 3183 members Entering Unmasked Estep Score: -632923.375000 Penalty: 4220.943359 Iteration 22Q: 3 clusters Score -632923.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 3148 members Entering Unmasked Estep Score: -633024.562500 Penalty: 4220.943359 Iteration 23Q: 3 clusters Score -633024.6 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 3090 members Entering Unmasked Estep Score: -633169.687500 Penalty: 4220.943359 Iteration 24Q: 3 clusters Score -633169.7 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1931 members Mstep: Class 2 contains 3033 members Entering Unmasked Estep Score: -633389.562500 Penalty: 4220.943359 Iteration 25Q: 3 clusters Score -633389.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 2947 members Entering Unmasked Estep Score: -633675.875000 Penalty: 4220.943359 Iteration 26Q: 3 clusters Score -633675.9 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2085 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -633870.125000 Penalty: 4220.943359 Iteration 27Q: 3 clusters Score -633870.1 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2132 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -633983.000000 Penalty: 4220.943359 Iteration 28Q: 3 clusters Score -633983 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2155 members Mstep: Class 2 contains 2809 members Entering Unmasked Estep Score: -634028.000000 Penalty: 4220.943359 Iteration 29Q: 3 clusters Score -634028 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 2783 members Entering Unmasked Estep Score: -634046.187500 Penalty: 4220.943359 Iteration 30Q: 3 clusters Score -634046.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -634059.937500 Penalty: 4220.943359 Iteration 31Q: 3 clusters Score -634059.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2212 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -634070.187500 Penalty: 4220.943359 Iteration 32Q: 3 clusters Score -634070.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 2741 members Entering Unmasked Estep Score: -634075.937500 Penalty: 4220.943359 Iteration 33Q: 3 clusters Score -634075.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2232 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -634079.000000 Penalty: 4220.943359 Iteration 34Q: 3 clusters Score -634079 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -634081.187500 Penalty: 4220.943359 Iteration 35Q: 3 clusters Score -634081.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -634084.812500 Penalty: 4220.943359 Iteration 36Q: 3 clusters Score -634084.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 2724 members Entering Unmasked Estep Score: -634086.812500 Penalty: 4220.943359 Iteration 37Q: 3 clusters Score -634086.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -634086.187500 Penalty: 4220.943359 Iteration 38Q: 3 clusters Score -634086.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 2721 members Entering Unmasked Estep Score: -634086.625000 Penalty: 4220.943359 Iteration 39Q: 3 clusters Score -634086.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -634086.437500 Penalty: 4220.943359 Iteration 40F: 3 clusters Score -634086.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -634086.687500 Penalty: 4220.943359 Iteration 41Q: 3 clusters Score -634086.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2246 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -634086.687500 Penalty: 4220.943359 Iteration 42F: 3 clusters Score -634086.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (18500 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18500 members Entering Unmasked Estep Score: -2288851.500000 Penalty: 2436.730469 Iteration 0F: 2 clusters Score -2288852 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9212 members Mstep: Class 2 contains 9288 members Entering Unmasked Estep Score: -2275666.750000 Penalty: 4873.460938 Iteration 0F: 3 clusters Score -2275667 nChanged 8110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9202 members Mstep: Class 2 contains 9298 members Entering Unmasked Estep Score: -2279961.750000 Penalty: 4873.460938 Iteration 1F: 3 clusters Score -2279962 nChanged 989 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9225 members Mstep: Class 2 contains 9275 members Entering Unmasked Estep Score: -2280488.000000 Penalty: 4873.460938 Iteration 2F: 3 clusters Score -2280488 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9330 members Mstep: Class 2 contains 9170 members Entering Unmasked Estep Score: -2281162.250000 Penalty: 4873.460938 Iteration 3F: 3 clusters Score -2281162 nChanged 1075 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9533 members Mstep: Class 2 contains 8967 members Entering Unmasked Estep Score: -2281964.250000 Penalty: 4873.460938 Iteration 4F: 3 clusters Score -2281964 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9925 members Mstep: Class 2 contains 8575 members Entering Unmasked Estep Score: -2282765.250000 Penalty: 4873.460938 Iteration 5F: 3 clusters Score -2282765 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10493 members Mstep: Class 2 contains 8007 members Entering Unmasked Estep Score: -2283515.250000 Penalty: 4873.460938 Iteration 6F: 3 clusters Score -2283515 nChanged 1133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11202 members Mstep: Class 2 contains 7298 members Entering Unmasked Estep Score: -2284185.250000 Penalty: 4873.460938 Iteration 7F: 3 clusters Score -2284185 nChanged 1038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11994 members Mstep: Class 2 contains 6506 members Entering Unmasked Estep Score: -2284804.250000 Penalty: 4873.460938 Iteration 8F: 3 clusters Score -2284804 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12774 members Mstep: Class 2 contains 5726 members Entering Unmasked Estep Score: -2285369.500000 Penalty: 4873.460938 Iteration 9F: 3 clusters Score -2285370 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13480 members Mstep: Class 2 contains 5020 members Entering Unmasked Estep Score: -2285858.250000 Penalty: 4873.460938 Iteration 10Q: 3 clusters Score -2285858 nChanged 686 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14116 members Mstep: Class 2 contains 4384 members Entering Unmasked Estep Score: -2286253.750000 Penalty: 4873.460938 Iteration 11Q: 3 clusters Score -2286254 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14628 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -2286556.250000 Penalty: 4873.460938 Iteration 12Q: 3 clusters Score -2286556 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15047 members Mstep: Class 2 contains 3453 members Entering Unmasked Estep Score: -2286779.750000 Penalty: 4873.460938 Iteration 13Q: 3 clusters Score -2286780 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15380 members Mstep: Class 2 contains 3120 members Entering Unmasked Estep Score: -2286945.000000 Penalty: 4873.460938 Iteration 14Q: 3 clusters Score -2286945 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15677 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -2287094.000000 Penalty: 4873.460938 Iteration 15Q: 3 clusters Score -2287094 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15944 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -2287212.500000 Penalty: 4873.460938 Iteration 16Q: 3 clusters Score -2287212 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16168 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -2287325.500000 Penalty: 4873.460938 Iteration 17Q: 3 clusters Score -2287326 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16381 members Mstep: Class 2 contains 2119 members Entering Unmasked Estep Score: -2287428.500000 Penalty: 4873.460938 Iteration 18Q: 3 clusters Score -2287428 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16556 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -2287507.750000 Penalty: 4873.460938 Iteration 19Q: 3 clusters Score -2287508 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16716 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -2287582.500000 Penalty: 4873.460938 Iteration 20F: 3 clusters Score -2287582 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16839 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -2287641.750000 Penalty: 4873.460938 Iteration 21Q: 3 clusters Score -2287642 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16940 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -2287700.250000 Penalty: 4873.460938 Iteration 22Q: 3 clusters Score -2287700 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17025 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -2287750.000000 Penalty: 4873.460938 Iteration 23Q: 3 clusters Score -2287750 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17102 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -2287789.500000 Penalty: 4873.460938 Iteration 24Q: 3 clusters Score -2287790 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17176 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -2287842.750000 Penalty: 4873.460938 Iteration 25Q: 3 clusters Score -2287843 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17232 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -2287880.000000 Penalty: 4873.460938 Iteration 26Q: 3 clusters Score -2287880 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17278 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -2287912.750000 Penalty: 4873.460938 Iteration 27Q: 3 clusters Score -2287913 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17328 members Mstep: Class 2 contains 1172 members Entering Unmasked Estep Score: -2287960.500000 Penalty: 4873.460938 Iteration 28Q: 3 clusters Score -2287960 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17367 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -2287996.000000 Penalty: 4873.460938 Iteration 29Q: 3 clusters Score -2287996 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17398 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -2288022.000000 Penalty: 4873.460938 Iteration 30Q: 3 clusters Score -2288022 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17424 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -2288031.750000 Penalty: 4873.460938 Iteration 31Q: 3 clusters Score -2288032 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17447 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -2288042.000000 Penalty: 4873.460938 Iteration 32Q: 3 clusters Score -2288042 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17459 members Mstep: Class 2 contains 1041 members Entering Unmasked Estep Score: -2288047.250000 Penalty: 4873.460938 Iteration 33Q: 3 clusters Score -2288047 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17467 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -2288051.000000 Penalty: 4873.460938 Iteration 34Q: 3 clusters Score -2288051 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17472 members Mstep: Class 2 contains 1028 members Entering Unmasked Estep Score: -2288052.500000 Penalty: 4873.460938 Iteration 35Q: 3 clusters Score -2288052 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17475 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -2288054.000000 Penalty: 4873.460938 Iteration 36Q: 3 clusters Score -2288054 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17479 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -2288055.250000 Penalty: 4873.460938 Iteration 37Q: 3 clusters Score -2288055 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17483 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -2288058.000000 Penalty: 4873.460938 Iteration 38Q: 3 clusters Score -2288058 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17489 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -2288063.750000 Penalty: 4873.460938 Iteration 39Q: 3 clusters Score -2288064 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17493 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -2288065.500000 Penalty: 4873.460938 Iteration 40F: 3 clusters Score -2288066 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17497 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -2288067.750000 Penalty: 4873.460938 Iteration 41Q: 3 clusters Score -2288068 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17501 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -2288067.000000 Penalty: 4873.460938 Iteration 42Q: 3 clusters Score -2288067 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17502 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -2288065.750000 Penalty: 4873.460938 Iteration 43Q: 3 clusters Score -2288066 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17503 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -2288069.750000 Penalty: 4873.460938 Iteration 44Q: 3 clusters Score -2288070 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17505 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -2288067.250000 Penalty: 4873.460938 Iteration 45Q: 3 clusters Score -2288067 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17506 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -2288068.750000 Penalty: 4873.460938 Iteration 46Q: 3 clusters Score -2288069 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17508 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -2288070.250000 Penalty: 4873.460938 Iteration 47Q: 3 clusters Score -2288070 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17508 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -2288070.250000 Penalty: 4873.460938 Iteration 48F: 3 clusters Score -2288070 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Entering Unmasked Estep Score: -93951.625000 Penalty: 1652.140015 Iteration 0F: 2 clusters Score -93951.62 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -92175.039062 Penalty: 3304.280029 Iteration 0F: 3 clusters Score -92175.04 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 412 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -92399.125000 Penalty: 3304.280029 Iteration 1F: 3 clusters Score -92399.12 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -92495.007812 Penalty: 3304.280029 Iteration 2F: 3 clusters Score -92495.01 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -92586.203125 Penalty: 3304.280029 Iteration 3Q: 3 clusters Score -92586.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -92663.093750 Penalty: 3304.280029 Iteration 4Q: 3 clusters Score -92663.09 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -92722.257812 Penalty: 3304.280029 Iteration 5Q: 3 clusters Score -92722.26 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -92765.101562 Penalty: 3304.280029 Iteration 6Q: 3 clusters Score -92765.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -92802.054688 Penalty: 3304.280029 Iteration 7Q: 3 clusters Score -92802.05 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -92826.125000 Penalty: 3304.280029 Iteration 8Q: 3 clusters Score -92826.12 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -92848.562500 Penalty: 3304.280029 Iteration 9Q: 3 clusters Score -92848.56 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -92868.921875 Penalty: 3304.280029 Iteration 10Q: 3 clusters Score -92868.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -92879.523438 Penalty: 3304.280029 Iteration 11Q: 3 clusters Score -92879.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -92891.437500 Penalty: 3304.280029 Iteration 12Q: 3 clusters Score -92891.44 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -92911.148438 Penalty: 3304.280029 Iteration 13Q: 3 clusters Score -92911.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -92927.281250 Penalty: 3304.280029 Iteration 14Q: 3 clusters Score -92927.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -92935.054688 Penalty: 3304.280029 Iteration 15Q: 3 clusters Score -92935.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -92940.328125 Penalty: 3304.280029 Iteration 16Q: 3 clusters Score -92940.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -92944.632812 Penalty: 3304.280029 Iteration 17Q: 3 clusters Score -92944.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -92956.546875 Penalty: 3304.280029 Iteration 18Q: 3 clusters Score -92956.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -92961.031250 Penalty: 3304.280029 Iteration 19Q: 3 clusters Score -92961.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -92962.828125 Penalty: 3304.280029 Iteration 20F: 3 clusters Score -92962.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -92963.968750 Penalty: 3304.280029 Iteration 21Q: 3 clusters Score -92963.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -92963.968750 Penalty: 3304.280029 Iteration 22F: 3 clusters Score -92963.97 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (874 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Entering Unmasked Estep Score: -111561.070312 Penalty: 1679.723877 Iteration 0F: 2 clusters Score -111561.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 435 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -109686.914062 Penalty: 3359.447754 Iteration 0F: 3 clusters Score -109686.9 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -109960.617188 Penalty: 3359.447754 Iteration 1F: 3 clusters Score -109960.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -110020.289062 Penalty: 3359.447754 Iteration 2F: 3 clusters Score -110020.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 432 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -110049.484375 Penalty: 3359.447754 Iteration 3Q: 3 clusters Score -110049.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -110061.554688 Penalty: 3359.447754 Iteration 4Q: 3 clusters Score -110061.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -110071.062500 Penalty: 3359.447754 Iteration 5Q: 3 clusters Score -110071.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -110084.031250 Penalty: 3359.447754 Iteration 6Q: 3 clusters Score -110084 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -110097.226562 Penalty: 3359.447754 Iteration 7Q: 3 clusters Score -110097.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -110110.164062 Penalty: 3359.447754 Iteration 8Q: 3 clusters Score -110110.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -110118.445312 Penalty: 3359.447754 Iteration 9Q: 3 clusters Score -110118.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -110124.375000 Penalty: 3359.447754 Iteration 10Q: 3 clusters Score -110124.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -110133.867188 Penalty: 3359.447754 Iteration 11Q: 3 clusters Score -110133.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -110141.546875 Penalty: 3359.447754 Iteration 12Q: 3 clusters Score -110141.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -110144.289062 Penalty: 3359.447754 Iteration 13Q: 3 clusters Score -110144.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -110144.289062 Penalty: 3359.447754 Iteration 14F: 3 clusters Score -110144.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (44210 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44210 members Entering Unmasked Estep Score: -5691764.500000 Penalty: 2652.783203 Iteration 0F: 2 clusters Score -5691764 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22130 members Mstep: Class 2 contains 22080 members Entering Unmasked Estep Score: -5661828.000000 Penalty: 5305.566406 Iteration 0F: 3 clusters Score -5661828 nChanged 20392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22740 members Mstep: Class 2 contains 21470 members Entering Unmasked Estep Score: -5673415.500000 Penalty: 5305.566406 Iteration 1F: 3 clusters Score -5673416 nChanged 2120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23334 members Mstep: Class 2 contains 20876 members Entering Unmasked Estep Score: -5674602.500000 Penalty: 5305.566406 Iteration 2Q: 3 clusters Score -5674602 nChanged 2488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24328 members Mstep: Class 2 contains 19882 members Entering Unmasked Estep Score: -5676552.500000 Penalty: 5305.566406 Iteration 3F: 3 clusters Score -5676552 nChanged 3266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26088 members Mstep: Class 2 contains 18122 members Entering Unmasked Estep Score: -5678894.500000 Penalty: 5305.566406 Iteration 4F: 3 clusters Score -5678894 nChanged 3663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28501 members Mstep: Class 2 contains 15709 members Entering Unmasked Estep Score: -5681723.000000 Penalty: 5305.566406 Iteration 5F: 3 clusters Score -5681723 nChanged 3659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31172 members Mstep: Class 2 contains 13038 members Entering Unmasked Estep Score: -5684742.500000 Penalty: 5305.566406 Iteration 6F: 3 clusters Score -5684742 nChanged 3160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33546 members Mstep: Class 2 contains 10664 members Entering Unmasked Estep Score: -5687463.000000 Penalty: 5305.566406 Iteration 7F: 3 clusters Score -5687463 nChanged 2363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35389 members Mstep: Class 2 contains 8821 members Entering Unmasked Estep Score: -5689427.500000 Penalty: 5305.566406 Iteration 8F: 3 clusters Score -5689428 nChanged 1555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36570 members Mstep: Class 2 contains 7640 members Entering Unmasked Estep Score: -5690598.000000 Penalty: 5305.566406 Iteration 9Q: 3 clusters Score -5690598 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37237 members Mstep: Class 2 contains 6973 members Entering Unmasked Estep Score: -5691090.500000 Penalty: 5305.566406 Iteration 10Q: 3 clusters Score -5691090 nChanged 604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37713 members Mstep: Class 2 contains 6497 members Entering Unmasked Estep Score: -5691378.500000 Penalty: 5305.566406 Iteration 11Q: 3 clusters Score -5691378 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38068 members Mstep: Class 2 contains 6142 members Entering Unmasked Estep Score: -5691515.500000 Penalty: 5305.566406 Iteration 12Q: 3 clusters Score -5691516 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38367 members Mstep: Class 2 contains 5843 members Entering Unmasked Estep Score: -5691600.000000 Penalty: 5305.566406 Iteration 13Q: 3 clusters Score -5691600 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38608 members Mstep: Class 2 contains 5602 members Entering Unmasked Estep Score: -5691678.000000 Penalty: 5305.566406 Iteration 14Q: 3 clusters Score -5691678 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38857 members Mstep: Class 2 contains 5353 members Entering Unmasked Estep Score: -5691731.500000 Penalty: 5305.566406 Iteration 15Q: 3 clusters Score -5691732 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39088 members Mstep: Class 2 contains 5122 members Entering Unmasked Estep Score: -5691786.500000 Penalty: 5305.566406 Iteration 16Q: 3 clusters Score -5691786 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39318 members Mstep: Class 2 contains 4892 members Entering Unmasked Estep Score: -5691843.500000 Penalty: 5305.566406 Iteration 17Q: 3 clusters Score -5691844 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39526 members Mstep: Class 2 contains 4684 members Entering Unmasked Estep Score: -5691906.500000 Penalty: 5305.566406 Iteration 18Q: 3 clusters Score -5691906 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39717 members Mstep: Class 2 contains 4493 members Entering Unmasked Estep Score: -5691955.500000 Penalty: 5305.566406 Iteration 19Q: 3 clusters Score -5691956 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39890 members Mstep: Class 2 contains 4320 members Entering Unmasked Estep Score: -5691980.000000 Penalty: 5305.566406 Iteration 20F: 3 clusters Score -5691980 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40050 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -5692036.000000 Penalty: 5305.566406 Iteration 21Q: 3 clusters Score -5692036 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40209 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -5692076.000000 Penalty: 5305.566406 Iteration 22Q: 3 clusters Score -5692076 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40363 members Mstep: Class 2 contains 3847 members Entering Unmasked Estep Score: -5692129.500000 Penalty: 5305.566406 Iteration 23Q: 3 clusters Score -5692130 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40526 members Mstep: Class 2 contains 3684 members Entering Unmasked Estep Score: -5692200.000000 Penalty: 5305.566406 Iteration 24Q: 3 clusters Score -5692200 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40687 members Mstep: Class 2 contains 3523 members Entering Unmasked Estep Score: -5692231.500000 Penalty: 5305.566406 Iteration 25Q: 3 clusters Score -5692232 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40835 members Mstep: Class 2 contains 3375 members Entering Unmasked Estep Score: -5692256.500000 Penalty: 5305.566406 Iteration 26Q: 3 clusters Score -5692256 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40977 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -5692288.000000 Penalty: 5305.566406 Iteration 27Q: 3 clusters Score -5692288 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41108 members Mstep: Class 2 contains 3102 members Entering Unmasked Estep Score: -5692328.000000 Penalty: 5305.566406 Iteration 28Q: 3 clusters Score -5692328 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41220 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -5692361.500000 Penalty: 5305.566406 Iteration 29Q: 3 clusters Score -5692362 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41335 members Mstep: Class 2 contains 2875 members Entering Unmasked Estep Score: -5692404.500000 Penalty: 5305.566406 Iteration 30Q: 3 clusters Score -5692404 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41435 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -5692435.500000 Penalty: 5305.566406 Iteration 31Q: 3 clusters Score -5692436 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41534 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -5692457.500000 Penalty: 5305.566406 Iteration 32Q: 3 clusters Score -5692458 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41636 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -5692500.500000 Penalty: 5305.566406 Iteration 33Q: 3 clusters Score -5692500 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41743 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -5692526.500000 Penalty: 5305.566406 Iteration 34Q: 3 clusters Score -5692526 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41831 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -5692585.000000 Penalty: 5305.566406 Iteration 35Q: 3 clusters Score -5692585 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41927 members Mstep: Class 2 contains 2283 members Entering Unmasked Estep Score: -5692602.000000 Penalty: 5305.566406 Iteration 36Q: 3 clusters Score -5692602 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42031 members Mstep: Class 2 contains 2179 members Entering Unmasked Estep Score: -5692639.000000 Penalty: 5305.566406 Iteration 37Q: 3 clusters Score -5692639 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42117 members Mstep: Class 2 contains 2093 members Entering Unmasked Estep Score: -5692695.000000 Penalty: 5305.566406 Iteration 38Q: 3 clusters Score -5692695 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42208 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -5692769.500000 Penalty: 5305.566406 Iteration 39Q: 3 clusters Score -5692770 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42303 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -5692873.000000 Penalty: 5305.566406 Iteration 40F: 3 clusters Score -5692873 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42389 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -5693002.500000 Penalty: 5305.566406 Iteration 41Q: 3 clusters Score -5693002 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42497 members Mstep: Class 2 contains 1713 members Entering Unmasked Estep Score: -5693284.500000 Penalty: 5305.566406 Iteration 42Q: 3 clusters Score -5693284 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42573 members Mstep: Class 2 contains 1637 members Entering Unmasked Estep Score: -5693481.500000 Penalty: 5305.566406 Iteration 43Q: 3 clusters Score -5693482 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42629 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -5693512.500000 Penalty: 5305.566406 Iteration 44Q: 3 clusters Score -5693512 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42655 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -5693519.000000 Penalty: 5305.566406 Iteration 45Q: 3 clusters Score -5693519 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42661 members Mstep: Class 2 contains 1549 members Entering Unmasked Estep Score: -5693516.000000 Penalty: 5305.566406 Iteration 46Q: 3 clusters Score -5693516 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42667 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -5693513.000000 Penalty: 5305.566406 Iteration 47Q: 3 clusters Score -5693513 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42668 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -5693517.500000 Penalty: 5305.566406 Iteration 48Q: 3 clusters Score -5693518 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42668 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -5693517.500000 Penalty: 5305.566406 Iteration 49F: 3 clusters Score -5693518 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20174 members Mstep: Class 2 contains 367 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4964 members Mstep: Class 5 contains 18500 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 42668 members Mstep: Class 9 contains 2050 members Mstep: Class 10 contains 7590 members Mstep: Class 11 contains 1504 members Mstep: Class 12 contains 698 members Mstep: Class 13 contains 158750 members Mstep: Class 14 contains 500 members Mstep: Class 15 contains 3026 members Mstep: Class 16 contains 20826 members Mstep: Class 17 contains 24988 members Mstep: Class 18 contains 2419 members Mstep: Class 19 contains 1542 members Mstep: Class 20 contains 107774 members Mstep: Class 21 contains 25301 members Entering Unmasked Estep Score: -55706176.000000 Penalty: 67739.937500 Splitting cluster 8 changes total score from -55703864.000000 to -55706176.000000 So it's getting split into cluster 19. Entering ConstructFrom: Trying to split cluster 9 (2050 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Entering Unmasked Estep Score: -248792.828125 Penalty: 1891.147583 Iteration 0F: 2 clusters Score -248792.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -246113.156250 Penalty: 3782.295166 Iteration 0F: 3 clusters Score -246113.2 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 1079 members Entering Unmasked Estep Score: -246568.062500 Penalty: 3782.295166 Iteration 1F: 3 clusters Score -246568.1 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -246738.718750 Penalty: 3782.295166 Iteration 2F: 3 clusters Score -246738.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -246862.484375 Penalty: 3782.295166 Iteration 3Q: 3 clusters Score -246862.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -246979.593750 Penalty: 3782.295166 Iteration 4Q: 3 clusters Score -246979.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -247069.078125 Penalty: 3782.295166 Iteration 5Q: 3 clusters Score -247069.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -247163.734375 Penalty: 3782.295166 Iteration 6Q: 3 clusters Score -247163.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -247244.109375 Penalty: 3782.295166 Iteration 7Q: 3 clusters Score -247244.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 1149 members Entering Unmasked Estep Score: -247314.437500 Penalty: 3782.295166 Iteration 8Q: 3 clusters Score -247314.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -247365.937500 Penalty: 3782.295166 Iteration 9Q: 3 clusters Score -247365.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -247410.906250 Penalty: 3782.295166 Iteration 10Q: 3 clusters Score -247410.9 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 934 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -247451.828125 Penalty: 3782.295166 Iteration 11Q: 3 clusters Score -247451.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -247488.125000 Penalty: 3782.295166 Iteration 12Q: 3 clusters Score -247488.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 962 members Mstep: Class 2 contains 1088 members Entering Unmasked Estep Score: -247530.218750 Penalty: 3782.295166 Iteration 13Q: 3 clusters Score -247530.2 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 976 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -247585.578125 Penalty: 3782.295166 Iteration 14Q: 3 clusters Score -247585.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -247629.140625 Penalty: 3782.295166 Iteration 15Q: 3 clusters Score -247629.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -247660.828125 Penalty: 3782.295166 Iteration 16Q: 3 clusters Score -247660.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -247682.453125 Penalty: 3782.295166 Iteration 17Q: 3 clusters Score -247682.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -247693.937500 Penalty: 3782.295166 Iteration 18Q: 3 clusters Score -247693.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1031 members Entering Unmasked Estep Score: -247700.671875 Penalty: 3782.295166 Iteration 19Q: 3 clusters Score -247700.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -247709.687500 Penalty: 3782.295166 Iteration 20F: 3 clusters Score -247709.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -247717.390625 Penalty: 3782.295166 Iteration 21Q: 3 clusters Score -247717.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -247725.750000 Penalty: 3782.295166 Iteration 22Q: 3 clusters Score -247725.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1026 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -247731.968750 Penalty: 3782.295166 Iteration 23Q: 3 clusters Score -247732 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -247738.343750 Penalty: 3782.295166 Iteration 24Q: 3 clusters Score -247738.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -247745.203125 Penalty: 3782.295166 Iteration 25Q: 3 clusters Score -247745.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -247751.109375 Penalty: 3782.295166 Iteration 26Q: 3 clusters Score -247751.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -247755.500000 Penalty: 3782.295166 Iteration 27Q: 3 clusters Score -247755.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -247764.593750 Penalty: 3782.295166 Iteration 28Q: 3 clusters Score -247764.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -247771.109375 Penalty: 3782.295166 Iteration 29Q: 3 clusters Score -247771.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -247773.843750 Penalty: 3782.295166 Iteration 30Q: 3 clusters Score -247773.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -247774.828125 Penalty: 3782.295166 Iteration 31Q: 3 clusters Score -247774.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -247775.531250 Penalty: 3782.295166 Iteration 32Q: 3 clusters Score -247775.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -247775.531250 Penalty: 3782.295166 Iteration 33F: 3 clusters Score -247775.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (7590 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7590 members Entering Unmasked Estep Score: -969521.062500 Penalty: 2215.777344 Iteration 0F: 2 clusters Score -969521.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3783 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -963414.437500 Penalty: 4431.554688 Iteration 0F: 3 clusters Score -963414.4 nChanged 3033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3786 members Mstep: Class 2 contains 3804 members Entering Unmasked Estep Score: -965034.875000 Penalty: 4431.554688 Iteration 1F: 3 clusters Score -965034.9 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -965312.625000 Penalty: 4431.554688 Iteration 2F: 3 clusters Score -965312.6 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3904 members Mstep: Class 2 contains 3686 members Entering Unmasked Estep Score: -965473.750000 Penalty: 4431.554688 Iteration 3Q: 3 clusters Score -965473.8 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3996 members Mstep: Class 2 contains 3594 members Entering Unmasked Estep Score: -965605.437500 Penalty: 4431.554688 Iteration 4Q: 3 clusters Score -965605.4 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4107 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -965714.937500 Penalty: 4431.554688 Iteration 5Q: 3 clusters Score -965714.9 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4232 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -965793.687500 Penalty: 4431.554688 Iteration 6Q: 3 clusters Score -965793.7 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4358 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -965875.000000 Penalty: 4431.554688 Iteration 7Q: 3 clusters Score -965875 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4510 members Mstep: Class 2 contains 3080 members Entering Unmasked Estep Score: -965965.562500 Penalty: 4431.554688 Iteration 8Q: 3 clusters Score -965965.6 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4671 members Mstep: Class 2 contains 2919 members Entering Unmasked Estep Score: -966078.750000 Penalty: 4431.554688 Iteration 9Q: 3 clusters Score -966078.8 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4871 members Mstep: Class 2 contains 2719 members Entering Unmasked Estep Score: -966197.187500 Penalty: 4431.554688 Iteration 10Q: 3 clusters Score -966197.2 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5083 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -966320.500000 Penalty: 4431.554688 Iteration 11Q: 3 clusters Score -966320.5 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5283 members Mstep: Class 2 contains 2307 members Entering Unmasked Estep Score: -966438.250000 Penalty: 4431.554688 Iteration 12Q: 3 clusters Score -966438.2 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5481 members Mstep: Class 2 contains 2109 members Entering Unmasked Estep Score: -966571.437500 Penalty: 4431.554688 Iteration 13Q: 3 clusters Score -966571.4 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5700 members Mstep: Class 2 contains 1890 members Entering Unmasked Estep Score: -966712.687500 Penalty: 4431.554688 Iteration 14Q: 3 clusters Score -966712.7 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5913 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -966862.312500 Penalty: 4431.554688 Iteration 15Q: 3 clusters Score -966862.3 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -967031.125000 Penalty: 4431.554688 Iteration 16Q: 3 clusters Score -967031.1 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6326 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -967190.812500 Penalty: 4431.554688 Iteration 17Q: 3 clusters Score -967190.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6518 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -967342.625000 Penalty: 4431.554688 Iteration 18Q: 3 clusters Score -967342.6 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -967482.375000 Penalty: 4431.554688 Iteration 19Q: 3 clusters Score -967482.4 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6784 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -967566.500000 Penalty: 4431.554688 Iteration 20F: 3 clusters Score -967566.5 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6865 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -967628.375000 Penalty: 4431.554688 Iteration 21Q: 3 clusters Score -967628.4 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6933 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -967675.750000 Penalty: 4431.554688 Iteration 22Q: 3 clusters Score -967675.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6975 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -967707.875000 Penalty: 4431.554688 Iteration 23Q: 3 clusters Score -967707.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7003 members Mstep: Class 2 contains 587 members Entering Unmasked Estep Score: -967729.687500 Penalty: 4431.554688 Iteration 24Q: 3 clusters Score -967729.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7022 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -967742.000000 Penalty: 4431.554688 Iteration 25Q: 3 clusters Score -967742 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7036 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -967751.375000 Penalty: 4431.554688 Iteration 26Q: 3 clusters Score -967751.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7044 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -967754.875000 Penalty: 4431.554688 Iteration 27Q: 3 clusters Score -967754.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7048 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -967757.187500 Penalty: 4431.554688 Iteration 28Q: 3 clusters Score -967757.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7052 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -967761.375000 Penalty: 4431.554688 Iteration 29Q: 3 clusters Score -967761.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7055 members Mstep: Class 2 contains 535 members Entering Unmasked Estep Score: -967761.562500 Penalty: 4431.554688 Iteration 30Q: 3 clusters Score -967761.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7058 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -967763.812500 Penalty: 4431.554688 Iteration 31Q: 3 clusters Score -967763.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7063 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -967769.062500 Penalty: 4431.554688 Iteration 32Q: 3 clusters Score -967769.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7071 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -967775.687500 Penalty: 4431.554688 Iteration 33Q: 3 clusters Score -967775.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7078 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -967781.125000 Penalty: 4431.554688 Iteration 34Q: 3 clusters Score -967781.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -967788.750000 Penalty: 4431.554688 Iteration 35Q: 3 clusters Score -967788.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7098 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -967792.375000 Penalty: 4431.554688 Iteration 36Q: 3 clusters Score -967792.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7102 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -967795.312500 Penalty: 4431.554688 Iteration 37Q: 3 clusters Score -967795.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7106 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -967797.500000 Penalty: 4431.554688 Iteration 38Q: 3 clusters Score -967797.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7107 members Mstep: Class 2 contains 483 members Entering Unmasked Estep Score: -967800.000000 Penalty: 4431.554688 Iteration 39Q: 3 clusters Score -967800 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7108 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -967799.437500 Penalty: 4431.554688 Iteration 40F: 3 clusters Score -967799.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (1504 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Entering Unmasked Estep Score: -159186.968750 Penalty: 1814.339111 Iteration 0F: 2 clusters Score -159187 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 742 members Entering Unmasked Estep Score: -157076.125000 Penalty: 3628.678223 Iteration 0F: 3 clusters Score -157076.1 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -158249.656250 Penalty: 3628.678223 Iteration 1F: 3 clusters Score -158249.7 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -159075.437500 Penalty: 3628.678223 Iteration 2F: 3 clusters Score -159075.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -159550.265625 Penalty: 3628.678223 Iteration 3F: 3 clusters Score -159550.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -159763.062500 Penalty: 3628.678223 Iteration 4F: 3 clusters Score -159763.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -159838.312500 Penalty: 3628.678223 Iteration 5Q: 3 clusters Score -159838.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -159905.968750 Penalty: 3628.678223 Iteration 6Q: 3 clusters Score -159906 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -159974.484375 Penalty: 3628.678223 Iteration 7Q: 3 clusters Score -159974.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -160080.296875 Penalty: 3628.678223 Iteration 8Q: 3 clusters Score -160080.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -160120.390625 Penalty: 3628.678223 Iteration 9Q: 3 clusters Score -160120.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 657 members Entering Unmasked Estep Score: -160163.609375 Penalty: 3628.678223 Iteration 10Q: 3 clusters Score -160163.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -160189.453125 Penalty: 3628.678223 Iteration 11Q: 3 clusters Score -160189.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -160220.078125 Penalty: 3628.678223 Iteration 12Q: 3 clusters Score -160220.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -160231.640625 Penalty: 3628.678223 Iteration 13Q: 3 clusters Score -160231.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -160235.312500 Penalty: 3628.678223 Iteration 14Q: 3 clusters Score -160235.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -160240.656250 Penalty: 3628.678223 Iteration 15Q: 3 clusters Score -160240.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -160246.000000 Penalty: 3628.678223 Iteration 16Q: 3 clusters Score -160246 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -160247.656250 Penalty: 3628.678223 Iteration 17Q: 3 clusters Score -160247.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -160249.140625 Penalty: 3628.678223 Iteration 18Q: 3 clusters Score -160249.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -160250.062500 Penalty: 3628.678223 Iteration 19Q: 3 clusters Score -160250.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -160250.953125 Penalty: 3628.678223 Iteration 20F: 3 clusters Score -160251 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -160252.078125 Penalty: 3628.678223 Iteration 21Q: 3 clusters Score -160252.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -160252.078125 Penalty: 3628.678223 Iteration 22F: 3 clusters Score -160252.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20174 members Mstep: Class 2 contains 367 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4964 members Mstep: Class 5 contains 18500 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 42668 members Mstep: Class 9 contains 2050 members Mstep: Class 10 contains 7590 members Mstep: Class 11 contains 816 members Mstep: Class 12 contains 698 members Mstep: Class 13 contains 158750 members Mstep: Class 14 contains 500 members Mstep: Class 15 contains 3026 members Mstep: Class 16 contains 20826 members Mstep: Class 17 contains 24988 members Mstep: Class 18 contains 2419 members Mstep: Class 19 contains 1542 members Mstep: Class 20 contains 107774 members Mstep: Class 21 contains 25301 members Mstep: Class 22 contains 688 members Entering Unmasked Estep Score: -55705768.000000 Penalty: 70965.648438 Splitting cluster 11 changes total score from -55703864.000000 to -55705768.000000 So it's getting split into cluster 22. Entering ConstructFrom: Trying to split cluster 12 (698 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Entering Unmasked Estep Score: -78260.148438 Penalty: 1623.958374 Iteration 0F: 2 clusters Score -78260.15 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -76707.117188 Penalty: 3247.916748 Iteration 0F: 3 clusters Score -76707.12 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -77098.804688 Penalty: 3247.916748 Iteration 1F: 3 clusters Score -77098.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -77255.257812 Penalty: 3247.916748 Iteration 2F: 3 clusters Score -77255.26 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -77362.320312 Penalty: 3247.916748 Iteration 3F: 3 clusters Score -77362.32 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -77431.203125 Penalty: 3247.916748 Iteration 4Q: 3 clusters Score -77431.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 505 members Entering Unmasked Estep Score: -77507.734375 Penalty: 3247.916748 Iteration 5Q: 3 clusters Score -77507.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 509 members Entering Unmasked Estep Score: -77526.335938 Penalty: 3247.916748 Iteration 6Q: 3 clusters Score -77526.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -77534.453125 Penalty: 3247.916748 Iteration 7Q: 3 clusters Score -77534.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -77542.281250 Penalty: 3247.916748 Iteration 8Q: 3 clusters Score -77542.28 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -77551.054688 Penalty: 3247.916748 Iteration 9Q: 3 clusters Score -77551.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -77552.062500 Penalty: 3247.916748 Iteration 10Q: 3 clusters Score -77552.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -77553.765625 Penalty: 3247.916748 Iteration 11Q: 3 clusters Score -77553.77 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -77553.765625 Penalty: 3247.916748 Iteration 12F: 3 clusters Score -77553.77 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (158750 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158750 members Entering Unmasked Estep Score: -20026368.000000 Penalty: 2969.821289 Iteration 0F: 2 clusters Score -2.002637e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79693 members Mstep: Class 2 contains 79057 members Entering Unmasked Estep Score: -19919792.000000 Penalty: 5939.642578 Iteration 0F: 3 clusters Score -1.991979e+07 nChanged 75949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82446 members Mstep: Class 2 contains 76304 members Entering Unmasked Estep Score: -19963936.000000 Penalty: 5939.642578 Iteration 1F: 3 clusters Score -1.996394e+07 nChanged 4514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84302 members Mstep: Class 2 contains 74448 members Entering Unmasked Estep Score: -19964890.000000 Penalty: 5939.642578 Iteration 2Q: 3 clusters Score -1.996489e+07 nChanged 4900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87194 members Mstep: Class 2 contains 71556 members Entering Unmasked Estep Score: -19966290.000000 Penalty: 5939.642578 Iteration 3Q: 3 clusters Score -1.996629e+07 nChanged 5828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91744 members Mstep: Class 2 contains 67006 members Entering Unmasked Estep Score: -19968496.000000 Penalty: 5939.642578 Iteration 4Q: 3 clusters Score -1.99685e+07 nChanged 7425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98549 members Mstep: Class 2 contains 60201 members Entering Unmasked Estep Score: -19972276.000000 Penalty: 5939.642578 Iteration 5Q: 3 clusters Score -1.997228e+07 nChanged 9942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108211 members Mstep: Class 2 contains 50539 members Entering Unmasked Estep Score: -19978664.000000 Penalty: 5939.642578 Iteration 6F: 3 clusters Score -1.997866e+07 nChanged 12594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120745 members Mstep: Class 2 contains 38005 members Entering Unmasked Estep Score: -19988680.000000 Penalty: 5939.642578 Iteration 7F: 3 clusters Score -1.998868e+07 nChanged 14184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134907 members Mstep: Class 2 contains 23843 members Entering Unmasked Estep Score: -20001714.000000 Penalty: 5939.642578 Iteration 8F: 3 clusters Score -2.000171e+07 nChanged 11843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146730 members Mstep: Class 2 contains 12020 members Entering Unmasked Estep Score: -20013148.000000 Penalty: 5939.642578 Iteration 9F: 3 clusters Score -2.001315e+07 nChanged 6953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153675 members Mstep: Class 2 contains 5075 members Entering Unmasked Estep Score: -20019744.000000 Penalty: 5939.642578 Iteration 10Q: 3 clusters Score -2.001974e+07 nChanged 2965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156604 members Mstep: Class 2 contains 2146 members Entering Unmasked Estep Score: -20022366.000000 Penalty: 5939.642578 Iteration 11Q: 3 clusters Score -2.002237e+07 nChanged 1059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157615 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -20023326.000000 Penalty: 5939.642578 Iteration 12Q: 3 clusters Score -2.002333e+07 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157932 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -20023724.000000 Penalty: 5939.642578 Iteration 13Q: 3 clusters Score -2.002372e+07 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158035 members Mstep: Class 2 contains 715 members Entering Unmasked Estep Score: -20023880.000000 Penalty: 5939.642578 Iteration 14Q: 3 clusters Score -2.002388e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158069 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -20024026.000000 Penalty: 5939.642578 Iteration 15Q: 3 clusters Score -2.002403e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158085 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -20024116.000000 Penalty: 5939.642578 Iteration 16Q: 3 clusters Score -2.002412e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158073 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -20024194.000000 Penalty: 5939.642578 Iteration 17Q: 3 clusters Score -2.002419e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158062 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -20024266.000000 Penalty: 5939.642578 Iteration 18Q: 3 clusters Score -2.002427e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158034 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -20024348.000000 Penalty: 5939.642578 Iteration 19Q: 3 clusters Score -2.002435e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158015 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -20024406.000000 Penalty: 5939.642578 Iteration 20F: 3 clusters Score -2.002441e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157990 members Mstep: Class 2 contains 760 members Entering Unmasked Estep Score: -20024458.000000 Penalty: 5939.642578 Iteration 21Q: 3 clusters Score -2.002446e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157959 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -20024502.000000 Penalty: 5939.642578 Iteration 22Q: 3 clusters Score -2.00245e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157941 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -20024520.000000 Penalty: 5939.642578 Iteration 23Q: 3 clusters Score -2.002452e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157925 members Mstep: Class 2 contains 825 members Entering Unmasked Estep Score: -20024540.000000 Penalty: 5939.642578 Iteration 24Q: 3 clusters Score -2.002454e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157917 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -20024582.000000 Penalty: 5939.642578 Iteration 25Q: 3 clusters Score -2.002458e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157907 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -20024596.000000 Penalty: 5939.642578 Iteration 26Q: 3 clusters Score -2.00246e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157902 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -20024622.000000 Penalty: 5939.642578 Iteration 27Q: 3 clusters Score -2.002462e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157902 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -20024672.000000 Penalty: 5939.642578 Iteration 28Q: 3 clusters Score -2.002467e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157896 members Mstep: Class 2 contains 854 members Entering Unmasked Estep Score: -20024670.000000 Penalty: 5939.642578 Iteration 29Q: 3 clusters Score -2.002467e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157891 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -20024732.000000 Penalty: 5939.642578 Iteration 30Q: 3 clusters Score -2.002473e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157889 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -20024756.000000 Penalty: 5939.642578 Iteration 31Q: 3 clusters Score -2.002476e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157878 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -20024834.000000 Penalty: 5939.642578 Iteration 32Q: 3 clusters Score -2.002483e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157870 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -20024850.000000 Penalty: 5939.642578 Iteration 33Q: 3 clusters Score -2.002485e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157862 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -20024864.000000 Penalty: 5939.642578 Iteration 34Q: 3 clusters Score -2.002486e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157849 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -20024862.000000 Penalty: 5939.642578 Iteration 35Q: 3 clusters Score -2.002486e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157841 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -20024860.000000 Penalty: 5939.642578 Iteration 36Q: 3 clusters Score -2.002486e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157841 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -20024872.000000 Penalty: 5939.642578 Iteration 37Q: 3 clusters Score -2.002487e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157834 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -20024872.000000 Penalty: 5939.642578 Iteration 38Q: 3 clusters Score -2.002487e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157830 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -20024876.000000 Penalty: 5939.642578 Iteration 39Q: 3 clusters Score -2.002488e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157821 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -20024874.000000 Penalty: 5939.642578 Iteration 40F: 3 clusters Score -2.002487e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157808 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -20024876.000000 Penalty: 5939.642578 Iteration 41Q: 3 clusters Score -2.002488e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157797 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -20024918.000000 Penalty: 5939.642578 Iteration 42Q: 3 clusters Score -2.002492e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157791 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -20024926.000000 Penalty: 5939.642578 Iteration 43Q: 3 clusters Score -2.002493e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157785 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -20024926.000000 Penalty: 5939.642578 Iteration 44Q: 3 clusters Score -2.002493e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157780 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -20024920.000000 Penalty: 5939.642578 Iteration 45Q: 3 clusters Score -2.002492e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157777 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -20024930.000000 Penalty: 5939.642578 Iteration 46Q: 3 clusters Score -2.002493e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157774 members Mstep: Class 2 contains 976 members Entering Unmasked Estep Score: -20024934.000000 Penalty: 5939.642578 Iteration 47Q: 3 clusters Score -2.002493e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157769 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -20024938.000000 Penalty: 5939.642578 Iteration 48Q: 3 clusters Score -2.002494e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157763 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -20024940.000000 Penalty: 5939.642578 Iteration 49Q: 3 clusters Score -2.002494e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157759 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -20024930.000000 Penalty: 5939.642578 Iteration 50Q: 3 clusters Score -2.002493e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157756 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -20024938.000000 Penalty: 5939.642578 Iteration 51Q: 3 clusters Score -2.002494e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157753 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -20024936.000000 Penalty: 5939.642578 Iteration 52Q: 3 clusters Score -2.002494e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157753 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -20024936.000000 Penalty: 5939.642578 Iteration 53F: 3 clusters Score -2.002494e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3026 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Entering Unmasked Estep Score: -389526.187500 Penalty: 1987.719116 Iteration 0F: 2 clusters Score -389526.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -386253.812500 Penalty: 3975.438232 Iteration 0F: 3 clusters Score -386253.8 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -387033.875000 Penalty: 3975.438232 Iteration 1F: 3 clusters Score -387033.9 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1698 members Entering Unmasked Estep Score: -387279.875000 Penalty: 3975.438232 Iteration 2F: 3 clusters Score -387279.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -387502.625000 Penalty: 3975.438232 Iteration 3F: 3 clusters Score -387502.6 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1827 members Entering Unmasked Estep Score: -387718.687500 Penalty: 3975.438232 Iteration 4F: 3 clusters Score -387718.7 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 1888 members Entering Unmasked Estep Score: -387917.531250 Penalty: 3975.438232 Iteration 5F: 3 clusters Score -387917.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -388029.500000 Penalty: 3975.438232 Iteration 6Q: 3 clusters Score -388029.5 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1083 members Mstep: Class 2 contains 1943 members Entering Unmasked Estep Score: -388123.531250 Penalty: 3975.438232 Iteration 7Q: 3 clusters Score -388123.5 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -388188.593750 Penalty: 3975.438232 Iteration 8Q: 3 clusters Score -388188.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -388232.562500 Penalty: 3975.438232 Iteration 9Q: 3 clusters Score -388232.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1015 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -388260.718750 Penalty: 3975.438232 Iteration 10Q: 3 clusters Score -388260.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1004 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -388279.000000 Penalty: 3975.438232 Iteration 11Q: 3 clusters Score -388279 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -388292.906250 Penalty: 3975.438232 Iteration 12Q: 3 clusters Score -388292.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -388303.625000 Penalty: 3975.438232 Iteration 13Q: 3 clusters Score -388303.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 2024 members Entering Unmasked Estep Score: -388308.093750 Penalty: 3975.438232 Iteration 14Q: 3 clusters Score -388308.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 2028 members Entering Unmasked Estep Score: -388311.218750 Penalty: 3975.438232 Iteration 15Q: 3 clusters Score -388311.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -388312.687500 Penalty: 3975.438232 Iteration 16Q: 3 clusters Score -388312.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -388313.250000 Penalty: 3975.438232 Iteration 17Q: 3 clusters Score -388313.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 2026 members Entering Unmasked Estep Score: -388313.250000 Penalty: 3975.438232 Iteration 18F: 3 clusters Score -388313.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (20826 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20826 members Entering Unmasked Estep Score: -2664441.000000 Penalty: 2466.101318 Iteration 0F: 2 clusters Score -2664441 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10322 members Mstep: Class 2 contains 10504 members Entering Unmasked Estep Score: -2649808.250000 Penalty: 4932.202637 Iteration 0F: 3 clusters Score -2649808 nChanged 9167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9945 members Mstep: Class 2 contains 10881 members Entering Unmasked Estep Score: -2654784.500000 Penalty: 4932.202637 Iteration 1F: 3 clusters Score -2654784 nChanged 1247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9636 members Mstep: Class 2 contains 11190 members Entering Unmasked Estep Score: -2655362.000000 Penalty: 4932.202637 Iteration 2F: 3 clusters Score -2655362 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9223 members Mstep: Class 2 contains 11603 members Entering Unmasked Estep Score: -2655910.250000 Penalty: 4932.202637 Iteration 3F: 3 clusters Score -2655910 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8662 members Mstep: Class 2 contains 12164 members Entering Unmasked Estep Score: -2656565.000000 Penalty: 4932.202637 Iteration 4F: 3 clusters Score -2656565 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7942 members Mstep: Class 2 contains 12884 members Entering Unmasked Estep Score: -2657323.000000 Penalty: 4932.202637 Iteration 5F: 3 clusters Score -2657323 nChanged 1256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7098 members Mstep: Class 2 contains 13728 members Entering Unmasked Estep Score: -2658122.000000 Penalty: 4932.202637 Iteration 6F: 3 clusters Score -2658122 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6170 members Mstep: Class 2 contains 14656 members Entering Unmasked Estep Score: -2658917.500000 Penalty: 4932.202637 Iteration 7F: 3 clusters Score -2658918 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5214 members Mstep: Class 2 contains 15612 members Entering Unmasked Estep Score: -2659663.000000 Penalty: 4932.202637 Iteration 8F: 3 clusters Score -2659663 nChanged 990 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4290 members Mstep: Class 2 contains 16536 members Entering Unmasked Estep Score: -2660347.250000 Penalty: 4932.202637 Iteration 9Q: 3 clusters Score -2660347 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 17382 members Entering Unmasked Estep Score: -2660952.750000 Penalty: 4932.202637 Iteration 10Q: 3 clusters Score -2660953 nChanged 716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 18090 members Entering Unmasked Estep Score: -2661437.250000 Penalty: 4932.202637 Iteration 11Q: 3 clusters Score -2661437 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 18659 members Entering Unmasked Estep Score: -2661810.750000 Penalty: 4932.202637 Iteration 12Q: 3 clusters Score -2661811 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Mstep: Class 2 contains 19034 members Entering Unmasked Estep Score: -2662043.500000 Penalty: 4932.202637 Iteration 13Q: 3 clusters Score -2662044 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 19327 members Entering Unmasked Estep Score: -2662222.250000 Penalty: 4932.202637 Iteration 14Q: 3 clusters Score -2662222 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1329 members Mstep: Class 2 contains 19497 members Entering Unmasked Estep Score: -2662310.750000 Penalty: 4932.202637 Iteration 15Q: 3 clusters Score -2662311 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 19601 members Entering Unmasked Estep Score: -2662380.750000 Penalty: 4932.202637 Iteration 16Q: 3 clusters Score -2662381 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 19693 members Entering Unmasked Estep Score: -2662436.250000 Penalty: 4932.202637 Iteration 17Q: 3 clusters Score -2662436 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 19755 members Entering Unmasked Estep Score: -2662475.500000 Penalty: 4932.202637 Iteration 18Q: 3 clusters Score -2662476 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 19805 members Entering Unmasked Estep Score: -2662505.500000 Penalty: 4932.202637 Iteration 19Q: 3 clusters Score -2662506 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 19845 members Entering Unmasked Estep Score: -2662531.250000 Penalty: 4932.202637 Iteration 20F: 3 clusters Score -2662531 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 19886 members Entering Unmasked Estep Score: -2662548.250000 Penalty: 4932.202637 Iteration 21Q: 3 clusters Score -2662548 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 19922 members Entering Unmasked Estep Score: -2662568.500000 Penalty: 4932.202637 Iteration 22Q: 3 clusters Score -2662568 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 19947 members Entering Unmasked Estep Score: -2662599.250000 Penalty: 4932.202637 Iteration 23Q: 3 clusters Score -2662599 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 19975 members Entering Unmasked Estep Score: -2662610.750000 Penalty: 4932.202637 Iteration 24Q: 3 clusters Score -2662611 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 19992 members Entering Unmasked Estep Score: -2662619.750000 Penalty: 4932.202637 Iteration 25Q: 3 clusters Score -2662620 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 20010 members Entering Unmasked Estep Score: -2662631.250000 Penalty: 4932.202637 Iteration 26Q: 3 clusters Score -2662631 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 806 members Mstep: Class 2 contains 20020 members Entering Unmasked Estep Score: -2662639.000000 Penalty: 4932.202637 Iteration 27Q: 3 clusters Score -2662639 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 795 members Mstep: Class 2 contains 20031 members Entering Unmasked Estep Score: -2662646.250000 Penalty: 4932.202637 Iteration 28Q: 3 clusters Score -2662646 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 20040 members Entering Unmasked Estep Score: -2662655.750000 Penalty: 4932.202637 Iteration 29Q: 3 clusters Score -2662656 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 20053 members Entering Unmasked Estep Score: -2662670.250000 Penalty: 4932.202637 Iteration 30Q: 3 clusters Score -2662670 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 20059 members Entering Unmasked Estep Score: -2662675.000000 Penalty: 4932.202637 Iteration 31Q: 3 clusters Score -2662675 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 20063 members Entering Unmasked Estep Score: -2662676.000000 Penalty: 4932.202637 Iteration 32Q: 3 clusters Score -2662676 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 20066 members Entering Unmasked Estep Score: -2662678.000000 Penalty: 4932.202637 Iteration 33Q: 3 clusters Score -2662678 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 20069 members Entering Unmasked Estep Score: -2662680.000000 Penalty: 4932.202637 Iteration 34Q: 3 clusters Score -2662680 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 20071 members Entering Unmasked Estep Score: -2662678.250000 Penalty: 4932.202637 Iteration 35Q: 3 clusters Score -2662678 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 20073 members Entering Unmasked Estep Score: -2662680.500000 Penalty: 4932.202637 Iteration 36Q: 3 clusters Score -2662680 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 20074 members Entering Unmasked Estep Score: -2662678.750000 Penalty: 4932.202637 Iteration 37Q: 3 clusters Score -2662679 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 750 members Mstep: Class 2 contains 20076 members Entering Unmasked Estep Score: -2662681.250000 Penalty: 4932.202637 Iteration 38Q: 3 clusters Score -2662681 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 20077 members Entering Unmasked Estep Score: -2662680.250000 Penalty: 4932.202637 Iteration 39Q: 3 clusters Score -2662680 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 20078 members Entering Unmasked Estep Score: -2662679.500000 Penalty: 4932.202637 Iteration 40F: 3 clusters Score -2662680 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 20080 members Entering Unmasked Estep Score: -2662681.500000 Penalty: 4932.202637 Iteration 41Q: 3 clusters Score -2662682 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 742 members Mstep: Class 2 contains 20084 members Entering Unmasked Estep Score: -2662683.000000 Penalty: 4932.202637 Iteration 42Q: 3 clusters Score -2662683 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 20087 members Entering Unmasked Estep Score: -2662686.000000 Penalty: 4932.202637 Iteration 43Q: 3 clusters Score -2662686 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 20090 members Entering Unmasked Estep Score: -2662685.000000 Penalty: 4932.202637 Iteration 44Q: 3 clusters Score -2662685 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 20091 members Entering Unmasked Estep Score: -2662686.500000 Penalty: 4932.202637 Iteration 45Q: 3 clusters Score -2662686 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 20091 members Entering Unmasked Estep Score: -2662686.500000 Penalty: 4932.202637 Iteration 46F: 3 clusters Score -2662686 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (24988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24988 members Entering Unmasked Estep Score: -3206428.250000 Penalty: 2511.285400 Iteration 0F: 2 clusters Score -3206428 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12572 members Mstep: Class 2 contains 12416 members Entering Unmasked Estep Score: -3189132.500000 Penalty: 5022.570801 Iteration 0F: 3 clusters Score -3189132 nChanged 11163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13157 members Mstep: Class 2 contains 11831 members Entering Unmasked Estep Score: -3195155.000000 Penalty: 5022.570801 Iteration 1F: 3 clusters Score -3195155 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13444 members Mstep: Class 2 contains 11544 members Entering Unmasked Estep Score: -3195791.500000 Penalty: 5022.570801 Iteration 2F: 3 clusters Score -3195792 nChanged 1188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13666 members Mstep: Class 2 contains 11322 members Entering Unmasked Estep Score: -3196456.750000 Penalty: 5022.570801 Iteration 3Q: 3 clusters Score -3196457 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13792 members Mstep: Class 2 contains 11196 members Entering Unmasked Estep Score: -3197019.750000 Penalty: 5022.570801 Iteration 4Q: 3 clusters Score -3197020 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13823 members Mstep: Class 2 contains 11165 members Entering Unmasked Estep Score: -3197480.250000 Penalty: 5022.570801 Iteration 5Q: 3 clusters Score -3197480 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13767 members Mstep: Class 2 contains 11221 members Entering Unmasked Estep Score: -3197874.750000 Penalty: 5022.570801 Iteration 6Q: 3 clusters Score -3197875 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13748 members Mstep: Class 2 contains 11240 members Entering Unmasked Estep Score: -3198173.750000 Penalty: 5022.570801 Iteration 7Q: 3 clusters Score -3198174 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13743 members Mstep: Class 2 contains 11245 members Entering Unmasked Estep Score: -3198457.250000 Penalty: 5022.570801 Iteration 8Q: 3 clusters Score -3198457 nChanged 772 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13727 members Mstep: Class 2 contains 11261 members Entering Unmasked Estep Score: -3198694.500000 Penalty: 5022.570801 Iteration 9Q: 3 clusters Score -3198694 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13741 members Mstep: Class 2 contains 11247 members Entering Unmasked Estep Score: -3198919.250000 Penalty: 5022.570801 Iteration 10Q: 3 clusters Score -3198919 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13748 members Mstep: Class 2 contains 11240 members Entering Unmasked Estep Score: -3199118.250000 Penalty: 5022.570801 Iteration 11Q: 3 clusters Score -3199118 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13794 members Mstep: Class 2 contains 11194 members Entering Unmasked Estep Score: -3199308.750000 Penalty: 5022.570801 Iteration 12Q: 3 clusters Score -3199309 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13834 members Mstep: Class 2 contains 11154 members Entering Unmasked Estep Score: -3199480.500000 Penalty: 5022.570801 Iteration 13Q: 3 clusters Score -3199480 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13868 members Mstep: Class 2 contains 11120 members Entering Unmasked Estep Score: -3199649.250000 Penalty: 5022.570801 Iteration 14Q: 3 clusters Score -3199649 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13920 members Mstep: Class 2 contains 11068 members Entering Unmasked Estep Score: -3199808.250000 Penalty: 5022.570801 Iteration 15Q: 3 clusters Score -3199808 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13991 members Mstep: Class 2 contains 10997 members Entering Unmasked Estep Score: -3199967.000000 Penalty: 5022.570801 Iteration 16Q: 3 clusters Score -3199967 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14067 members Mstep: Class 2 contains 10921 members Entering Unmasked Estep Score: -3200090.250000 Penalty: 5022.570801 Iteration 17Q: 3 clusters Score -3200090 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14166 members Mstep: Class 2 contains 10822 members Entering Unmasked Estep Score: -3200207.000000 Penalty: 5022.570801 Iteration 18Q: 3 clusters Score -3200207 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14242 members Mstep: Class 2 contains 10746 members Entering Unmasked Estep Score: -3200311.250000 Penalty: 5022.570801 Iteration 19Q: 3 clusters Score -3200311 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14320 members Mstep: Class 2 contains 10668 members Entering Unmasked Estep Score: -3200405.250000 Penalty: 5022.570801 Iteration 20F: 3 clusters Score -3200405 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14423 members Mstep: Class 2 contains 10565 members Entering Unmasked Estep Score: -3200515.750000 Penalty: 5022.570801 Iteration 21Q: 3 clusters Score -3200516 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14537 members Mstep: Class 2 contains 10451 members Entering Unmasked Estep Score: -3200601.750000 Penalty: 5022.570801 Iteration 22Q: 3 clusters Score -3200602 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14677 members Mstep: Class 2 contains 10311 members Entering Unmasked Estep Score: -3200718.000000 Penalty: 5022.570801 Iteration 23Q: 3 clusters Score -3200718 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14818 members Mstep: Class 2 contains 10170 members Entering Unmasked Estep Score: -3200803.750000 Penalty: 5022.570801 Iteration 24Q: 3 clusters Score -3200804 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14958 members Mstep: Class 2 contains 10030 members Entering Unmasked Estep Score: -3200887.250000 Penalty: 5022.570801 Iteration 25Q: 3 clusters Score -3200887 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15090 members Mstep: Class 2 contains 9898 members Entering Unmasked Estep Score: -3200944.750000 Penalty: 5022.570801 Iteration 26Q: 3 clusters Score -3200945 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15223 members Mstep: Class 2 contains 9765 members Entering Unmasked Estep Score: -3201011.500000 Penalty: 5022.570801 Iteration 27Q: 3 clusters Score -3201012 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15374 members Mstep: Class 2 contains 9614 members Entering Unmasked Estep Score: -3201066.250000 Penalty: 5022.570801 Iteration 28Q: 3 clusters Score -3201066 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15509 members Mstep: Class 2 contains 9479 members Entering Unmasked Estep Score: -3201106.250000 Penalty: 5022.570801 Iteration 29Q: 3 clusters Score -3201106 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15649 members Mstep: Class 2 contains 9339 members Entering Unmasked Estep Score: -3201136.250000 Penalty: 5022.570801 Iteration 30Q: 3 clusters Score -3201136 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15823 members Mstep: Class 2 contains 9165 members Entering Unmasked Estep Score: -3201175.000000 Penalty: 5022.570801 Iteration 31Q: 3 clusters Score -3201175 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15985 members Mstep: Class 2 contains 9003 members Entering Unmasked Estep Score: -3201218.000000 Penalty: 5022.570801 Iteration 32Q: 3 clusters Score -3201218 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16159 members Mstep: Class 2 contains 8829 members Entering Unmasked Estep Score: -3201273.750000 Penalty: 5022.570801 Iteration 33Q: 3 clusters Score -3201274 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16334 members Mstep: Class 2 contains 8654 members Entering Unmasked Estep Score: -3201304.000000 Penalty: 5022.570801 Iteration 34Q: 3 clusters Score -3201304 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16493 members Mstep: Class 2 contains 8495 members Entering Unmasked Estep Score: -3201334.000000 Penalty: 5022.570801 Iteration 35Q: 3 clusters Score -3201334 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16659 members Mstep: Class 2 contains 8329 members Entering Unmasked Estep Score: -3201381.250000 Penalty: 5022.570801 Iteration 36Q: 3 clusters Score -3201381 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16836 members Mstep: Class 2 contains 8152 members Entering Unmasked Estep Score: -3201411.750000 Penalty: 5022.570801 Iteration 37Q: 3 clusters Score -3201412 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17032 members Mstep: Class 2 contains 7956 members Entering Unmasked Estep Score: -3201449.500000 Penalty: 5022.570801 Iteration 38Q: 3 clusters Score -3201450 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17232 members Mstep: Class 2 contains 7756 members Entering Unmasked Estep Score: -3201496.250000 Penalty: 5022.570801 Iteration 39Q: 3 clusters Score -3201496 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17417 members Mstep: Class 2 contains 7571 members Entering Unmasked Estep Score: -3201533.500000 Penalty: 5022.570801 Iteration 40F: 3 clusters Score -3201534 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17625 members Mstep: Class 2 contains 7363 members Entering Unmasked Estep Score: -3201589.750000 Penalty: 5022.570801 Iteration 41Q: 3 clusters Score -3201590 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17842 members Mstep: Class 2 contains 7146 members Entering Unmasked Estep Score: -3201650.000000 Penalty: 5022.570801 Iteration 42Q: 3 clusters Score -3201650 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18081 members Mstep: Class 2 contains 6907 members Entering Unmasked Estep Score: -3201711.500000 Penalty: 5022.570801 Iteration 43Q: 3 clusters Score -3201712 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18317 members Mstep: Class 2 contains 6671 members Entering Unmasked Estep Score: -3201773.500000 Penalty: 5022.570801 Iteration 44Q: 3 clusters Score -3201774 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18572 members Mstep: Class 2 contains 6416 members Entering Unmasked Estep Score: -3201853.250000 Penalty: 5022.570801 Iteration 45Q: 3 clusters Score -3201853 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18845 members Mstep: Class 2 contains 6143 members Entering Unmasked Estep Score: -3201950.750000 Penalty: 5022.570801 Iteration 46Q: 3 clusters Score -3201951 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19125 members Mstep: Class 2 contains 5863 members Entering Unmasked Estep Score: -3202024.750000 Penalty: 5022.570801 Iteration 47Q: 3 clusters Score -3202025 nChanged 301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19420 members Mstep: Class 2 contains 5568 members Entering Unmasked Estep Score: -3202115.500000 Penalty: 5022.570801 Iteration 48Q: 3 clusters Score -3202116 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19727 members Mstep: Class 2 contains 5261 members Entering Unmasked Estep Score: -3202229.750000 Penalty: 5022.570801 Iteration 49Q: 3 clusters Score -3202230 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20036 members Mstep: Class 2 contains 4952 members Entering Unmasked Estep Score: -3202343.750000 Penalty: 5022.570801 Iteration 50Q: 3 clusters Score -3202344 nChanged 350 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20382 members Mstep: Class 2 contains 4606 members Entering Unmasked Estep Score: -3202481.250000 Penalty: 5022.570801 Iteration 51Q: 3 clusters Score -3202481 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20716 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -3202637.000000 Penalty: 5022.570801 Iteration 52Q: 3 clusters Score -3202637 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21049 members Mstep: Class 2 contains 3939 members Entering Unmasked Estep Score: -3202791.250000 Penalty: 5022.570801 Iteration 53Q: 3 clusters Score -3202791 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21373 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -3202948.500000 Penalty: 5022.570801 Iteration 54Q: 3 clusters Score -3202948 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21681 members Mstep: Class 2 contains 3307 members Entering Unmasked Estep Score: -3203086.250000 Penalty: 5022.570801 Iteration 55Q: 3 clusters Score -3203086 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21979 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -3203262.250000 Penalty: 5022.570801 Iteration 56Q: 3 clusters Score -3203262 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22261 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -3203431.000000 Penalty: 5022.570801 Iteration 57Q: 3 clusters Score -3203431 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22523 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -3203573.750000 Penalty: 5022.570801 Iteration 58Q: 3 clusters Score -3203574 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22771 members Mstep: Class 2 contains 2217 members Entering Unmasked Estep Score: -3203722.250000 Penalty: 5022.570801 Iteration 59Q: 3 clusters Score -3203722 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22989 members Mstep: Class 2 contains 1999 members Entering Unmasked Estep Score: -3203841.750000 Penalty: 5022.570801 Iteration 60F: 3 clusters Score -3203842 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23176 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -3203943.000000 Penalty: 5022.570801 Iteration 61Q: 3 clusters Score -3203943 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23331 members Mstep: Class 2 contains 1657 members Entering Unmasked Estep Score: -3204020.000000 Penalty: 5022.570801 Iteration 62Q: 3 clusters Score -3204020 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23431 members Mstep: Class 2 contains 1557 members Entering Unmasked Estep Score: -3204068.750000 Penalty: 5022.570801 Iteration 63Q: 3 clusters Score -3204069 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23515 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -3204103.250000 Penalty: 5022.570801 Iteration 64Q: 3 clusters Score -3204103 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23569 members Mstep: Class 2 contains 1419 members Entering Unmasked Estep Score: -3204143.250000 Penalty: 5022.570801 Iteration 65Q: 3 clusters Score -3204143 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23622 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -3204166.500000 Penalty: 5022.570801 Iteration 66Q: 3 clusters Score -3204166 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23670 members Mstep: Class 2 contains 1318 members Entering Unmasked Estep Score: -3204184.500000 Penalty: 5022.570801 Iteration 67Q: 3 clusters Score -3204184 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23717 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -3204210.500000 Penalty: 5022.570801 Iteration 68Q: 3 clusters Score -3204210 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23746 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -3204215.500000 Penalty: 5022.570801 Iteration 69Q: 3 clusters Score -3204216 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23775 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -3204219.000000 Penalty: 5022.570801 Iteration 70Q: 3 clusters Score -3204219 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23801 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -3204234.000000 Penalty: 5022.570801 Iteration 71Q: 3 clusters Score -3204234 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23813 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -3204232.750000 Penalty: 5022.570801 Iteration 72Q: 3 clusters Score -3204233 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23826 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -3204235.250000 Penalty: 5022.570801 Iteration 73Q: 3 clusters Score -3204235 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23837 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -3204238.750000 Penalty: 5022.570801 Iteration 74Q: 3 clusters Score -3204239 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23849 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -3204241.250000 Penalty: 5022.570801 Iteration 75Q: 3 clusters Score -3204241 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23865 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -3204242.000000 Penalty: 5022.570801 Iteration 76Q: 3 clusters Score -3204242 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23884 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -3204249.000000 Penalty: 5022.570801 Iteration 77Q: 3 clusters Score -3204249 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23903 members Mstep: Class 2 contains 1085 members Entering Unmasked Estep Score: -3204257.500000 Penalty: 5022.570801 Iteration 78Q: 3 clusters Score -3204258 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23926 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -3204267.250000 Penalty: 5022.570801 Iteration 79Q: 3 clusters Score -3204267 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23952 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -3204285.000000 Penalty: 5022.570801 Iteration 80F: 3 clusters Score -3204285 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23982 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -3204299.250000 Penalty: 5022.570801 Iteration 81Q: 3 clusters Score -3204299 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24004 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -3204314.750000 Penalty: 5022.570801 Iteration 82Q: 3 clusters Score -3204315 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24018 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -3204318.750000 Penalty: 5022.570801 Iteration 83Q: 3 clusters Score -3204319 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24031 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -3204328.250000 Penalty: 5022.570801 Iteration 84Q: 3 clusters Score -3204328 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24040 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -3204330.750000 Penalty: 5022.570801 Iteration 85Q: 3 clusters Score -3204331 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24048 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -3204337.000000 Penalty: 5022.570801 Iteration 86Q: 3 clusters Score -3204337 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24053 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -3204335.750000 Penalty: 5022.570801 Iteration 87Q: 3 clusters Score -3204336 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24057 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -3204337.750000 Penalty: 5022.570801 Iteration 88Q: 3 clusters Score -3204338 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24062 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -3204337.500000 Penalty: 5022.570801 Iteration 89Q: 3 clusters Score -3204338 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24067 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -3204338.750000 Penalty: 5022.570801 Iteration 90Q: 3 clusters Score -3204339 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24074 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -3204338.250000 Penalty: 5022.570801 Iteration 91Q: 3 clusters Score -3204338 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24079 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -3204338.750000 Penalty: 5022.570801 Iteration 92Q: 3 clusters Score -3204339 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24080 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -3204341.250000 Penalty: 5022.570801 Iteration 93Q: 3 clusters Score -3204341 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24082 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -3204343.750000 Penalty: 5022.570801 Iteration 94Q: 3 clusters Score -3204344 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24082 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -3204343.750000 Penalty: 5022.570801 Iteration 95F: 3 clusters Score -3204344 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2419 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2419 members Entering Unmasked Estep Score: -306470.875000 Penalty: 1932.195190 Iteration 0F: 2 clusters Score -306470.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -303601.656250 Penalty: 3864.390381 Iteration 0F: 3 clusters Score -303601.7 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -304123.562500 Penalty: 3864.390381 Iteration 1F: 3 clusters Score -304123.6 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -304263.656250 Penalty: 3864.390381 Iteration 2F: 3 clusters Score -304263.7 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -304345.718750 Penalty: 3864.390381 Iteration 3Q: 3 clusters Score -304345.7 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -304398.375000 Penalty: 3864.390381 Iteration 4Q: 3 clusters Score -304398.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -304431.250000 Penalty: 3864.390381 Iteration 5Q: 3 clusters Score -304431.2 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -304453.562500 Penalty: 3864.390381 Iteration 6Q: 3 clusters Score -304453.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -304474.687500 Penalty: 3864.390381 Iteration 7Q: 3 clusters Score -304474.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -304490.875000 Penalty: 3864.390381 Iteration 8Q: 3 clusters Score -304490.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -304502.968750 Penalty: 3864.390381 Iteration 9Q: 3 clusters Score -304503 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1200 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -304512.218750 Penalty: 3864.390381 Iteration 10Q: 3 clusters Score -304512.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -304522.062500 Penalty: 3864.390381 Iteration 11Q: 3 clusters Score -304522.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -304541.312500 Penalty: 3864.390381 Iteration 12Q: 3 clusters Score -304541.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -304557.937500 Penalty: 3864.390381 Iteration 13Q: 3 clusters Score -304557.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -304568.000000 Penalty: 3864.390381 Iteration 14Q: 3 clusters Score -304568 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -304579.125000 Penalty: 3864.390381 Iteration 15Q: 3 clusters Score -304579.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -304590.562500 Penalty: 3864.390381 Iteration 16Q: 3 clusters Score -304590.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -304601.593750 Penalty: 3864.390381 Iteration 17Q: 3 clusters Score -304601.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1212 members Entering Unmasked Estep Score: -304608.406250 Penalty: 3864.390381 Iteration 18Q: 3 clusters Score -304608.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -304613.625000 Penalty: 3864.390381 Iteration 19Q: 3 clusters Score -304613.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -304617.875000 Penalty: 3864.390381 Iteration 20F: 3 clusters Score -304617.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -304622.656250 Penalty: 3864.390381 Iteration 21Q: 3 clusters Score -304622.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -304627.718750 Penalty: 3864.390381 Iteration 22Q: 3 clusters Score -304627.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -304630.687500 Penalty: 3864.390381 Iteration 23Q: 3 clusters Score -304630.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -304634.343750 Penalty: 3864.390381 Iteration 24Q: 3 clusters Score -304634.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -304640.031250 Penalty: 3864.390381 Iteration 25Q: 3 clusters Score -304640 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1202 members Mstep: Class 2 contains 1217 members Entering Unmasked Estep Score: -304645.812500 Penalty: 3864.390381 Iteration 26Q: 3 clusters Score -304645.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -304655.500000 Penalty: 3864.390381 Iteration 27Q: 3 clusters Score -304655.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1224 members Entering Unmasked Estep Score: -304661.125000 Penalty: 3864.390381 Iteration 28Q: 3 clusters Score -304661.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -304663.937500 Penalty: 3864.390381 Iteration 29Q: 3 clusters Score -304663.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -304666.718750 Penalty: 3864.390381 Iteration 30Q: 3 clusters Score -304666.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -304666.843750 Penalty: 3864.390381 Iteration 31Q: 3 clusters Score -304666.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -304667.781250 Penalty: 3864.390381 Iteration 32Q: 3 clusters Score -304667.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -304668.187500 Penalty: 3864.390381 Iteration 33Q: 3 clusters Score -304668.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1229 members Entering Unmasked Estep Score: -304669.593750 Penalty: 3864.390381 Iteration 34Q: 3 clusters Score -304669.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1231 members Entering Unmasked Estep Score: -304672.375000 Penalty: 3864.390381 Iteration 35Q: 3 clusters Score -304672.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1232 members Entering Unmasked Estep Score: -304674.687500 Penalty: 3864.390381 Iteration 36Q: 3 clusters Score -304674.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1234 members Entering Unmasked Estep Score: -304676.625000 Penalty: 3864.390381 Iteration 37Q: 3 clusters Score -304676.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -304678.531250 Penalty: 3864.390381 Iteration 38Q: 3 clusters Score -304678.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -304680.656250 Penalty: 3864.390381 Iteration 39Q: 3 clusters Score -304680.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -304682.687500 Penalty: 3864.390381 Iteration 40F: 3 clusters Score -304682.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -304683.500000 Penalty: 3864.390381 Iteration 41Q: 3 clusters Score -304683.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -304684.250000 Penalty: 3864.390381 Iteration 42Q: 3 clusters Score -304684.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -304684.718750 Penalty: 3864.390381 Iteration 43Q: 3 clusters Score -304684.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -304685.062500 Penalty: 3864.390381 Iteration 44Q: 3 clusters Score -304685.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -304686.531250 Penalty: 3864.390381 Iteration 45Q: 3 clusters Score -304686.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -304688.031250 Penalty: 3864.390381 Iteration 46Q: 3 clusters Score -304688 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -304687.875000 Penalty: 3864.390381 Iteration 47Q: 3 clusters Score -304687.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -304687.875000 Penalty: 3864.390381 Iteration 48F: 3 clusters Score -304687.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (107774 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107774 members Entering Unmasked Estep Score: -13772082.000000 Penalty: 2873.772217 Iteration 0F: 2 clusters Score -1.377208e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53992 members Mstep: Class 2 contains 53782 members Entering Unmasked Estep Score: -13699910.000000 Penalty: 5747.544434 Iteration 0F: 3 clusters Score -1.369991e+07 nChanged 51064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54442 members Mstep: Class 2 contains 53332 members Entering Unmasked Estep Score: -13729452.000000 Penalty: 5747.544434 Iteration 1F: 3 clusters Score -1.372945e+07 nChanged 3602 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54834 members Mstep: Class 2 contains 52940 members Entering Unmasked Estep Score: -13730394.000000 Penalty: 5747.544434 Iteration 2Q: 3 clusters Score -1.373039e+07 nChanged 3746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55454 members Mstep: Class 2 contains 52320 members Entering Unmasked Estep Score: -13731473.000000 Penalty: 5747.544434 Iteration 3Q: 3 clusters Score -1.373147e+07 nChanged 3709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56447 members Mstep: Class 2 contains 51327 members Entering Unmasked Estep Score: -13732437.000000 Penalty: 5747.544434 Iteration 4Q: 3 clusters Score -1.373244e+07 nChanged 3907 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57858 members Mstep: Class 2 contains 49916 members Entering Unmasked Estep Score: -13733765.000000 Penalty: 5747.544434 Iteration 5Q: 3 clusters Score -1.373376e+07 nChanged 4111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60015 members Mstep: Class 2 contains 47759 members Entering Unmasked Estep Score: -13735205.000000 Penalty: 5747.544434 Iteration 6Q: 3 clusters Score -1.37352e+07 nChanged 4607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63202 members Mstep: Class 2 contains 44572 members Entering Unmasked Estep Score: -13737096.000000 Penalty: 5747.544434 Iteration 7Q: 3 clusters Score -1.37371e+07 nChanged 5342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67558 members Mstep: Class 2 contains 40216 members Entering Unmasked Estep Score: -13740018.000000 Penalty: 5747.544434 Iteration 8Q: 3 clusters Score -1.374002e+07 nChanged 6253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73167 members Mstep: Class 2 contains 34607 members Entering Unmasked Estep Score: -13743901.000000 Penalty: 5747.544434 Iteration 9F: 3 clusters Score -1.37439e+07 nChanged 6770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79451 members Mstep: Class 2 contains 28323 members Entering Unmasked Estep Score: -13748954.000000 Penalty: 5747.544434 Iteration 10F: 3 clusters Score -1.374895e+07 nChanged 6585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85610 members Mstep: Class 2 contains 22164 members Entering Unmasked Estep Score: -13754201.000000 Penalty: 5747.544434 Iteration 11F: 3 clusters Score -1.37542e+07 nChanged 5488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90676 members Mstep: Class 2 contains 17098 members Entering Unmasked Estep Score: -13758383.000000 Penalty: 5747.544434 Iteration 12F: 3 clusters Score -1.375838e+07 nChanged 4170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94512 members Mstep: Class 2 contains 13262 members Entering Unmasked Estep Score: -13761343.000000 Penalty: 5747.544434 Iteration 13Q: 3 clusters Score -1.376134e+07 nChanged 3109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97423 members Mstep: Class 2 contains 10351 members Entering Unmasked Estep Score: -13763491.000000 Penalty: 5747.544434 Iteration 14Q: 3 clusters Score -1.376349e+07 nChanged 2343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99672 members Mstep: Class 2 contains 8102 members Entering Unmasked Estep Score: -13764973.000000 Penalty: 5747.544434 Iteration 15Q: 3 clusters Score -1.376497e+07 nChanged 1830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101462 members Mstep: Class 2 contains 6312 members Entering Unmasked Estep Score: -13766020.000000 Penalty: 5747.544434 Iteration 16Q: 3 clusters Score -1.376602e+07 nChanged 1451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102899 members Mstep: Class 2 contains 4875 members Entering Unmasked Estep Score: -13766924.000000 Penalty: 5747.544434 Iteration 17Q: 3 clusters Score -1.376692e+07 nChanged 1164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104061 members Mstep: Class 2 contains 3713 members Entering Unmasked Estep Score: -13767604.000000 Penalty: 5747.544434 Iteration 18Q: 3 clusters Score -1.37676e+07 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104963 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -13768149.000000 Penalty: 5747.544434 Iteration 19Q: 3 clusters Score -1.376815e+07 nChanged 659 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105620 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -13768543.000000 Penalty: 5747.544434 Iteration 20F: 3 clusters Score -1.376854e+07 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106120 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -13768807.000000 Penalty: 5747.544434 Iteration 21Q: 3 clusters Score -1.376881e+07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106467 members Mstep: Class 2 contains 1307 members Entering Unmasked Estep Score: -13769017.000000 Penalty: 5747.544434 Iteration 22Q: 3 clusters Score -1.376902e+07 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106712 members Mstep: Class 2 contains 1062 members Entering Unmasked Estep Score: -13769205.000000 Penalty: 5747.544434 Iteration 23Q: 3 clusters Score -1.37692e+07 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106870 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -13769301.000000 Penalty: 5747.544434 Iteration 24Q: 3 clusters Score -1.37693e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106988 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -13769410.000000 Penalty: 5747.544434 Iteration 25Q: 3 clusters Score -1.376941e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107065 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -13769467.000000 Penalty: 5747.544434 Iteration 26Q: 3 clusters Score -1.376947e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107115 members Mstep: Class 2 contains 659 members Entering Unmasked Estep Score: -13769504.000000 Penalty: 5747.544434 Iteration 27Q: 3 clusters Score -1.37695e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107147 members Mstep: Class 2 contains 627 members Entering Unmasked Estep Score: -13769520.000000 Penalty: 5747.544434 Iteration 28Q: 3 clusters Score -1.376952e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107161 members Mstep: Class 2 contains 613 members Entering Unmasked Estep Score: -13769535.000000 Penalty: 5747.544434 Iteration 29Q: 3 clusters Score -1.376954e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107178 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -13769561.000000 Penalty: 5747.544434 Iteration 30Q: 3 clusters Score -1.376956e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107189 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -13769578.000000 Penalty: 5747.544434 Iteration 31Q: 3 clusters Score -1.376958e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107198 members Mstep: Class 2 contains 576 members Entering Unmasked Estep Score: -13769577.000000 Penalty: 5747.544434 Iteration 32Q: 3 clusters Score -1.376958e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107208 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -13769593.000000 Penalty: 5747.544434 Iteration 33Q: 3 clusters Score -1.376959e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107214 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -13769584.000000 Penalty: 5747.544434 Iteration 34Q: 3 clusters Score -1.376958e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107219 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -13769594.000000 Penalty: 5747.544434 Iteration 35Q: 3 clusters Score -1.376959e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107223 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -13769604.000000 Penalty: 5747.544434 Iteration 36Q: 3 clusters Score -1.37696e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107227 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -13769596.000000 Penalty: 5747.544434 Iteration 37Q: 3 clusters Score -1.37696e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107229 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -13769606.000000 Penalty: 5747.544434 Iteration 38Q: 3 clusters Score -1.376961e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107229 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -13769610.000000 Penalty: 5747.544434 Iteration 39Q: 3 clusters Score -1.376961e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107231 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -13769611.000000 Penalty: 5747.544434 Iteration 40F: 3 clusters Score -1.376961e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107231 members Mstep: Class 2 contains 543 members Entering Unmasked Estep Score: -13769610.000000 Penalty: 5747.544434 Iteration 41Q: 3 clusters Score -1.376961e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107232 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -13769602.000000 Penalty: 5747.544434 Iteration 42Q: 3 clusters Score -1.37696e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107234 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -13769605.000000 Penalty: 5747.544434 Iteration 43Q: 3 clusters Score -1.37696e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107235 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -13769607.000000 Penalty: 5747.544434 Iteration 44Q: 3 clusters Score -1.376961e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107237 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -13769614.000000 Penalty: 5747.544434 Iteration 45Q: 3 clusters Score -1.376961e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107240 members Mstep: Class 2 contains 534 members Entering Unmasked Estep Score: -13769609.000000 Penalty: 5747.544434 Iteration 46Q: 3 clusters Score -1.376961e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107242 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -13769613.000000 Penalty: 5747.544434 Iteration 47Q: 3 clusters Score -1.376961e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107245 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -13769605.000000 Penalty: 5747.544434 Iteration 48Q: 3 clusters Score -1.37696e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107245 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -13769610.000000 Penalty: 5747.544434 Iteration 49Q: 3 clusters Score -1.376961e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107246 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -13769609.000000 Penalty: 5747.544434 Iteration 50Q: 3 clusters Score -1.376961e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107246 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -13769609.000000 Penalty: 5747.544434 Iteration 51F: 3 clusters Score -1.376961e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (25301 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25301 members Entering Unmasked Estep Score: -3241247.500000 Penalty: 2514.372559 Iteration 0F: 2 clusters Score -3241248 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12693 members Mstep: Class 2 contains 12608 members Entering Unmasked Estep Score: -3223819.500000 Penalty: 5028.745117 Iteration 0F: 3 clusters Score -3223820 nChanged 11312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12657 members Mstep: Class 2 contains 12644 members Entering Unmasked Estep Score: -3230263.250000 Penalty: 5028.745117 Iteration 1F: 3 clusters Score -3230263 nChanged 1488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12601 members Mstep: Class 2 contains 12700 members Entering Unmasked Estep Score: -3230901.250000 Penalty: 5028.745117 Iteration 2F: 3 clusters Score -3230901 nChanged 1301 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12492 members Mstep: Class 2 contains 12809 members Entering Unmasked Estep Score: -3231453.250000 Penalty: 5028.745117 Iteration 3F: 3 clusters Score -3231453 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12394 members Mstep: Class 2 contains 12907 members Entering Unmasked Estep Score: -3231953.750000 Penalty: 5028.745117 Iteration 4Q: 3 clusters Score -3231954 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12260 members Mstep: Class 2 contains 13041 members Entering Unmasked Estep Score: -3232398.750000 Penalty: 5028.745117 Iteration 5Q: 3 clusters Score -3232399 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12051 members Mstep: Class 2 contains 13250 members Entering Unmasked Estep Score: -3232767.500000 Penalty: 5028.745117 Iteration 6Q: 3 clusters Score -3232768 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11805 members Mstep: Class 2 contains 13496 members Entering Unmasked Estep Score: -3233192.250000 Penalty: 5028.745117 Iteration 7Q: 3 clusters Score -3233192 nChanged 1019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11498 members Mstep: Class 2 contains 13803 members Entering Unmasked Estep Score: -3233697.000000 Penalty: 5028.745117 Iteration 8Q: 3 clusters Score -3233697 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11165 members Mstep: Class 2 contains 14136 members Entering Unmasked Estep Score: -3234300.500000 Penalty: 5028.745117 Iteration 9Q: 3 clusters Score -3234300 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10795 members Mstep: Class 2 contains 14506 members Entering Unmasked Estep Score: -3234979.500000 Penalty: 5028.745117 Iteration 10Q: 3 clusters Score -3234980 nChanged 1051 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10488 members Mstep: Class 2 contains 14813 members Entering Unmasked Estep Score: -3235603.750000 Penalty: 5028.745117 Iteration 11Q: 3 clusters Score -3235604 nChanged 889 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10187 members Mstep: Class 2 contains 15114 members Entering Unmasked Estep Score: -3235990.250000 Penalty: 5028.745117 Iteration 12Q: 3 clusters Score -3235990 nChanged 671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9906 members Mstep: Class 2 contains 15395 members Entering Unmasked Estep Score: -3236233.250000 Penalty: 5028.745117 Iteration 13Q: 3 clusters Score -3236233 nChanged 457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9649 members Mstep: Class 2 contains 15652 members Entering Unmasked Estep Score: -3236377.000000 Penalty: 5028.745117 Iteration 14Q: 3 clusters Score -3236377 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9411 members Mstep: Class 2 contains 15890 members Entering Unmasked Estep Score: -3236452.250000 Penalty: 5028.745117 Iteration 15Q: 3 clusters Score -3236452 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9170 members Mstep: Class 2 contains 16131 members Entering Unmasked Estep Score: -3236525.250000 Penalty: 5028.745117 Iteration 16Q: 3 clusters Score -3236525 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8944 members Mstep: Class 2 contains 16357 members Entering Unmasked Estep Score: -3236592.500000 Penalty: 5028.745117 Iteration 17Q: 3 clusters Score -3236592 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8724 members Mstep: Class 2 contains 16577 members Entering Unmasked Estep Score: -3236643.750000 Penalty: 5028.745117 Iteration 18Q: 3 clusters Score -3236644 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8498 members Mstep: Class 2 contains 16803 members Entering Unmasked Estep Score: -3236707.000000 Penalty: 5028.745117 Iteration 19Q: 3 clusters Score -3236707 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8270 members Mstep: Class 2 contains 17031 members Entering Unmasked Estep Score: -3236759.750000 Penalty: 5028.745117 Iteration 20F: 3 clusters Score -3236760 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8050 members Mstep: Class 2 contains 17251 members Entering Unmasked Estep Score: -3236824.750000 Penalty: 5028.745117 Iteration 21Q: 3 clusters Score -3236825 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7815 members Mstep: Class 2 contains 17486 members Entering Unmasked Estep Score: -3236882.000000 Penalty: 5028.745117 Iteration 22Q: 3 clusters Score -3236882 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 17735 members Entering Unmasked Estep Score: -3236944.000000 Penalty: 5028.745117 Iteration 23Q: 3 clusters Score -3236944 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7310 members Mstep: Class 2 contains 17991 members Entering Unmasked Estep Score: -3237011.750000 Penalty: 5028.745117 Iteration 24Q: 3 clusters Score -3237012 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7025 members Mstep: Class 2 contains 18276 members Entering Unmasked Estep Score: -3237100.250000 Penalty: 5028.745117 Iteration 25Q: 3 clusters Score -3237100 nChanged 289 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6738 members Mstep: Class 2 contains 18563 members Entering Unmasked Estep Score: -3237194.000000 Penalty: 5028.745117 Iteration 26Q: 3 clusters Score -3237194 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6443 members Mstep: Class 2 contains 18858 members Entering Unmasked Estep Score: -3237289.000000 Penalty: 5028.745117 Iteration 27Q: 3 clusters Score -3237289 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6129 members Mstep: Class 2 contains 19172 members Entering Unmasked Estep Score: -3237412.500000 Penalty: 5028.745117 Iteration 28Q: 3 clusters Score -3237412 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5794 members Mstep: Class 2 contains 19507 members Entering Unmasked Estep Score: -3237532.250000 Penalty: 5028.745117 Iteration 29Q: 3 clusters Score -3237532 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5452 members Mstep: Class 2 contains 19849 members Entering Unmasked Estep Score: -3237677.500000 Penalty: 5028.745117 Iteration 30Q: 3 clusters Score -3237678 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5109 members Mstep: Class 2 contains 20192 members Entering Unmasked Estep Score: -3237832.000000 Penalty: 5028.745117 Iteration 31Q: 3 clusters Score -3237832 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4728 members Mstep: Class 2 contains 20573 members Entering Unmasked Estep Score: -3238021.250000 Penalty: 5028.745117 Iteration 32Q: 3 clusters Score -3238021 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 20958 members Entering Unmasked Estep Score: -3238218.750000 Penalty: 5028.745117 Iteration 33Q: 3 clusters Score -3238219 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 21311 members Entering Unmasked Estep Score: -3238412.500000 Penalty: 5028.745117 Iteration 34Q: 3 clusters Score -3238412 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3649 members Mstep: Class 2 contains 21652 members Entering Unmasked Estep Score: -3238604.250000 Penalty: 5028.745117 Iteration 35Q: 3 clusters Score -3238604 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 21947 members Entering Unmasked Estep Score: -3238754.000000 Penalty: 5028.745117 Iteration 36Q: 3 clusters Score -3238754 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3072 members Mstep: Class 2 contains 22229 members Entering Unmasked Estep Score: -3238920.500000 Penalty: 5028.745117 Iteration 37Q: 3 clusters Score -3238920 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 22458 members Entering Unmasked Estep Score: -3239043.500000 Penalty: 5028.745117 Iteration 38Q: 3 clusters Score -3239044 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 22667 members Entering Unmasked Estep Score: -3239176.750000 Penalty: 5028.745117 Iteration 39Q: 3 clusters Score -3239177 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2443 members Mstep: Class 2 contains 22858 members Entering Unmasked Estep Score: -3239281.250000 Penalty: 5028.745117 Iteration 40F: 3 clusters Score -3239281 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 23030 members Entering Unmasked Estep Score: -3239354.000000 Penalty: 5028.745117 Iteration 41Q: 3 clusters Score -3239354 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2128 members Mstep: Class 2 contains 23173 members Entering Unmasked Estep Score: -3239419.500000 Penalty: 5028.745117 Iteration 42Q: 3 clusters Score -3239420 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 23300 members Entering Unmasked Estep Score: -3239488.750000 Penalty: 5028.745117 Iteration 43Q: 3 clusters Score -3239489 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 23403 members Entering Unmasked Estep Score: -3239534.250000 Penalty: 5028.745117 Iteration 44Q: 3 clusters Score -3239534 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 23495 members Entering Unmasked Estep Score: -3239574.000000 Penalty: 5028.745117 Iteration 45Q: 3 clusters Score -3239574 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 23576 members Entering Unmasked Estep Score: -3239613.000000 Penalty: 5028.745117 Iteration 46Q: 3 clusters Score -3239613 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 23646 members Entering Unmasked Estep Score: -3239641.500000 Penalty: 5028.745117 Iteration 47Q: 3 clusters Score -3239642 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1595 members Mstep: Class 2 contains 23706 members Entering Unmasked Estep Score: -3239661.500000 Penalty: 5028.745117 Iteration 48Q: 3 clusters Score -3239662 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 23774 members Entering Unmasked Estep Score: -3239696.250000 Penalty: 5028.745117 Iteration 49Q: 3 clusters Score -3239696 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 23829 members Entering Unmasked Estep Score: -3239718.000000 Penalty: 5028.745117 Iteration 50Q: 3 clusters Score -3239718 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 23873 members Entering Unmasked Estep Score: -3239736.750000 Penalty: 5028.745117 Iteration 51Q: 3 clusters Score -3239737 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 23917 members Entering Unmasked Estep Score: -3239748.250000 Penalty: 5028.745117 Iteration 52Q: 3 clusters Score -3239748 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 23954 members Entering Unmasked Estep Score: -3239760.500000 Penalty: 5028.745117 Iteration 53Q: 3 clusters Score -3239760 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 23990 members Entering Unmasked Estep Score: -3239779.000000 Penalty: 5028.745117 Iteration 54Q: 3 clusters Score -3239779 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 24023 members Entering Unmasked Estep Score: -3239792.000000 Penalty: 5028.745117 Iteration 55Q: 3 clusters Score -3239792 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 24051 members Entering Unmasked Estep Score: -3239807.750000 Penalty: 5028.745117 Iteration 56Q: 3 clusters Score -3239808 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 24070 members Entering Unmasked Estep Score: -3239810.750000 Penalty: 5028.745117 Iteration 57Q: 3 clusters Score -3239811 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 24078 members Entering Unmasked Estep Score: -3239817.500000 Penalty: 5028.745117 Iteration 58Q: 3 clusters Score -3239818 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 24087 members Entering Unmasked Estep Score: -3239820.750000 Penalty: 5028.745117 Iteration 59Q: 3 clusters Score -3239821 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 24097 members Entering Unmasked Estep Score: -3239824.750000 Penalty: 5028.745117 Iteration 60F: 3 clusters Score -3239825 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1192 members Mstep: Class 2 contains 24109 members Entering Unmasked Estep Score: -3239825.250000 Penalty: 5028.745117 Iteration 61Q: 3 clusters Score -3239825 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 24121 members Entering Unmasked Estep Score: -3239830.500000 Penalty: 5028.745117 Iteration 62Q: 3 clusters Score -3239830 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 24125 members Entering Unmasked Estep Score: -3239836.250000 Penalty: 5028.745117 Iteration 63Q: 3 clusters Score -3239836 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 24129 members Entering Unmasked Estep Score: -3239838.750000 Penalty: 5028.745117 Iteration 64Q: 3 clusters Score -3239839 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 24133 members Entering Unmasked Estep Score: -3239843.750000 Penalty: 5028.745117 Iteration 65Q: 3 clusters Score -3239844 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 24135 members Entering Unmasked Estep Score: -3239846.250000 Penalty: 5028.745117 Iteration 66Q: 3 clusters Score -3239846 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 24139 members Entering Unmasked Estep Score: -3239840.000000 Penalty: 5028.745117 Iteration 67Q: 3 clusters Score -3239840 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 24144 members Entering Unmasked Estep Score: -3239837.000000 Penalty: 5028.745117 Iteration 68Q: 3 clusters Score -3239837 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 24148 members Entering Unmasked Estep Score: -3239839.000000 Penalty: 5028.745117 Iteration 69Q: 3 clusters Score -3239839 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 24151 members Entering Unmasked Estep Score: -3239841.250000 Penalty: 5028.745117 Iteration 70Q: 3 clusters Score -3239841 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 24153 members Entering Unmasked Estep Score: -3239837.750000 Penalty: 5028.745117 Iteration 71Q: 3 clusters Score -3239838 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 24154 members Entering Unmasked Estep Score: -3239841.000000 Penalty: 5028.745117 Iteration 72Q: 3 clusters Score -3239841 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 24155 members Entering Unmasked Estep Score: -3239843.250000 Penalty: 5028.745117 Iteration 73Q: 3 clusters Score -3239843 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 24155 members Entering Unmasked Estep Score: -3239843.250000 Penalty: 5028.745117 Iteration 74F: 3 clusters Score -3239843 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20174 members Mstep: Class 2 contains 367 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4964 members Mstep: Class 5 contains 18500 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 42668 members Mstep: Class 9 contains 2050 members Mstep: Class 10 contains 7590 members Mstep: Class 11 contains 816 members Mstep: Class 12 contains 698 members Mstep: Class 13 contains 158750 members Mstep: Class 15 contains 3026 members Mstep: Class 16 contains 20826 members Mstep: Class 17 contains 24988 members Mstep: Class 18 contains 2419 members Mstep: Class 20 contains 107774 members Mstep: Class 21 contains 25301 members Entering Unmasked Estep ConsiderDeletion Score: -55706232.000000 Penalty: 70965.648438 Iteration 79Q: 23 clusters Score -5.570623e+07 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20171 members Mstep: Class 2 contains 368 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4970 members Mstep: Class 5 contains 18530 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 42543 members Mstep: Class 9 contains 2047 members Mstep: Class 10 contains 7589 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 698 members Mstep: Class 13 contains 159094 members Mstep: Class 14 contains 498 members Mstep: Class 15 contains 3025 members Mstep: Class 16 contains 20727 members Mstep: Class 17 contains 24999 members Mstep: Class 18 contains 2422 members Mstep: Class 19 contains 1536 members Mstep: Class 20 contains 107622 members Mstep: Class 21 contains 25297 members Mstep: Class 22 contains 688 members Entering Unmasked Estep ConsiderDeletion Score: -55706672.000000 Penalty: 70965.648438 Iteration 80F: 23 clusters Score -5.570667e+07 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20164 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4969 members Mstep: Class 5 contains 18559 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 42451 members Mstep: Class 9 contains 2046 members Mstep: Class 10 contains 7590 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 696 members Mstep: Class 13 contains 159362 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3024 members Mstep: Class 16 contains 20545 members Mstep: Class 17 contains 25001 members Mstep: Class 18 contains 2421 members Mstep: Class 19 contains 1673 members Mstep: Class 20 contains 107479 members Mstep: Class 21 contains 25291 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55706852.000000 Penalty: 70965.648438 Iteration 81Q: 23 clusters Score -5.570685e+07 nChanged 637 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20159 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4970 members Mstep: Class 5 contains 18601 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 42392 members Mstep: Class 9 contains 2049 members Mstep: Class 10 contains 7586 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 695 members Mstep: Class 13 contains 159618 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3024 members Mstep: Class 16 contains 20393 members Mstep: Class 17 contains 24999 members Mstep: Class 18 contains 2421 members Mstep: Class 19 contains 1727 members Mstep: Class 20 contains 107346 members Mstep: Class 21 contains 25289 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55706992.000000 Penalty: 70965.648438 Iteration 82Q: 23 clusters Score -5.570699e+07 nChanged 523 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20153 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4971 members Mstep: Class 5 contains 18640 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 876 members Mstep: Class 8 contains 42359 members Mstep: Class 9 contains 2061 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 694 members Mstep: Class 13 contains 159847 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3025 members Mstep: Class 16 contains 20283 members Mstep: Class 17 contains 24996 members Mstep: Class 18 contains 2422 members Mstep: Class 19 contains 1756 members Mstep: Class 20 contains 107191 members Mstep: Class 21 contains 25288 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707088.000000 Penalty: 70965.648438 Iteration 83Q: 23 clusters Score -5.570709e+07 nChanged 418 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20147 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4972 members Mstep: Class 5 contains 18673 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 875 members Mstep: Class 8 contains 42333 members Mstep: Class 9 contains 2074 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 694 members Mstep: Class 13 contains 160054 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3025 members Mstep: Class 16 contains 20170 members Mstep: Class 17 contains 24997 members Mstep: Class 18 contains 2422 members Mstep: Class 19 contains 1773 members Mstep: Class 20 contains 107061 members Mstep: Class 21 contains 25291 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707064.000000 Penalty: 70965.648438 Iteration 84Q: 23 clusters Score -5.570706e+07 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20140 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4972 members Mstep: Class 5 contains 18704 members Mstep: Class 6 contains 783 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 42303 members Mstep: Class 9 contains 2078 members Mstep: Class 10 contains 7580 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 695 members Mstep: Class 13 contains 160242 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3024 members Mstep: Class 16 contains 20072 members Mstep: Class 17 contains 24995 members Mstep: Class 18 contains 2423 members Mstep: Class 19 contains 1775 members Mstep: Class 20 contains 106969 members Mstep: Class 21 contains 25297 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55706916.000000 Penalty: 70965.648438 Iteration 85Q: 23 clusters Score -5.570692e+07 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20136 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4972 members Mstep: Class 5 contains 18722 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 873 members Mstep: Class 8 contains 42270 members Mstep: Class 9 contains 2083 members Mstep: Class 10 contains 7579 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 695 members Mstep: Class 13 contains 160441 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3026 members Mstep: Class 16 contains 19974 members Mstep: Class 17 contains 24993 members Mstep: Class 18 contains 2425 members Mstep: Class 19 contains 1776 members Mstep: Class 20 contains 106882 members Mstep: Class 21 contains 25297 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55706980.000000 Penalty: 70965.648438 Iteration 86Q: 23 clusters Score -5.570698e+07 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20130 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4971 members Mstep: Class 5 contains 18736 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 872 members Mstep: Class 8 contains 42251 members Mstep: Class 9 contains 2089 members Mstep: Class 10 contains 7578 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 695 members Mstep: Class 13 contains 160633 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3027 members Mstep: Class 16 contains 19892 members Mstep: Class 17 contains 24992 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1776 members Mstep: Class 20 contains 106783 members Mstep: Class 21 contains 25293 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707084.000000 Penalty: 70965.648438 Iteration 87Q: 23 clusters Score -5.570708e+07 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20125 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4971 members Mstep: Class 5 contains 18754 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 872 members Mstep: Class 8 contains 42232 members Mstep: Class 9 contains 2092 members Mstep: Class 10 contains 7580 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 695 members Mstep: Class 13 contains 160790 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3029 members Mstep: Class 16 contains 19812 members Mstep: Class 17 contains 24992 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1777 members Mstep: Class 20 contains 106699 members Mstep: Class 21 contains 25297 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707044.000000 Penalty: 70965.648438 Iteration 88Q: 23 clusters Score -5.570704e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20119 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4971 members Mstep: Class 5 contains 18770 members Mstep: Class 6 contains 783 members Mstep: Class 7 contains 872 members Mstep: Class 8 contains 42226 members Mstep: Class 9 contains 2093 members Mstep: Class 10 contains 7582 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 695 members Mstep: Class 13 contains 160929 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3029 members Mstep: Class 16 contains 19753 members Mstep: Class 17 contains 24992 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1779 members Mstep: Class 20 contains 106610 members Mstep: Class 21 contains 25296 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55706984.000000 Penalty: 70965.648438 Iteration 89Q: 23 clusters Score -5.570698e+07 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20113 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4972 members Mstep: Class 5 contains 18791 members Mstep: Class 6 contains 784 members Mstep: Class 7 contains 872 members Mstep: Class 8 contains 42214 members Mstep: Class 9 contains 2095 members Mstep: Class 10 contains 7582 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 695 members Mstep: Class 13 contains 161060 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3028 members Mstep: Class 16 contains 19687 members Mstep: Class 17 contains 24992 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1782 members Mstep: Class 20 contains 106535 members Mstep: Class 21 contains 25297 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55706968.000000 Penalty: 70965.648438 Iteration 90Q: 23 clusters Score -5.570697e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20110 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4972 members Mstep: Class 5 contains 18820 members Mstep: Class 6 contains 784 members Mstep: Class 7 contains 872 members Mstep: Class 8 contains 42204 members Mstep: Class 9 contains 2097 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 695 members Mstep: Class 13 contains 161183 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3028 members Mstep: Class 16 contains 19624 members Mstep: Class 17 contains 24992 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1782 members Mstep: Class 20 contains 106459 members Mstep: Class 21 contains 25294 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55706932.000000 Penalty: 70965.648438 Iteration 91Q: 23 clusters Score -5.570693e+07 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20109 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4973 members Mstep: Class 5 contains 18845 members Mstep: Class 6 contains 784 members Mstep: Class 7 contains 872 members Mstep: Class 8 contains 42190 members Mstep: Class 9 contains 2101 members Mstep: Class 10 contains 7584 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 695 members Mstep: Class 13 contains 161340 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3027 members Mstep: Class 16 contains 19558 members Mstep: Class 17 contains 24992 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1782 members Mstep: Class 20 contains 106355 members Mstep: Class 21 contains 25292 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707000.000000 Penalty: 70965.648438 Iteration 92Q: 23 clusters Score -5.5707e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20106 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4974 members Mstep: Class 5 contains 18867 members Mstep: Class 6 contains 784 members Mstep: Class 7 contains 872 members Mstep: Class 8 contains 42171 members Mstep: Class 9 contains 2107 members Mstep: Class 10 contains 7584 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 695 members Mstep: Class 13 contains 161473 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3026 members Mstep: Class 16 contains 19517 members Mstep: Class 17 contains 24991 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1782 members Mstep: Class 20 contains 106262 members Mstep: Class 21 contains 25288 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707044.000000 Penalty: 70965.648438 Iteration 93Q: 23 clusters Score -5.570704e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20104 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4974 members Mstep: Class 5 contains 18885 members Mstep: Class 6 contains 784 members Mstep: Class 7 contains 872 members Mstep: Class 8 contains 42153 members Mstep: Class 9 contains 2113 members Mstep: Class 10 contains 7584 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 695 members Mstep: Class 13 contains 161593 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3027 members Mstep: Class 16 contains 19477 members Mstep: Class 17 contains 24992 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1782 members Mstep: Class 20 contains 106178 members Mstep: Class 21 contains 25286 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55706992.000000 Penalty: 70965.648438 Iteration 94Q: 23 clusters Score -5.570699e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20105 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4974 members Mstep: Class 5 contains 18894 members Mstep: Class 6 contains 784 members Mstep: Class 7 contains 872 members Mstep: Class 8 contains 42140 members Mstep: Class 9 contains 2116 members Mstep: Class 10 contains 7584 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 695 members Mstep: Class 13 contains 161691 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3028 members Mstep: Class 16 contains 19433 members Mstep: Class 17 contains 24993 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1781 members Mstep: Class 20 contains 106125 members Mstep: Class 21 contains 25284 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55706956.000000 Penalty: 70965.648438 Iteration 95Q: 23 clusters Score -5.570696e+07 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20104 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4976 members Mstep: Class 5 contains 18901 members Mstep: Class 6 contains 784 members Mstep: Class 7 contains 872 members Mstep: Class 8 contains 42123 members Mstep: Class 9 contains 2118 members Mstep: Class 10 contains 7584 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 695 members Mstep: Class 13 contains 161773 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3029 members Mstep: Class 16 contains 19413 members Mstep: Class 17 contains 24993 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1781 members Mstep: Class 20 contains 106071 members Mstep: Class 21 contains 25282 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707032.000000 Penalty: 70965.648438 Iteration 96Q: 23 clusters Score -5.570703e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20097 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4976 members Mstep: Class 5 contains 18910 members Mstep: Class 6 contains 784 members Mstep: Class 7 contains 872 members Mstep: Class 8 contains 42114 members Mstep: Class 9 contains 2119 members Mstep: Class 10 contains 7584 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 695 members Mstep: Class 13 contains 161854 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3029 members Mstep: Class 16 contains 19384 members Mstep: Class 17 contains 24993 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1781 members Mstep: Class 20 contains 106028 members Mstep: Class 21 contains 25279 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707000.000000 Penalty: 70965.648438 Iteration 97Q: 23 clusters Score -5.5707e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20092 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4977 members Mstep: Class 5 contains 18921 members Mstep: Class 6 contains 784 members Mstep: Class 7 contains 872 members Mstep: Class 8 contains 42112 members Mstep: Class 9 contains 2121 members Mstep: Class 10 contains 7585 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 695 members Mstep: Class 13 contains 161919 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3029 members Mstep: Class 16 contains 19343 members Mstep: Class 17 contains 24994 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1780 members Mstep: Class 20 contains 105998 members Mstep: Class 21 contains 25277 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707000.000000 Penalty: 70965.648438 Iteration 98Q: 23 clusters Score -5.5707e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20094 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4978 members Mstep: Class 5 contains 18934 members Mstep: Class 6 contains 784 members Mstep: Class 7 contains 872 members Mstep: Class 8 contains 42104 members Mstep: Class 9 contains 2121 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 695 members Mstep: Class 13 contains 161975 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3029 members Mstep: Class 16 contains 19313 members Mstep: Class 17 contains 24994 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1781 members Mstep: Class 20 contains 105964 members Mstep: Class 21 contains 25278 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55706972.000000 Penalty: 70965.648438 Iteration 99Q: 23 clusters Score -5.570697e+07 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20094 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4978 members Mstep: Class 5 contains 18941 members Mstep: Class 6 contains 784 members Mstep: Class 7 contains 872 members Mstep: Class 8 contains 42101 members Mstep: Class 9 contains 2121 members Mstep: Class 10 contains 7582 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 695 members Mstep: Class 13 contains 162031 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3029 members Mstep: Class 16 contains 19283 members Mstep: Class 17 contains 24996 members Mstep: Class 18 contains 2428 members Mstep: Class 19 contains 1783 members Mstep: Class 20 contains 105929 members Mstep: Class 21 contains 25279 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707008.000000 Penalty: 70965.648438 Iteration 100F: 23 clusters Score -5.570701e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20093 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4978 members Mstep: Class 5 contains 18952 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 872 members Mstep: Class 8 contains 42100 members Mstep: Class 9 contains 2121 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 695 members Mstep: Class 13 contains 162074 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3030 members Mstep: Class 16 contains 19253 members Mstep: Class 17 contains 24996 members Mstep: Class 18 contains 2428 members Mstep: Class 19 contains 1784 members Mstep: Class 20 contains 105904 members Mstep: Class 21 contains 25278 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707008.000000 Penalty: 70965.648438 Iteration 101Q: 23 clusters Score -5.570701e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20089 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4978 members Mstep: Class 5 contains 18964 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 872 members Mstep: Class 8 contains 42098 members Mstep: Class 9 contains 2122 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 695 members Mstep: Class 13 contains 162114 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3030 members Mstep: Class 16 contains 19224 members Mstep: Class 17 contains 24997 members Mstep: Class 18 contains 2428 members Mstep: Class 19 contains 1785 members Mstep: Class 20 contains 105884 members Mstep: Class 21 contains 25278 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707020.000000 Penalty: 70965.648438 Iteration 102Q: 23 clusters Score -5.570702e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20086 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4978 members Mstep: Class 5 contains 18973 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 872 members Mstep: Class 8 contains 42097 members Mstep: Class 9 contains 2122 members Mstep: Class 10 contains 7582 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 695 members Mstep: Class 13 contains 162164 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3030 members Mstep: Class 16 contains 19190 members Mstep: Class 17 contains 24998 members Mstep: Class 18 contains 2428 members Mstep: Class 19 contains 1785 members Mstep: Class 20 contains 105863 members Mstep: Class 21 contains 25278 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707004.000000 Penalty: 70965.648438 Iteration 103Q: 23 clusters Score -5.5707e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20084 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4978 members Mstep: Class 5 contains 18985 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 872 members Mstep: Class 8 contains 42094 members Mstep: Class 9 contains 2124 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 694 members Mstep: Class 13 contains 162219 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3030 members Mstep: Class 16 contains 19146 members Mstep: Class 17 contains 25000 members Mstep: Class 18 contains 2428 members Mstep: Class 19 contains 1785 members Mstep: Class 20 contains 105838 members Mstep: Class 21 contains 25281 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707024.000000 Penalty: 70965.648438 Iteration 104Q: 23 clusters Score -5.570702e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20081 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4978 members Mstep: Class 5 contains 18997 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 872 members Mstep: Class 8 contains 42089 members Mstep: Class 9 contains 2127 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 694 members Mstep: Class 13 contains 162274 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3030 members Mstep: Class 16 contains 19106 members Mstep: Class 17 contains 25003 members Mstep: Class 18 contains 2428 members Mstep: Class 19 contains 1785 members Mstep: Class 20 contains 105813 members Mstep: Class 21 contains 25281 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55706944.000000 Penalty: 70965.648438 Iteration 105Q: 23 clusters Score -5.570694e+07 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20078 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4979 members Mstep: Class 5 contains 19006 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 873 members Mstep: Class 8 contains 42083 members Mstep: Class 9 contains 2129 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 694 members Mstep: Class 13 contains 162342 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3030 members Mstep: Class 16 contains 19060 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1785 members Mstep: Class 20 contains 105790 members Mstep: Class 21 contains 25279 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55706960.000000 Penalty: 70965.648438 Iteration 106Q: 23 clusters Score -5.570696e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20076 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4978 members Mstep: Class 5 contains 19018 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 873 members Mstep: Class 8 contains 42073 members Mstep: Class 9 contains 2132 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 694 members Mstep: Class 13 contains 162401 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3030 members Mstep: Class 16 contains 19022 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1785 members Mstep: Class 20 contains 105769 members Mstep: Class 21 contains 25277 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55706980.000000 Penalty: 70965.648438 Iteration 107Q: 23 clusters Score -5.570698e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20073 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4979 members Mstep: Class 5 contains 19029 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 873 members Mstep: Class 8 contains 42061 members Mstep: Class 9 contains 2134 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 694 members Mstep: Class 13 contains 162459 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3029 members Mstep: Class 16 contains 18990 members Mstep: Class 17 contains 25005 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1785 members Mstep: Class 20 contains 105747 members Mstep: Class 21 contains 25274 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55706968.000000 Penalty: 70965.648438 Iteration 108Q: 23 clusters Score -5.570697e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20068 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4980 members Mstep: Class 5 contains 19039 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 874 members Mstep: Class 8 contains 42055 members Mstep: Class 9 contains 2135 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 694 members Mstep: Class 13 contains 162517 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3030 members Mstep: Class 16 contains 18966 members Mstep: Class 17 contains 25005 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1786 members Mstep: Class 20 contains 105712 members Mstep: Class 21 contains 25271 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55706992.000000 Penalty: 70965.648438 Iteration 109Q: 23 clusters Score -5.570699e+07 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20065 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4980 members Mstep: Class 5 contains 19048 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 42052 members Mstep: Class 9 contains 2135 members Mstep: Class 10 contains 7585 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 694 members Mstep: Class 13 contains 162583 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3030 members Mstep: Class 16 contains 18933 members Mstep: Class 17 contains 25007 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1787 members Mstep: Class 20 contains 105670 members Mstep: Class 21 contains 25268 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707028.000000 Penalty: 70965.648438 Iteration 110Q: 23 clusters Score -5.570703e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20067 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4981 members Mstep: Class 5 contains 19057 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 42043 members Mstep: Class 9 contains 2135 members Mstep: Class 10 contains 7584 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 694 members Mstep: Class 13 contains 162658 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3029 members Mstep: Class 16 contains 18892 members Mstep: Class 17 contains 25007 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1789 members Mstep: Class 20 contains 105633 members Mstep: Class 21 contains 25267 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707036.000000 Penalty: 70965.648438 Iteration 111Q: 23 clusters Score -5.570704e+07 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20059 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4982 members Mstep: Class 5 contains 19065 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 42036 members Mstep: Class 9 contains 2137 members Mstep: Class 10 contains 7584 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 694 members Mstep: Class 13 contains 162731 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3028 members Mstep: Class 16 contains 18859 members Mstep: Class 17 contains 25007 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1790 members Mstep: Class 20 contains 105601 members Mstep: Class 21 contains 25263 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707040.000000 Penalty: 70965.648438 Iteration 112Q: 23 clusters Score -5.570704e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20051 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4984 members Mstep: Class 5 contains 19074 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 42026 members Mstep: Class 9 contains 2138 members Mstep: Class 10 contains 7585 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 162793 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3027 members Mstep: Class 16 contains 18830 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1790 members Mstep: Class 20 contains 105575 members Mstep: Class 21 contains 25260 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707152.000000 Penalty: 70965.648438 Iteration 113Q: 23 clusters Score -5.570715e+07 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20039 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4987 members Mstep: Class 5 contains 19082 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 42027 members Mstep: Class 9 contains 2137 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 162873 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3025 members Mstep: Class 16 contains 18796 members Mstep: Class 17 contains 25012 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1790 members Mstep: Class 20 contains 105535 members Mstep: Class 21 contains 25257 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707080.000000 Penalty: 70965.648438 Iteration 114Q: 23 clusters Score -5.570708e+07 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20029 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4989 members Mstep: Class 5 contains 19095 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 42025 members Mstep: Class 9 contains 2138 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 162939 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3025 members Mstep: Class 16 contains 18765 members Mstep: Class 17 contains 25012 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1790 members Mstep: Class 20 contains 105495 members Mstep: Class 21 contains 25258 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707140.000000 Penalty: 70965.648438 Iteration 115Q: 23 clusters Score -5.570714e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20020 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4989 members Mstep: Class 5 contains 19104 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 42025 members Mstep: Class 9 contains 2139 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 163014 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3025 members Mstep: Class 16 contains 18730 members Mstep: Class 17 contains 25011 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1790 members Mstep: Class 20 contains 105455 members Mstep: Class 21 contains 25258 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707144.000000 Penalty: 70965.648438 Iteration 116Q: 23 clusters Score -5.570714e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 20012 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19115 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 42025 members Mstep: Class 9 contains 2139 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 163093 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3025 members Mstep: Class 16 contains 18689 members Mstep: Class 17 contains 25011 members Mstep: Class 18 contains 2425 members Mstep: Class 19 contains 1790 members Mstep: Class 20 contains 105416 members Mstep: Class 21 contains 25255 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707148.000000 Penalty: 70965.648438 Iteration 117Q: 23 clusters Score -5.570715e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19126 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 42019 members Mstep: Class 9 contains 2139 members Mstep: Class 10 contains 7585 members Mstep: Class 11 contains 817 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 163171 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3025 members Mstep: Class 16 contains 18651 members Mstep: Class 17 contains 25011 members Mstep: Class 18 contains 2425 members Mstep: Class 19 contains 1791 members Mstep: Class 20 contains 105383 members Mstep: Class 21 contains 25255 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707220.000000 Penalty: 70965.648438 Iteration 118Q: 23 clusters Score -5.570722e+07 nChanged 104 Entering ConstructFrom: Score: -55707220.000000 Penalty: 70965.648438 Entering ConstructFrom: Trying to split cluster 1 (19988 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19988 members Entering Unmasked Estep Score: -2579084.750000 Penalty: 2455.916016 Iteration 0F: 2 clusters Score -2579085 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10018 members Mstep: Class 2 contains 9970 members Entering Unmasked Estep Score: -2565094.250000 Penalty: 4911.832031 Iteration 0F: 3 clusters Score -2565094 nChanged 8730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10166 members Mstep: Class 2 contains 9822 members Entering Unmasked Estep Score: -2569771.000000 Penalty: 4911.832031 Iteration 1F: 3 clusters Score -2569771 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10250 members Mstep: Class 2 contains 9738 members Entering Unmasked Estep Score: -2570284.000000 Penalty: 4911.832031 Iteration 2F: 3 clusters Score -2570284 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10364 members Mstep: Class 2 contains 9624 members Entering Unmasked Estep Score: -2570855.000000 Penalty: 4911.832031 Iteration 3F: 3 clusters Score -2570855 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10542 members Mstep: Class 2 contains 9446 members Entering Unmasked Estep Score: -2571575.000000 Penalty: 4911.832031 Iteration 4F: 3 clusters Score -2571575 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10820 members Mstep: Class 2 contains 9168 members Entering Unmasked Estep Score: -2572490.250000 Penalty: 4911.832031 Iteration 5F: 3 clusters Score -2572490 nChanged 1357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11251 members Mstep: Class 2 contains 8737 members Entering Unmasked Estep Score: -2573504.000000 Penalty: 4911.832031 Iteration 6F: 3 clusters Score -2573504 nChanged 1387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11864 members Mstep: Class 2 contains 8124 members Entering Unmasked Estep Score: -2574638.500000 Penalty: 4911.832031 Iteration 7F: 3 clusters Score -2574638 nChanged 1284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12544 members Mstep: Class 2 contains 7444 members Entering Unmasked Estep Score: -2575766.500000 Penalty: 4911.832031 Iteration 8F: 3 clusters Score -2575766 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13124 members Mstep: Class 2 contains 6864 members Entering Unmasked Estep Score: -2576806.000000 Penalty: 4911.832031 Iteration 9F: 3 clusters Score -2576806 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13532 members Mstep: Class 2 contains 6456 members Entering Unmasked Estep Score: -2577497.750000 Penalty: 4911.832031 Iteration 10Q: 3 clusters Score -2577498 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13847 members Mstep: Class 2 contains 6141 members Entering Unmasked Estep Score: -2577907.000000 Penalty: 4911.832031 Iteration 11Q: 3 clusters Score -2577907 nChanged 380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14105 members Mstep: Class 2 contains 5883 members Entering Unmasked Estep Score: -2578139.750000 Penalty: 4911.832031 Iteration 12Q: 3 clusters Score -2578140 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14287 members Mstep: Class 2 contains 5701 members Entering Unmasked Estep Score: -2578257.250000 Penalty: 4911.832031 Iteration 13Q: 3 clusters Score -2578257 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14403 members Mstep: Class 2 contains 5585 members Entering Unmasked Estep Score: -2578300.250000 Penalty: 4911.832031 Iteration 14Q: 3 clusters Score -2578300 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14490 members Mstep: Class 2 contains 5498 members Entering Unmasked Estep Score: -2578327.500000 Penalty: 4911.832031 Iteration 15Q: 3 clusters Score -2578328 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14554 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -2578344.250000 Penalty: 4911.832031 Iteration 16Q: 3 clusters Score -2578344 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14606 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -2578359.250000 Penalty: 4911.832031 Iteration 17Q: 3 clusters Score -2578359 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14639 members Mstep: Class 2 contains 5349 members Entering Unmasked Estep Score: -2578358.500000 Penalty: 4911.832031 Iteration 18Q: 3 clusters Score -2578358 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14665 members Mstep: Class 2 contains 5323 members Entering Unmasked Estep Score: -2578369.000000 Penalty: 4911.832031 Iteration 19Q: 3 clusters Score -2578369 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14681 members Mstep: Class 2 contains 5307 members Entering Unmasked Estep Score: -2578366.750000 Penalty: 4911.832031 Iteration 20F: 3 clusters Score -2578367 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14700 members Mstep: Class 2 contains 5288 members Entering Unmasked Estep Score: -2578370.000000 Penalty: 4911.832031 Iteration 21Q: 3 clusters Score -2578370 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14723 members Mstep: Class 2 contains 5265 members Entering Unmasked Estep Score: -2578364.250000 Penalty: 4911.832031 Iteration 22Q: 3 clusters Score -2578364 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14747 members Mstep: Class 2 contains 5241 members Entering Unmasked Estep Score: -2578376.500000 Penalty: 4911.832031 Iteration 23Q: 3 clusters Score -2578376 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14775 members Mstep: Class 2 contains 5213 members Entering Unmasked Estep Score: -2578375.750000 Penalty: 4911.832031 Iteration 24Q: 3 clusters Score -2578376 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14803 members Mstep: Class 2 contains 5185 members Entering Unmasked Estep Score: -2578375.750000 Penalty: 4911.832031 Iteration 25Q: 3 clusters Score -2578376 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14832 members Mstep: Class 2 contains 5156 members Entering Unmasked Estep Score: -2578371.250000 Penalty: 4911.832031 Iteration 26Q: 3 clusters Score -2578371 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14855 members Mstep: Class 2 contains 5133 members Entering Unmasked Estep Score: -2578386.250000 Penalty: 4911.832031 Iteration 27Q: 3 clusters Score -2578386 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14873 members Mstep: Class 2 contains 5115 members Entering Unmasked Estep Score: -2578385.250000 Penalty: 4911.832031 Iteration 28Q: 3 clusters Score -2578385 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14891 members Mstep: Class 2 contains 5097 members Entering Unmasked Estep Score: -2578392.750000 Penalty: 4911.832031 Iteration 29Q: 3 clusters Score -2578393 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14902 members Mstep: Class 2 contains 5086 members Entering Unmasked Estep Score: -2578395.250000 Penalty: 4911.832031 Iteration 30Q: 3 clusters Score -2578395 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14918 members Mstep: Class 2 contains 5070 members Entering Unmasked Estep Score: -2578394.000000 Penalty: 4911.832031 Iteration 31Q: 3 clusters Score -2578394 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14929 members Mstep: Class 2 contains 5059 members Entering Unmasked Estep Score: -2578388.500000 Penalty: 4911.832031 Iteration 32Q: 3 clusters Score -2578388 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14946 members Mstep: Class 2 contains 5042 members Entering Unmasked Estep Score: -2578394.250000 Penalty: 4911.832031 Iteration 33Q: 3 clusters Score -2578394 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14960 members Mstep: Class 2 contains 5028 members Entering Unmasked Estep Score: -2578398.750000 Penalty: 4911.832031 Iteration 34Q: 3 clusters Score -2578399 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14971 members Mstep: Class 2 contains 5017 members Entering Unmasked Estep Score: -2578400.500000 Penalty: 4911.832031 Iteration 35Q: 3 clusters Score -2578400 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14983 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -2578402.750000 Penalty: 4911.832031 Iteration 36Q: 3 clusters Score -2578403 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14995 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -2578402.500000 Penalty: 4911.832031 Iteration 37Q: 3 clusters Score -2578402 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15005 members Mstep: Class 2 contains 4983 members Entering Unmasked Estep Score: -2578403.000000 Penalty: 4911.832031 Iteration 38Q: 3 clusters Score -2578403 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15016 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -2578403.000000 Penalty: 4911.832031 Iteration 39Q: 3 clusters Score -2578403 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15029 members Mstep: Class 2 contains 4959 members Entering Unmasked Estep Score: -2578402.250000 Penalty: 4911.832031 Iteration 40F: 3 clusters Score -2578402 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15040 members Mstep: Class 2 contains 4948 members Entering Unmasked Estep Score: -2578401.750000 Penalty: 4911.832031 Iteration 41Q: 3 clusters Score -2578402 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15049 members Mstep: Class 2 contains 4939 members Entering Unmasked Estep Score: -2578408.250000 Penalty: 4911.832031 Iteration 42Q: 3 clusters Score -2578408 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15057 members Mstep: Class 2 contains 4931 members Entering Unmasked Estep Score: -2578404.250000 Penalty: 4911.832031 Iteration 43Q: 3 clusters Score -2578404 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15067 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -2578409.250000 Penalty: 4911.832031 Iteration 44Q: 3 clusters Score -2578409 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15076 members Mstep: Class 2 contains 4912 members Entering Unmasked Estep Score: -2578403.250000 Penalty: 4911.832031 Iteration 45Q: 3 clusters Score -2578403 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15081 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -2578405.000000 Penalty: 4911.832031 Iteration 46Q: 3 clusters Score -2578405 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15088 members Mstep: Class 2 contains 4900 members Entering Unmasked Estep Score: -2578409.000000 Penalty: 4911.832031 Iteration 47Q: 3 clusters Score -2578409 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15093 members Mstep: Class 2 contains 4895 members Entering Unmasked Estep Score: -2578411.750000 Penalty: 4911.832031 Iteration 48Q: 3 clusters Score -2578412 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15097 members Mstep: Class 2 contains 4891 members Entering Unmasked Estep Score: -2578410.750000 Penalty: 4911.832031 Iteration 49Q: 3 clusters Score -2578411 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15099 members Mstep: Class 2 contains 4889 members Entering Unmasked Estep Score: -2578408.250000 Penalty: 4911.832031 Iteration 50Q: 3 clusters Score -2578408 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15102 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -2578408.750000 Penalty: 4911.832031 Iteration 51Q: 3 clusters Score -2578409 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15103 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -2578409.750000 Penalty: 4911.832031 Iteration 52Q: 3 clusters Score -2578410 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15103 members Mstep: Class 2 contains 4885 members Entering Unmasked Estep Score: -2578409.750000 Penalty: 4911.832031 Iteration 53F: 3 clusters Score -2578410 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (370 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Entering Unmasked Estep Score: -41002.300781 Penalty: 1466.548828 Iteration 0F: 2 clusters Score -41002.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -39631.625000 Penalty: 2933.097656 Iteration 0F: 3 clusters Score -39631.62 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -39741.519531 Penalty: 2933.097656 Iteration 1F: 3 clusters Score -39741.52 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -39825.546875 Penalty: 2933.097656 Iteration 2F: 3 clusters Score -39825.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -39906.695312 Penalty: 2933.097656 Iteration 3Q: 3 clusters Score -39906.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -40038.886719 Penalty: 2933.097656 Iteration 4Q: 3 clusters Score -40038.89 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -40173.507812 Penalty: 2933.097656 Iteration 5Q: 3 clusters Score -40173.51 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -40205.972656 Penalty: 2933.097656 Iteration 6Q: 3 clusters Score -40205.97 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -40225.875000 Penalty: 2933.097656 Iteration 7Q: 3 clusters Score -40225.88 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 190 members Entering Unmasked Estep Score: -40246.199219 Penalty: 2933.097656 Iteration 8Q: 3 clusters Score -40246.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -40259.925781 Penalty: 2933.097656 Iteration 9Q: 3 clusters Score -40259.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -40273.984375 Penalty: 2933.097656 Iteration 10Q: 3 clusters Score -40273.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -40281.820312 Penalty: 2933.097656 Iteration 11Q: 3 clusters Score -40281.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -40295.820312 Penalty: 2933.097656 Iteration 12Q: 3 clusters Score -40295.82 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -40314.246094 Penalty: 2933.097656 Iteration 13Q: 3 clusters Score -40314.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -40335.437500 Penalty: 2933.097656 Iteration 14Q: 3 clusters Score -40335.44 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -40363.261719 Penalty: 2933.097656 Iteration 15Q: 3 clusters Score -40363.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -40390.378906 Penalty: 2933.097656 Iteration 16Q: 3 clusters Score -40390.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -40399.476562 Penalty: 2933.097656 Iteration 17Q: 3 clusters Score -40399.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 156 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -40403.000000 Penalty: 2933.097656 Iteration 18Q: 3 clusters Score -40403 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -40415.390625 Penalty: 2933.097656 Iteration 19Q: 3 clusters Score -40415.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 155 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -40415.390625 Penalty: 2933.097656 Iteration 20F: 3 clusters Score -40415.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (165 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Entering Unmasked Estep Score: -19242.335938 Penalty: 1266.274536 Iteration 0F: 2 clusters Score -19242.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -18189.300781 Penalty: 2532.549072 Iteration 0F: 3 clusters Score -18189.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92 members Mstep: Class 2 contains 73 members Entering Unmasked Estep Score: -18221.876953 Penalty: 2532.549072 Iteration 1Q: 3 clusters Score -18221.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -18230.365234 Penalty: 2532.549072 Iteration 2Q: 3 clusters Score -18230.37 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -18235.164062 Penalty: 2532.549072 Iteration 3Q: 3 clusters Score -18235.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94 members Mstep: Class 2 contains 71 members Entering Unmasked Estep Score: -18235.164062 Penalty: 2532.549072 Iteration 4F: 3 clusters Score -18235.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Entering Unmasked Estep Score: -638133.000000 Penalty: 2111.817139 Iteration 0F: 2 clusters Score -638133 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2533 members Entering Unmasked Estep Score: -633610.687500 Penalty: 4223.634277 Iteration 0F: 3 clusters Score -633610.7 nChanged 1903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 2594 members Entering Unmasked Estep Score: -634698.312500 Penalty: 4223.634277 Iteration 1F: 3 clusters Score -634698.3 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -634905.125000 Penalty: 4223.634277 Iteration 2F: 3 clusters Score -634905.1 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -635023.375000 Penalty: 4223.634277 Iteration 3Q: 3 clusters Score -635023.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 2685 members Entering Unmasked Estep Score: -635097.437500 Penalty: 4223.634277 Iteration 4Q: 3 clusters Score -635097.4 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -635147.812500 Penalty: 4223.634277 Iteration 5Q: 3 clusters Score -635147.8 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -635194.500000 Penalty: 4223.634277 Iteration 6Q: 3 clusters Score -635194.5 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 2773 members Entering Unmasked Estep Score: -635232.625000 Penalty: 4223.634277 Iteration 7Q: 3 clusters Score -635232.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2189 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -635269.312500 Penalty: 4223.634277 Iteration 8Q: 3 clusters Score -635269.3 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 2839 members Entering Unmasked Estep Score: -635303.187500 Penalty: 4223.634277 Iteration 9Q: 3 clusters Score -635303.2 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2122 members Mstep: Class 2 contains 2869 members Entering Unmasked Estep Score: -635332.625000 Penalty: 4223.634277 Iteration 10Q: 3 clusters Score -635332.6 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2091 members Mstep: Class 2 contains 2900 members Entering Unmasked Estep Score: -635361.562500 Penalty: 4223.634277 Iteration 11Q: 3 clusters Score -635361.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 2938 members Entering Unmasked Estep Score: -635403.500000 Penalty: 4223.634277 Iteration 12Q: 3 clusters Score -635403.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -635436.437500 Penalty: 4223.634277 Iteration 13Q: 3 clusters Score -635436.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 3019 members Entering Unmasked Estep Score: -635463.875000 Penalty: 4223.634277 Iteration 14Q: 3 clusters Score -635463.9 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1944 members Mstep: Class 2 contains 3047 members Entering Unmasked Estep Score: -635492.000000 Penalty: 4223.634277 Iteration 15Q: 3 clusters Score -635492 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 3076 members Entering Unmasked Estep Score: -635516.375000 Penalty: 4223.634277 Iteration 16Q: 3 clusters Score -635516.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 3106 members Entering Unmasked Estep Score: -635531.312500 Penalty: 4223.634277 Iteration 17Q: 3 clusters Score -635531.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1859 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -635548.062500 Penalty: 4223.634277 Iteration 18Q: 3 clusters Score -635548.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 3164 members Entering Unmasked Estep Score: -635567.812500 Penalty: 4223.634277 Iteration 19Q: 3 clusters Score -635567.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1802 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -635583.125000 Penalty: 4223.634277 Iteration 20F: 3 clusters Score -635583.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1777 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -635594.812500 Penalty: 4223.634277 Iteration 21Q: 3 clusters Score -635594.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1745 members Mstep: Class 2 contains 3246 members Entering Unmasked Estep Score: -635612.937500 Penalty: 4223.634277 Iteration 22Q: 3 clusters Score -635612.9 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 3281 members Entering Unmasked Estep Score: -635633.562500 Penalty: 4223.634277 Iteration 23Q: 3 clusters Score -635633.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 3310 members Entering Unmasked Estep Score: -635650.062500 Penalty: 4223.634277 Iteration 24Q: 3 clusters Score -635650.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 3337 members Entering Unmasked Estep Score: -635669.562500 Penalty: 4223.634277 Iteration 25Q: 3 clusters Score -635669.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1626 members Mstep: Class 2 contains 3365 members Entering Unmasked Estep Score: -635684.375000 Penalty: 4223.634277 Iteration 26Q: 3 clusters Score -635684.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -635705.750000 Penalty: 4223.634277 Iteration 27Q: 3 clusters Score -635705.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1558 members Mstep: Class 2 contains 3433 members Entering Unmasked Estep Score: -635721.750000 Penalty: 4223.634277 Iteration 28Q: 3 clusters Score -635721.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1524 members Mstep: Class 2 contains 3467 members Entering Unmasked Estep Score: -635733.625000 Penalty: 4223.634277 Iteration 29Q: 3 clusters Score -635733.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 3491 members Entering Unmasked Estep Score: -635744.437500 Penalty: 4223.634277 Iteration 30Q: 3 clusters Score -635744.4 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1477 members Mstep: Class 2 contains 3514 members Entering Unmasked Estep Score: -635753.687500 Penalty: 4223.634277 Iteration 31Q: 3 clusters Score -635753.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 3535 members Entering Unmasked Estep Score: -635765.562500 Penalty: 4223.634277 Iteration 32Q: 3 clusters Score -635765.6 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1426 members Mstep: Class 2 contains 3565 members Entering Unmasked Estep Score: -635776.875000 Penalty: 4223.634277 Iteration 33Q: 3 clusters Score -635776.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -635794.875000 Penalty: 4223.634277 Iteration 34Q: 3 clusters Score -635794.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -635813.750000 Penalty: 4223.634277 Iteration 35Q: 3 clusters Score -635813.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -635841.812500 Penalty: 4223.634277 Iteration 36Q: 3 clusters Score -635841.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 3723 members Entering Unmasked Estep Score: -635870.125000 Penalty: 4223.634277 Iteration 37Q: 3 clusters Score -635870.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 3767 members Entering Unmasked Estep Score: -635893.000000 Penalty: 4223.634277 Iteration 38Q: 3 clusters Score -635893 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 3810 members Entering Unmasked Estep Score: -635920.750000 Penalty: 4223.634277 Iteration 39Q: 3 clusters Score -635920.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -635946.125000 Penalty: 4223.634277 Iteration 40F: 3 clusters Score -635946.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -635976.562500 Penalty: 4223.634277 Iteration 41Q: 3 clusters Score -635976.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 3930 members Entering Unmasked Estep Score: -636013.250000 Penalty: 4223.634277 Iteration 42Q: 3 clusters Score -636013.2 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -636047.000000 Penalty: 4223.634277 Iteration 43Q: 3 clusters Score -636047 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 4022 members Entering Unmasked Estep Score: -636081.062500 Penalty: 4223.634277 Iteration 44Q: 3 clusters Score -636081.1 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 4066 members Entering Unmasked Estep Score: -636124.437500 Penalty: 4223.634277 Iteration 45Q: 3 clusters Score -636124.4 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -636167.312500 Penalty: 4223.634277 Iteration 46Q: 3 clusters Score -636167.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 4146 members Entering Unmasked Estep Score: -636210.000000 Penalty: 4223.634277 Iteration 47Q: 3 clusters Score -636210 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 4176 members Entering Unmasked Estep Score: -636262.687500 Penalty: 4223.634277 Iteration 48Q: 3 clusters Score -636262.7 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 4205 members Entering Unmasked Estep Score: -636325.812500 Penalty: 4223.634277 Iteration 49Q: 3 clusters Score -636325.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -636379.250000 Penalty: 4223.634277 Iteration 50Q: 3 clusters Score -636379.2 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 741 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -636412.687500 Penalty: 4223.634277 Iteration 51Q: 3 clusters Score -636412.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 4258 members Entering Unmasked Estep Score: -636436.812500 Penalty: 4223.634277 Iteration 52Q: 3 clusters Score -636436.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -636447.812500 Penalty: 4223.634277 Iteration 53Q: 3 clusters Score -636447.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -636459.687500 Penalty: 4223.634277 Iteration 54Q: 3 clusters Score -636459.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 4264 members Entering Unmasked Estep Score: -636469.250000 Penalty: 4223.634277 Iteration 55Q: 3 clusters Score -636469.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -636476.375000 Penalty: 4223.634277 Iteration 56Q: 3 clusters Score -636476.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -636485.187500 Penalty: 4223.634277 Iteration 57Q: 3 clusters Score -636485.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -636493.750000 Penalty: 4223.634277 Iteration 58Q: 3 clusters Score -636493.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 4261 members Entering Unmasked Estep Score: -636499.187500 Penalty: 4223.634277 Iteration 59Q: 3 clusters Score -636499.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -636501.750000 Penalty: 4223.634277 Iteration 60F: 3 clusters Score -636501.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 4260 members Entering Unmasked Estep Score: -636503.062500 Penalty: 4223.634277 Iteration 61Q: 3 clusters Score -636503.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -636505.437500 Penalty: 4223.634277 Iteration 62Q: 3 clusters Score -636505.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 4259 members Entering Unmasked Estep Score: -636508.750000 Penalty: 4223.634277 Iteration 63Q: 3 clusters Score -636508.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -636512.187500 Penalty: 4223.634277 Iteration 64Q: 3 clusters Score -636512.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 4265 members Entering Unmasked Estep Score: -636516.125000 Penalty: 4223.634277 Iteration 65Q: 3 clusters Score -636516.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 728 members Mstep: Class 2 contains 4263 members Entering Unmasked Estep Score: -636518.625000 Penalty: 4223.634277 Iteration 66Q: 3 clusters Score -636518.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -636518.687500 Penalty: 4223.634277 Iteration 67Q: 3 clusters Score -636518.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -636518.687500 Penalty: 4223.634277 Iteration 68F: 3 clusters Score -636518.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (19136 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19136 members Entering Unmasked Estep Score: -2368081.500000 Penalty: 2445.113037 Iteration 0F: 2 clusters Score -2368082 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9654 members Mstep: Class 2 contains 9482 members Entering Unmasked Estep Score: -2354528.250000 Penalty: 4890.226074 Iteration 0F: 3 clusters Score -2354528 nChanged 8557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10449 members Mstep: Class 2 contains 8687 members Entering Unmasked Estep Score: -2359222.000000 Penalty: 4890.226074 Iteration 1F: 3 clusters Score -2359222 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10928 members Mstep: Class 2 contains 8208 members Entering Unmasked Estep Score: -2359706.750000 Penalty: 4890.226074 Iteration 2F: 3 clusters Score -2359707 nChanged 1023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11535 members Mstep: Class 2 contains 7601 members Entering Unmasked Estep Score: -2360265.750000 Penalty: 4890.226074 Iteration 3F: 3 clusters Score -2360266 nChanged 1139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12312 members Mstep: Class 2 contains 6824 members Entering Unmasked Estep Score: -2361231.500000 Penalty: 4890.226074 Iteration 4F: 3 clusters Score -2361232 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13301 members Mstep: Class 2 contains 5835 members Entering Unmasked Estep Score: -2362502.000000 Penalty: 4890.226074 Iteration 5F: 3 clusters Score -2362502 nChanged 1573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14456 members Mstep: Class 2 contains 4680 members Entering Unmasked Estep Score: -2363915.250000 Penalty: 4890.226074 Iteration 6F: 3 clusters Score -2363915 nChanged 1372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15536 members Mstep: Class 2 contains 3600 members Entering Unmasked Estep Score: -2365111.250000 Penalty: 4890.226074 Iteration 7F: 3 clusters Score -2365111 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16373 members Mstep: Class 2 contains 2763 members Entering Unmasked Estep Score: -2365960.250000 Penalty: 4890.226074 Iteration 8F: 3 clusters Score -2365960 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16933 members Mstep: Class 2 contains 2203 members Entering Unmasked Estep Score: -2366442.750000 Penalty: 4890.226074 Iteration 9Q: 3 clusters Score -2366443 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17257 members Mstep: Class 2 contains 1879 members Entering Unmasked Estep Score: -2366681.750000 Penalty: 4890.226074 Iteration 10Q: 3 clusters Score -2366682 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17468 members Mstep: Class 2 contains 1668 members Entering Unmasked Estep Score: -2366795.250000 Penalty: 4890.226074 Iteration 11Q: 3 clusters Score -2366795 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17620 members Mstep: Class 2 contains 1516 members Entering Unmasked Estep Score: -2366877.750000 Penalty: 4890.226074 Iteration 12Q: 3 clusters Score -2366878 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17746 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -2366948.750000 Penalty: 4890.226074 Iteration 13Q: 3 clusters Score -2366949 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17848 members Mstep: Class 2 contains 1288 members Entering Unmasked Estep Score: -2367007.250000 Penalty: 4890.226074 Iteration 14Q: 3 clusters Score -2367007 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17926 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -2367047.250000 Penalty: 4890.226074 Iteration 15Q: 3 clusters Score -2367047 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17975 members Mstep: Class 2 contains 1161 members Entering Unmasked Estep Score: -2367081.500000 Penalty: 4890.226074 Iteration 16Q: 3 clusters Score -2367082 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18013 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -2367101.250000 Penalty: 4890.226074 Iteration 17Q: 3 clusters Score -2367101 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18038 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -2367120.250000 Penalty: 4890.226074 Iteration 18Q: 3 clusters Score -2367120 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18056 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -2367129.750000 Penalty: 4890.226074 Iteration 19Q: 3 clusters Score -2367130 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18072 members Mstep: Class 2 contains 1064 members Entering Unmasked Estep Score: -2367142.000000 Penalty: 4890.226074 Iteration 20F: 3 clusters Score -2367142 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18097 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -2367163.750000 Penalty: 4890.226074 Iteration 21Q: 3 clusters Score -2367164 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18120 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -2367198.250000 Penalty: 4890.226074 Iteration 22Q: 3 clusters Score -2367198 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18148 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -2367230.000000 Penalty: 4890.226074 Iteration 23Q: 3 clusters Score -2367230 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18169 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -2367255.000000 Penalty: 4890.226074 Iteration 24Q: 3 clusters Score -2367255 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18181 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -2367267.500000 Penalty: 4890.226074 Iteration 25Q: 3 clusters Score -2367268 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18189 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -2367272.500000 Penalty: 4890.226074 Iteration 26Q: 3 clusters Score -2367272 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18199 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -2367283.250000 Penalty: 4890.226074 Iteration 27Q: 3 clusters Score -2367283 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18202 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -2367288.250000 Penalty: 4890.226074 Iteration 28Q: 3 clusters Score -2367288 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18202 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -2367290.000000 Penalty: 4890.226074 Iteration 29Q: 3 clusters Score -2367290 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18204 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -2367290.000000 Penalty: 4890.226074 Iteration 30Q: 3 clusters Score -2367290 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18205 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -2367286.000000 Penalty: 4890.226074 Iteration 31Q: 3 clusters Score -2367286 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18207 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -2367288.250000 Penalty: 4890.226074 Iteration 32Q: 3 clusters Score -2367288 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18208 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -2367289.500000 Penalty: 4890.226074 Iteration 33Q: 3 clusters Score -2367290 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18208 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -2367289.500000 Penalty: 4890.226074 Iteration 34F: 3 clusters Score -2367290 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (785 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Entering Unmasked Estep Score: -94316.843750 Penalty: 1653.089600 Iteration 0F: 2 clusters Score -94316.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -92560.070312 Penalty: 3306.179199 Iteration 0F: 3 clusters Score -92560.07 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -92798.539062 Penalty: 3306.179199 Iteration 1F: 3 clusters Score -92798.54 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -92915.875000 Penalty: 3306.179199 Iteration 2F: 3 clusters Score -92915.88 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -92994.281250 Penalty: 3306.179199 Iteration 3Q: 3 clusters Score -92994.28 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -93048.296875 Penalty: 3306.179199 Iteration 4Q: 3 clusters Score -93048.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -93094.484375 Penalty: 3306.179199 Iteration 5Q: 3 clusters Score -93094.48 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -93142.789062 Penalty: 3306.179199 Iteration 6Q: 3 clusters Score -93142.79 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -93188.429688 Penalty: 3306.179199 Iteration 7Q: 3 clusters Score -93188.43 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -93217.421875 Penalty: 3306.179199 Iteration 8Q: 3 clusters Score -93217.42 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -93242.742188 Penalty: 3306.179199 Iteration 9Q: 3 clusters Score -93242.74 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -93271.562500 Penalty: 3306.179199 Iteration 10Q: 3 clusters Score -93271.56 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -93291.890625 Penalty: 3306.179199 Iteration 11Q: 3 clusters Score -93291.89 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -93309.304688 Penalty: 3306.179199 Iteration 12Q: 3 clusters Score -93309.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -93317.710938 Penalty: 3306.179199 Iteration 13Q: 3 clusters Score -93317.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -93322.742188 Penalty: 3306.179199 Iteration 14Q: 3 clusters Score -93322.74 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -93325.835938 Penalty: 3306.179199 Iteration 15Q: 3 clusters Score -93325.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -93326.664062 Penalty: 3306.179199 Iteration 16Q: 3 clusters Score -93326.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -93329.648438 Penalty: 3306.179199 Iteration 17Q: 3 clusters Score -93329.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -93332.046875 Penalty: 3306.179199 Iteration 18Q: 3 clusters Score -93332.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 393 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -93332.046875 Penalty: 3306.179199 Iteration 19F: 3 clusters Score -93332.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (879 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Entering Unmasked Estep Score: -112149.234375 Penalty: 1681.138672 Iteration 0F: 2 clusters Score -112149.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 408 members Entering Unmasked Estep Score: -110329.695312 Penalty: 3362.277344 Iteration 0F: 3 clusters Score -110329.7 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -110574.773438 Penalty: 3362.277344 Iteration 1F: 3 clusters Score -110574.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -110634.671875 Penalty: 3362.277344 Iteration 2F: 3 clusters Score -110634.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -110666.789062 Penalty: 3362.277344 Iteration 3Q: 3 clusters Score -110666.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -110684.343750 Penalty: 3362.277344 Iteration 4Q: 3 clusters Score -110684.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -110691.851562 Penalty: 3362.277344 Iteration 5Q: 3 clusters Score -110691.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -110699.257812 Penalty: 3362.277344 Iteration 6Q: 3 clusters Score -110699.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 509 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -110702.632812 Penalty: 3362.277344 Iteration 7Q: 3 clusters Score -110702.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -110703.570312 Penalty: 3362.277344 Iteration 8Q: 3 clusters Score -110703.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -110703.570312 Penalty: 3362.277344 Iteration 9F: 3 clusters Score -110703.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (42019 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42019 members Entering Unmasked Estep Score: -5424736.500000 Penalty: 2640.177490 Iteration 0F: 2 clusters Score -5424736 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21044 members Mstep: Class 2 contains 20975 members Entering Unmasked Estep Score: -5396271.500000 Penalty: 5280.354980 Iteration 0F: 3 clusters Score -5396272 nChanged 19247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21147 members Mstep: Class 2 contains 20872 members Entering Unmasked Estep Score: -5407003.000000 Penalty: 5280.354980 Iteration 1F: 3 clusters Score -5407003 nChanged 1617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21196 members Mstep: Class 2 contains 20823 members Entering Unmasked Estep Score: -5407415.000000 Penalty: 5280.354980 Iteration 2Q: 3 clusters Score -5407415 nChanged 1424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21210 members Mstep: Class 2 contains 20809 members Entering Unmasked Estep Score: -5407821.000000 Penalty: 5280.354980 Iteration 3Q: 3 clusters Score -5407821 nChanged 1392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21262 members Mstep: Class 2 contains 20757 members Entering Unmasked Estep Score: -5408283.500000 Penalty: 5280.354980 Iteration 4Q: 3 clusters Score -5408284 nChanged 1513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21315 members Mstep: Class 2 contains 20704 members Entering Unmasked Estep Score: -5408960.500000 Penalty: 5280.354980 Iteration 5Q: 3 clusters Score -5408960 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21419 members Mstep: Class 2 contains 20600 members Entering Unmasked Estep Score: -5409832.000000 Penalty: 5280.354980 Iteration 6Q: 3 clusters Score -5409832 nChanged 1819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21680 members Mstep: Class 2 contains 20339 members Entering Unmasked Estep Score: -5410722.000000 Penalty: 5280.354980 Iteration 7Q: 3 clusters Score -5410722 nChanged 2023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22213 members Mstep: Class 2 contains 19806 members Entering Unmasked Estep Score: -5411656.000000 Penalty: 5280.354980 Iteration 8Q: 3 clusters Score -5411656 nChanged 2053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22992 members Mstep: Class 2 contains 19027 members Entering Unmasked Estep Score: -5412697.000000 Penalty: 5280.354980 Iteration 9Q: 3 clusters Score -5412697 nChanged 2249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24039 members Mstep: Class 2 contains 17980 members Entering Unmasked Estep Score: -5414004.500000 Penalty: 5280.354980 Iteration 10F: 3 clusters Score -5414004 nChanged 2293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25326 members Mstep: Class 2 contains 16693 members Entering Unmasked Estep Score: -5415453.000000 Penalty: 5280.354980 Iteration 11F: 3 clusters Score -5415453 nChanged 2157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26699 members Mstep: Class 2 contains 15320 members Entering Unmasked Estep Score: -5417004.000000 Penalty: 5280.354980 Iteration 12F: 3 clusters Score -5417004 nChanged 1853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27998 members Mstep: Class 2 contains 14021 members Entering Unmasked Estep Score: -5418225.000000 Penalty: 5280.354980 Iteration 13Q: 3 clusters Score -5418225 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29147 members Mstep: Class 2 contains 12872 members Entering Unmasked Estep Score: -5419025.000000 Penalty: 5280.354980 Iteration 14Q: 3 clusters Score -5419025 nChanged 1163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30236 members Mstep: Class 2 contains 11783 members Entering Unmasked Estep Score: -5419748.500000 Penalty: 5280.354980 Iteration 15Q: 3 clusters Score -5419748 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31295 members Mstep: Class 2 contains 10724 members Entering Unmasked Estep Score: -5420447.000000 Penalty: 5280.354980 Iteration 16Q: 3 clusters Score -5420447 nChanged 1042 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32321 members Mstep: Class 2 contains 9698 members Entering Unmasked Estep Score: -5421126.500000 Penalty: 5280.354980 Iteration 17Q: 3 clusters Score -5421126 nChanged 909 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33196 members Mstep: Class 2 contains 8823 members Entering Unmasked Estep Score: -5421687.000000 Penalty: 5280.354980 Iteration 18Q: 3 clusters Score -5421687 nChanged 763 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33923 members Mstep: Class 2 contains 8096 members Entering Unmasked Estep Score: -5422152.000000 Penalty: 5280.354980 Iteration 19Q: 3 clusters Score -5422152 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34595 members Mstep: Class 2 contains 7424 members Entering Unmasked Estep Score: -5422518.000000 Penalty: 5280.354980 Iteration 20F: 3 clusters Score -5422518 nChanged 563 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35134 members Mstep: Class 2 contains 6885 members Entering Unmasked Estep Score: -5422831.000000 Penalty: 5280.354980 Iteration 21Q: 3 clusters Score -5422831 nChanged 461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35579 members Mstep: Class 2 contains 6440 members Entering Unmasked Estep Score: -5423006.500000 Penalty: 5280.354980 Iteration 22Q: 3 clusters Score -5423006 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35948 members Mstep: Class 2 contains 6071 members Entering Unmasked Estep Score: -5423133.000000 Penalty: 5280.354980 Iteration 23Q: 3 clusters Score -5423133 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36251 members Mstep: Class 2 contains 5768 members Entering Unmasked Estep Score: -5423258.500000 Penalty: 5280.354980 Iteration 24Q: 3 clusters Score -5423258 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36493 members Mstep: Class 2 contains 5526 members Entering Unmasked Estep Score: -5423335.500000 Penalty: 5280.354980 Iteration 25Q: 3 clusters Score -5423336 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36707 members Mstep: Class 2 contains 5312 members Entering Unmasked Estep Score: -5423387.000000 Penalty: 5280.354980 Iteration 26Q: 3 clusters Score -5423387 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36855 members Mstep: Class 2 contains 5164 members Entering Unmasked Estep Score: -5423406.000000 Penalty: 5280.354980 Iteration 27Q: 3 clusters Score -5423406 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37003 members Mstep: Class 2 contains 5016 members Entering Unmasked Estep Score: -5423472.000000 Penalty: 5280.354980 Iteration 28Q: 3 clusters Score -5423472 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37133 members Mstep: Class 2 contains 4886 members Entering Unmasked Estep Score: -5423473.000000 Penalty: 5280.354980 Iteration 29Q: 3 clusters Score -5423473 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37229 members Mstep: Class 2 contains 4790 members Entering Unmasked Estep Score: -5423488.000000 Penalty: 5280.354980 Iteration 30Q: 3 clusters Score -5423488 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37311 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -5423494.000000 Penalty: 5280.354980 Iteration 31Q: 3 clusters Score -5423494 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37366 members Mstep: Class 2 contains 4653 members Entering Unmasked Estep Score: -5423502.500000 Penalty: 5280.354980 Iteration 32Q: 3 clusters Score -5423502 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37402 members Mstep: Class 2 contains 4617 members Entering Unmasked Estep Score: -5423502.500000 Penalty: 5280.354980 Iteration 33Q: 3 clusters Score -5423502 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37438 members Mstep: Class 2 contains 4581 members Entering Unmasked Estep Score: -5423508.500000 Penalty: 5280.354980 Iteration 34Q: 3 clusters Score -5423508 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37469 members Mstep: Class 2 contains 4550 members Entering Unmasked Estep Score: -5423507.500000 Penalty: 5280.354980 Iteration 35Q: 3 clusters Score -5423508 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37493 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -5423518.500000 Penalty: 5280.354980 Iteration 36Q: 3 clusters Score -5423518 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37513 members Mstep: Class 2 contains 4506 members Entering Unmasked Estep Score: -5423524.000000 Penalty: 5280.354980 Iteration 37Q: 3 clusters Score -5423524 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37538 members Mstep: Class 2 contains 4481 members Entering Unmasked Estep Score: -5423534.000000 Penalty: 5280.354980 Iteration 38Q: 3 clusters Score -5423534 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37568 members Mstep: Class 2 contains 4451 members Entering Unmasked Estep Score: -5423527.500000 Penalty: 5280.354980 Iteration 39Q: 3 clusters Score -5423528 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37593 members Mstep: Class 2 contains 4426 members Entering Unmasked Estep Score: -5423532.000000 Penalty: 5280.354980 Iteration 40F: 3 clusters Score -5423532 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37614 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -5423530.000000 Penalty: 5280.354980 Iteration 41Q: 3 clusters Score -5423530 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37633 members Mstep: Class 2 contains 4386 members Entering Unmasked Estep Score: -5423541.500000 Penalty: 5280.354980 Iteration 42Q: 3 clusters Score -5423542 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37650 members Mstep: Class 2 contains 4369 members Entering Unmasked Estep Score: -5423543.500000 Penalty: 5280.354980 Iteration 43Q: 3 clusters Score -5423544 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37671 members Mstep: Class 2 contains 4348 members Entering Unmasked Estep Score: -5423562.500000 Penalty: 5280.354980 Iteration 44Q: 3 clusters Score -5423562 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37689 members Mstep: Class 2 contains 4330 members Entering Unmasked Estep Score: -5423563.000000 Penalty: 5280.354980 Iteration 45Q: 3 clusters Score -5423563 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37703 members Mstep: Class 2 contains 4316 members Entering Unmasked Estep Score: -5423554.500000 Penalty: 5280.354980 Iteration 46Q: 3 clusters Score -5423554 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37718 members Mstep: Class 2 contains 4301 members Entering Unmasked Estep Score: -5423552.000000 Penalty: 5280.354980 Iteration 47Q: 3 clusters Score -5423552 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37729 members Mstep: Class 2 contains 4290 members Entering Unmasked Estep Score: -5423557.500000 Penalty: 5280.354980 Iteration 48Q: 3 clusters Score -5423558 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37739 members Mstep: Class 2 contains 4280 members Entering Unmasked Estep Score: -5423564.000000 Penalty: 5280.354980 Iteration 49Q: 3 clusters Score -5423564 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37752 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -5423557.000000 Penalty: 5280.354980 Iteration 50Q: 3 clusters Score -5423557 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37765 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -5423552.000000 Penalty: 5280.354980 Iteration 51Q: 3 clusters Score -5423552 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37778 members Mstep: Class 2 contains 4241 members Entering Unmasked Estep Score: -5423559.500000 Penalty: 5280.354980 Iteration 52Q: 3 clusters Score -5423560 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37787 members Mstep: Class 2 contains 4232 members Entering Unmasked Estep Score: -5423552.000000 Penalty: 5280.354980 Iteration 53Q: 3 clusters Score -5423552 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37792 members Mstep: Class 2 contains 4227 members Entering Unmasked Estep Score: -5423548.500000 Penalty: 5280.354980 Iteration 54Q: 3 clusters Score -5423548 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37795 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -5423550.000000 Penalty: 5280.354980 Iteration 55Q: 3 clusters Score -5423550 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37796 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -5423547.500000 Penalty: 5280.354980 Iteration 56Q: 3 clusters Score -5423548 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37796 members Mstep: Class 2 contains 4223 members Entering Unmasked Estep Score: -5423547.500000 Penalty: 5280.354980 Iteration 57F: 3 clusters Score -5423548 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2141 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2141 members Entering Unmasked Estep Score: -260280.250000 Penalty: 1901.919067 Iteration 0F: 2 clusters Score -260280.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -257619.265625 Penalty: 3803.838135 Iteration 0F: 3 clusters Score -257619.3 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -258084.171875 Penalty: 3803.838135 Iteration 1F: 3 clusters Score -258084.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -258198.718750 Penalty: 3803.838135 Iteration 2F: 3 clusters Score -258198.7 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -258270.390625 Penalty: 3803.838135 Iteration 3Q: 3 clusters Score -258270.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -258324.281250 Penalty: 3803.838135 Iteration 4Q: 3 clusters Score -258324.3 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -258371.875000 Penalty: 3803.838135 Iteration 5Q: 3 clusters Score -258371.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -258411.453125 Penalty: 3803.838135 Iteration 6Q: 3 clusters Score -258411.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -258438.734375 Penalty: 3803.838135 Iteration 7Q: 3 clusters Score -258438.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -258465.468750 Penalty: 3803.838135 Iteration 8Q: 3 clusters Score -258465.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -258492.531250 Penalty: 3803.838135 Iteration 9Q: 3 clusters Score -258492.5 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -258517.296875 Penalty: 3803.838135 Iteration 10Q: 3 clusters Score -258517.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -258534.500000 Penalty: 3803.838135 Iteration 11Q: 3 clusters Score -258534.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -258551.640625 Penalty: 3803.838135 Iteration 12Q: 3 clusters Score -258551.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -258567.015625 Penalty: 3803.838135 Iteration 13Q: 3 clusters Score -258567 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -258590.031250 Penalty: 3803.838135 Iteration 14Q: 3 clusters Score -258590 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -258618.937500 Penalty: 3803.838135 Iteration 15Q: 3 clusters Score -258618.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -258642.531250 Penalty: 3803.838135 Iteration 16Q: 3 clusters Score -258642.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -258661.171875 Penalty: 3803.838135 Iteration 17Q: 3 clusters Score -258661.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -258682.187500 Penalty: 3803.838135 Iteration 18Q: 3 clusters Score -258682.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -258704.703125 Penalty: 3803.838135 Iteration 19Q: 3 clusters Score -258704.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -258734.093750 Penalty: 3803.838135 Iteration 20F: 3 clusters Score -258734.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -258768.875000 Penalty: 3803.838135 Iteration 21Q: 3 clusters Score -258768.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 879 members Entering Unmasked Estep Score: -258812.531250 Penalty: 3803.838135 Iteration 22Q: 3 clusters Score -258812.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -258843.171875 Penalty: 3803.838135 Iteration 23Q: 3 clusters Score -258843.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -258879.296875 Penalty: 3803.838135 Iteration 24Q: 3 clusters Score -258879.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1263 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -258928.171875 Penalty: 3803.838135 Iteration 25Q: 3 clusters Score -258928.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -258971.578125 Penalty: 3803.838135 Iteration 26Q: 3 clusters Score -258971.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -259002.984375 Penalty: 3803.838135 Iteration 27Q: 3 clusters Score -259003 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -259017.656250 Penalty: 3803.838135 Iteration 28Q: 3 clusters Score -259017.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -259035.203125 Penalty: 3803.838135 Iteration 29Q: 3 clusters Score -259035.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -259046.390625 Penalty: 3803.838135 Iteration 30Q: 3 clusters Score -259046.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -259057.000000 Penalty: 3803.838135 Iteration 31Q: 3 clusters Score -259057 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -259063.687500 Penalty: 3803.838135 Iteration 32Q: 3 clusters Score -259063.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -259066.437500 Penalty: 3803.838135 Iteration 33Q: 3 clusters Score -259066.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -259068.171875 Penalty: 3803.838135 Iteration 34Q: 3 clusters Score -259068.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -259071.656250 Penalty: 3803.838135 Iteration 35Q: 3 clusters Score -259071.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -259075.140625 Penalty: 3803.838135 Iteration 36Q: 3 clusters Score -259075.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -259077.734375 Penalty: 3803.838135 Iteration 37Q: 3 clusters Score -259077.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -259080.593750 Penalty: 3803.838135 Iteration 38Q: 3 clusters Score -259080.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 926 members Entering Unmasked Estep Score: -259083.968750 Penalty: 3803.838135 Iteration 39Q: 3 clusters Score -259084 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -259084.937500 Penalty: 3803.838135 Iteration 40F: 3 clusters Score -259084.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (7585 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7585 members Entering Unmasked Estep Score: -968972.687500 Penalty: 2215.614014 Iteration 0F: 2 clusters Score -968972.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3780 members Mstep: Class 2 contains 3805 members Entering Unmasked Estep Score: -962862.437500 Penalty: 4431.228027 Iteration 0F: 3 clusters Score -962862.4 nChanged 3059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -964501.937500 Penalty: 4431.228027 Iteration 1F: 3 clusters Score -964501.9 nChanged 509 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3774 members Mstep: Class 2 contains 3811 members Entering Unmasked Estep Score: -964730.875000 Penalty: 4431.228027 Iteration 2F: 3 clusters Score -964730.9 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3809 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -964872.687500 Penalty: 4431.228027 Iteration 3Q: 3 clusters Score -964872.7 nChanged 247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -964968.500000 Penalty: 4431.228027 Iteration 4Q: 3 clusters Score -964968.5 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3919 members Mstep: Class 2 contains 3666 members Entering Unmasked Estep Score: -965047.812500 Penalty: 4431.228027 Iteration 5Q: 3 clusters Score -965047.8 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -965120.625000 Penalty: 4431.228027 Iteration 6Q: 3 clusters Score -965120.6 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4074 members Mstep: Class 2 contains 3511 members Entering Unmasked Estep Score: -965191.437500 Penalty: 4431.228027 Iteration 7Q: 3 clusters Score -965191.4 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4174 members Mstep: Class 2 contains 3411 members Entering Unmasked Estep Score: -965255.937500 Penalty: 4431.228027 Iteration 8Q: 3 clusters Score -965255.9 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4280 members Mstep: Class 2 contains 3305 members Entering Unmasked Estep Score: -965334.437500 Penalty: 4431.228027 Iteration 9Q: 3 clusters Score -965334.4 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 3180 members Entering Unmasked Estep Score: -965408.875000 Penalty: 4431.228027 Iteration 10Q: 3 clusters Score -965408.9 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 3039 members Entering Unmasked Estep Score: -965487.750000 Penalty: 4431.228027 Iteration 11Q: 3 clusters Score -965487.8 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4693 members Mstep: Class 2 contains 2892 members Entering Unmasked Estep Score: -965570.437500 Penalty: 4431.228027 Iteration 12Q: 3 clusters Score -965570.4 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 2728 members Entering Unmasked Estep Score: -965674.500000 Penalty: 4431.228027 Iteration 13Q: 3 clusters Score -965674.5 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5032 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -965784.312500 Penalty: 4431.228027 Iteration 14Q: 3 clusters Score -965784.3 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 2365 members Entering Unmasked Estep Score: -965897.250000 Penalty: 4431.228027 Iteration 15Q: 3 clusters Score -965897.2 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5404 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -966018.250000 Penalty: 4431.228027 Iteration 16Q: 3 clusters Score -966018.2 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5592 members Mstep: Class 2 contains 1993 members Entering Unmasked Estep Score: -966170.937500 Penalty: 4431.228027 Iteration 17Q: 3 clusters Score -966170.9 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5785 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -966335.000000 Penalty: 4431.228027 Iteration 18Q: 3 clusters Score -966335 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5937 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -966473.062500 Penalty: 4431.228027 Iteration 19Q: 3 clusters Score -966473.1 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6054 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -966571.375000 Penalty: 4431.228027 Iteration 20F: 3 clusters Score -966571.4 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6158 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -966655.250000 Penalty: 4431.228027 Iteration 21Q: 3 clusters Score -966655.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6259 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -966735.125000 Penalty: 4431.228027 Iteration 22Q: 3 clusters Score -966735.1 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6332 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -966786.437500 Penalty: 4431.228027 Iteration 23Q: 3 clusters Score -966786.4 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6386 members Mstep: Class 2 contains 1199 members Entering Unmasked Estep Score: -966824.812500 Penalty: 4431.228027 Iteration 24Q: 3 clusters Score -966824.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6435 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -966859.562500 Penalty: 4431.228027 Iteration 25Q: 3 clusters Score -966859.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6480 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -966889.625000 Penalty: 4431.228027 Iteration 26Q: 3 clusters Score -966889.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -966917.812500 Penalty: 4431.228027 Iteration 27Q: 3 clusters Score -966917.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6552 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -966940.375000 Penalty: 4431.228027 Iteration 28Q: 3 clusters Score -966940.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6572 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -966952.375000 Penalty: 4431.228027 Iteration 29Q: 3 clusters Score -966952.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6586 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -966963.687500 Penalty: 4431.228027 Iteration 30Q: 3 clusters Score -966963.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6602 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -966973.437500 Penalty: 4431.228027 Iteration 31Q: 3 clusters Score -966973.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6615 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -966979.812500 Penalty: 4431.228027 Iteration 32Q: 3 clusters Score -966979.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6626 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -966986.250000 Penalty: 4431.228027 Iteration 33Q: 3 clusters Score -966986.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6636 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -966987.687500 Penalty: 4431.228027 Iteration 34Q: 3 clusters Score -966987.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6645 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -966993.125000 Penalty: 4431.228027 Iteration 35Q: 3 clusters Score -966993.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -966995.500000 Penalty: 4431.228027 Iteration 36Q: 3 clusters Score -966995.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6658 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -966998.250000 Penalty: 4431.228027 Iteration 37Q: 3 clusters Score -966998.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6662 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -966999.187500 Penalty: 4431.228027 Iteration 38Q: 3 clusters Score -966999.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6667 members Mstep: Class 2 contains 918 members Entering Unmasked Estep Score: -967001.562500 Penalty: 4431.228027 Iteration 39Q: 3 clusters Score -967001.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6671 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -967001.125000 Penalty: 4431.228027 Iteration 40F: 3 clusters Score -967001.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -967002.625000 Penalty: 4431.228027 Iteration 41Q: 3 clusters Score -967002.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6679 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -967004.062500 Penalty: 4431.228027 Iteration 42Q: 3 clusters Score -967004.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -967005.625000 Penalty: 4431.228027 Iteration 43Q: 3 clusters Score -967005.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6685 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -967006.312500 Penalty: 4431.228027 Iteration 44Q: 3 clusters Score -967006.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -967008.937500 Penalty: 4431.228027 Iteration 45Q: 3 clusters Score -967008.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -967008.937500 Penalty: 4431.228027 Iteration 46F: 3 clusters Score -967008.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (817 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 817 members Entering Unmasked Estep Score: -88174.687500 Penalty: 1662.998413 Iteration 0F: 2 clusters Score -88174.69 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 383 members Entering Unmasked Estep Score: -86488.718750 Penalty: 3325.996826 Iteration 0F: 3 clusters Score -86488.72 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -87361.148438 Penalty: 3325.996826 Iteration 1F: 3 clusters Score -87361.15 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -88125.648438 Penalty: 3325.996826 Iteration 2F: 3 clusters Score -88125.65 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -88769.476562 Penalty: 3325.996826 Iteration 3F: 3 clusters Score -88769.48 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -89110.335938 Penalty: 3325.996826 Iteration 4F: 3 clusters Score -89110.34 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -89364.281250 Penalty: 3325.996826 Iteration 5Q: 3 clusters Score -89364.28 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -89638.085938 Penalty: 3325.996826 Iteration 6Q: 3 clusters Score -89638.09 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -89790.835938 Penalty: 3325.996826 Iteration 7Q: 3 clusters Score -89790.84 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 344 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -89812.804688 Penalty: 3325.996826 Iteration 8Q: 3 clusters Score -89812.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -89817.648438 Penalty: 3325.996826 Iteration 9Q: 3 clusters Score -89817.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 469 members Entering Unmasked Estep Score: -89822.210938 Penalty: 3325.996826 Iteration 10Q: 3 clusters Score -89822.21 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 352 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -89832.046875 Penalty: 3325.996826 Iteration 11Q: 3 clusters Score -89832.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -89832.742188 Penalty: 3325.996826 Iteration 12Q: 3 clusters Score -89832.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -89833.960938 Penalty: 3325.996826 Iteration 13Q: 3 clusters Score -89833.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -89833.960938 Penalty: 3325.996826 Iteration 14F: 3 clusters Score -89833.96 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19988 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19136 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 42019 members Mstep: Class 9 contains 2141 members Mstep: Class 10 contains 7585 members Mstep: Class 11 contains 354 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 163231 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3023 members Mstep: Class 16 contains 18621 members Mstep: Class 17 contains 25011 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1792 members Mstep: Class 20 contains 105350 members Mstep: Class 21 contains 25255 members Mstep: Class 22 contains 687 members Mstep: Class 23 contains 463 members Entering Unmasked Estep Score: -55707236.000000 Penalty: 74191.359375 Splitting cluster 11 changes total score from -55707220.000000 to -55707236.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 12 (693 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Entering Unmasked Estep Score: -77703.296875 Penalty: 1622.175415 Iteration 0F: 2 clusters Score -77703.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -76117.414062 Penalty: 3244.350830 Iteration 0F: 3 clusters Score -76117.41 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -76313.937500 Penalty: 3244.350830 Iteration 1F: 3 clusters Score -76313.94 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 333 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -76382.273438 Penalty: 3244.350830 Iteration 2F: 3 clusters Score -76382.27 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -76425.976562 Penalty: 3244.350830 Iteration 3Q: 3 clusters Score -76425.98 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -76468.398438 Penalty: 3244.350830 Iteration 4Q: 3 clusters Score -76468.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -76512.726562 Penalty: 3244.350830 Iteration 5Q: 3 clusters Score -76512.73 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -76540.187500 Penalty: 3244.350830 Iteration 6Q: 3 clusters Score -76540.19 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -76560.890625 Penalty: 3244.350830 Iteration 7Q: 3 clusters Score -76560.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -76584.687500 Penalty: 3244.350830 Iteration 8Q: 3 clusters Score -76584.69 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -76606.906250 Penalty: 3244.350830 Iteration 9Q: 3 clusters Score -76606.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -76632.156250 Penalty: 3244.350830 Iteration 10Q: 3 clusters Score -76632.16 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -76644.562500 Penalty: 3244.350830 Iteration 11Q: 3 clusters Score -76644.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -76649.109375 Penalty: 3244.350830 Iteration 12Q: 3 clusters Score -76649.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -76650.234375 Penalty: 3244.350830 Iteration 13Q: 3 clusters Score -76650.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -76652.640625 Penalty: 3244.350830 Iteration 14Q: 3 clusters Score -76652.64 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -76652.640625 Penalty: 3244.350830 Iteration 15F: 3 clusters Score -76652.64 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (163231 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163231 members Entering Unmasked Estep Score: -20589370.000000 Penalty: 2976.724609 Iteration 0F: 2 clusters Score -2.058937e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81922 members Mstep: Class 2 contains 81309 members Entering Unmasked Estep Score: -20480182.000000 Penalty: 5953.449219 Iteration 0F: 3 clusters Score -2.048018e+07 nChanged 78127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87015 members Mstep: Class 2 contains 76216 members Entering Unmasked Estep Score: -20525714.000000 Penalty: 5953.449219 Iteration 1F: 3 clusters Score -2.052571e+07 nChanged 5385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90450 members Mstep: Class 2 contains 72781 members Entering Unmasked Estep Score: -20527126.000000 Penalty: 5953.449219 Iteration 2Q: 3 clusters Score -2.052713e+07 nChanged 6465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95665 members Mstep: Class 2 contains 67566 members Entering Unmasked Estep Score: -20529416.000000 Penalty: 5953.449219 Iteration 3Q: 3 clusters Score -2.052942e+07 nChanged 8496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103527 members Mstep: Class 2 contains 59704 members Entering Unmasked Estep Score: -20533422.000000 Penalty: 5953.449219 Iteration 4F: 3 clusters Score -2.053342e+07 nChanged 11283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 114614 members Mstep: Class 2 contains 48617 members Entering Unmasked Estep Score: -20540922.000000 Penalty: 5953.449219 Iteration 5F: 3 clusters Score -2.054092e+07 nChanged 14256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128808 members Mstep: Class 2 contains 34423 members Entering Unmasked Estep Score: -20553144.000000 Penalty: 5953.449219 Iteration 6F: 3 clusters Score -2.055314e+07 nChanged 14510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143314 members Mstep: Class 2 contains 19917 members Entering Unmasked Estep Score: -20567368.000000 Penalty: 5953.449219 Iteration 7F: 3 clusters Score -2.056737e+07 nChanged 10974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154282 members Mstep: Class 2 contains 8949 members Entering Unmasked Estep Score: -20578536.000000 Penalty: 5953.449219 Iteration 8F: 3 clusters Score -2.057854e+07 nChanged 5611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159891 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -20583838.000000 Penalty: 5953.449219 Iteration 9Q: 3 clusters Score -2.058384e+07 nChanged 2088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161975 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -20585734.000000 Penalty: 5953.449219 Iteration 10Q: 3 clusters Score -2.058573e+07 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162599 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -20586354.000000 Penalty: 5953.449219 Iteration 11Q: 3 clusters Score -2.058635e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162796 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -20586586.000000 Penalty: 5953.449219 Iteration 12Q: 3 clusters Score -2.058659e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162846 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -20586634.000000 Penalty: 5953.449219 Iteration 13Q: 3 clusters Score -2.058663e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162883 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -20586692.000000 Penalty: 5953.449219 Iteration 14Q: 3 clusters Score -2.058669e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162893 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -20586720.000000 Penalty: 5953.449219 Iteration 15Q: 3 clusters Score -2.058672e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162897 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -20586746.000000 Penalty: 5953.449219 Iteration 16Q: 3 clusters Score -2.058675e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162901 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -20586780.000000 Penalty: 5953.449219 Iteration 17Q: 3 clusters Score -2.058678e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162900 members Mstep: Class 2 contains 331 members Entering Unmasked Estep Score: -20586770.000000 Penalty: 5953.449219 Iteration 18Q: 3 clusters Score -2.058677e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162898 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -20586764.000000 Penalty: 5953.449219 Iteration 19Q: 3 clusters Score -2.058676e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162898 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -20586768.000000 Penalty: 5953.449219 Iteration 20F: 3 clusters Score -2.058677e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (497 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Entering Unmasked Estep Score: -53243.832031 Penalty: 1539.730347 Iteration 0F: 2 clusters Score -53243.83 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -51740.507812 Penalty: 3079.460693 Iteration 0F: 3 clusters Score -51740.51 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -52037.566406 Penalty: 3079.460693 Iteration 1F: 3 clusters Score -52037.57 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -52165.781250 Penalty: 3079.460693 Iteration 2F: 3 clusters Score -52165.78 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -52405.960938 Penalty: 3079.460693 Iteration 3Q: 3 clusters Score -52405.96 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -52714.304688 Penalty: 3079.460693 Iteration 4Q: 3 clusters Score -52714.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -52856.558594 Penalty: 3079.460693 Iteration 5F: 3 clusters Score -52856.56 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -52971.992188 Penalty: 3079.460693 Iteration 6F: 3 clusters Score -52971.99 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -53046.957031 Penalty: 3079.460693 Iteration 7Q: 3 clusters Score -53046.96 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -53096.421875 Penalty: 3079.460693 Iteration 8Q: 3 clusters Score -53096.42 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -53133.308594 Penalty: 3079.460693 Iteration 9Q: 3 clusters Score -53133.31 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 142 members Mstep: Class 2 contains 355 members Entering Unmasked Estep Score: -53178.929688 Penalty: 3079.460693 Iteration 10Q: 3 clusters Score -53178.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -53236.218750 Penalty: 3079.460693 Iteration 11Q: 3 clusters Score -53236.22 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 130 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -53294.414062 Penalty: 3079.460693 Iteration 12Q: 3 clusters Score -53294.41 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 369 members Entering Unmasked Estep Score: -53310.015625 Penalty: 3079.460693 Iteration 13Q: 3 clusters Score -53310.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 126 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -53315.421875 Penalty: 3079.460693 Iteration 14Q: 3 clusters Score -53315.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 122 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -53338.160156 Penalty: 3079.460693 Iteration 15Q: 3 clusters Score -53338.16 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -53357.582031 Penalty: 3079.460693 Iteration 16Q: 3 clusters Score -53357.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -53357.582031 Penalty: 3079.460693 Iteration 17F: 3 clusters Score -53357.58 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19988 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19136 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 42019 members Mstep: Class 9 contains 2141 members Mstep: Class 10 contains 7585 members Mstep: Class 11 contains 354 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 163231 members Mstep: Class 14 contains 118 members Mstep: Class 15 contains 3023 members Mstep: Class 16 contains 18621 members Mstep: Class 17 contains 25011 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1792 members Mstep: Class 20 contains 105350 members Mstep: Class 21 contains 25255 members Mstep: Class 22 contains 687 members Mstep: Class 23 contains 463 members Mstep: Class 24 contains 379 members Entering Unmasked Estep Score: -55705636.000000 Penalty: 77417.070312 Splitting cluster 14 changes total score from -55707220.000000 to -55705636.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (3023 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3023 members Entering Unmasked Estep Score: -389059.687500 Penalty: 1987.473145 Iteration 0F: 2 clusters Score -389059.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -385802.843750 Penalty: 3974.946289 Iteration 0F: 3 clusters Score -385802.8 nChanged 1057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -386497.500000 Penalty: 3974.946289 Iteration 1F: 3 clusters Score -386497.5 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1581 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -386699.843750 Penalty: 3974.946289 Iteration 2F: 3 clusters Score -386699.8 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -386879.812500 Penalty: 3974.946289 Iteration 3F: 3 clusters Score -386879.8 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -387028.312500 Penalty: 3974.946289 Iteration 4F: 3 clusters Score -387028.3 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -387187.562500 Penalty: 3974.946289 Iteration 5F: 3 clusters Score -387187.6 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -387337.562500 Penalty: 3974.946289 Iteration 6Q: 3 clusters Score -387337.6 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1827 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -387465.718750 Penalty: 3974.946289 Iteration 7Q: 3 clusters Score -387465.7 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1872 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -387561.781250 Penalty: 3974.946289 Iteration 8Q: 3 clusters Score -387561.8 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -387644.500000 Penalty: 3974.946289 Iteration 9Q: 3 clusters Score -387644.5 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -387705.562500 Penalty: 3974.946289 Iteration 10Q: 3 clusters Score -387705.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -387739.687500 Penalty: 3974.946289 Iteration 11Q: 3 clusters Score -387739.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1970 members Mstep: Class 2 contains 1053 members Entering Unmasked Estep Score: -387768.187500 Penalty: 3974.946289 Iteration 12Q: 3 clusters Score -387768.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1983 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -387793.031250 Penalty: 3974.946289 Iteration 13Q: 3 clusters Score -387793 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -387805.125000 Penalty: 3974.946289 Iteration 14Q: 3 clusters Score -387805.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -387818.281250 Penalty: 3974.946289 Iteration 15Q: 3 clusters Score -387818.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -387825.312500 Penalty: 3974.946289 Iteration 16Q: 3 clusters Score -387825.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -387833.375000 Penalty: 3974.946289 Iteration 17Q: 3 clusters Score -387833.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -387839.156250 Penalty: 3974.946289 Iteration 18Q: 3 clusters Score -387839.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -387841.343750 Penalty: 3974.946289 Iteration 19Q: 3 clusters Score -387841.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -387841.406250 Penalty: 3974.946289 Iteration 20F: 3 clusters Score -387841.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -387842.062500 Penalty: 3974.946289 Iteration 21Q: 3 clusters Score -387842.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -387842.062500 Penalty: 3974.946289 Iteration 22F: 3 clusters Score -387842.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (18621 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18621 members Entering Unmasked Estep Score: -2386725.500000 Penalty: 2438.347412 Iteration 0F: 2 clusters Score -2386726 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 9352 members Entering Unmasked Estep Score: -2373538.250000 Penalty: 4876.694824 Iteration 0F: 3 clusters Score -2373538 nChanged 8134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9249 members Mstep: Class 2 contains 9372 members Entering Unmasked Estep Score: -2377841.000000 Penalty: 4876.694824 Iteration 1F: 3 clusters Score -2377841 nChanged 1011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9220 members Mstep: Class 2 contains 9401 members Entering Unmasked Estep Score: -2378264.250000 Penalty: 4876.694824 Iteration 2F: 3 clusters Score -2378264 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9182 members Mstep: Class 2 contains 9439 members Entering Unmasked Estep Score: -2378650.250000 Penalty: 4876.694824 Iteration 3Q: 3 clusters Score -2378650 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9127 members Mstep: Class 2 contains 9494 members Entering Unmasked Estep Score: -2379094.750000 Penalty: 4876.694824 Iteration 4Q: 3 clusters Score -2379095 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9071 members Mstep: Class 2 contains 9550 members Entering Unmasked Estep Score: -2379632.750000 Penalty: 4876.694824 Iteration 5Q: 3 clusters Score -2379633 nChanged 963 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9010 members Mstep: Class 2 contains 9611 members Entering Unmasked Estep Score: -2380225.250000 Penalty: 4876.694824 Iteration 6F: 3 clusters Score -2380225 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8890 members Mstep: Class 2 contains 9731 members Entering Unmasked Estep Score: -2380871.500000 Penalty: 4876.694824 Iteration 7F: 3 clusters Score -2380872 nChanged 1013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8659 members Mstep: Class 2 contains 9962 members Entering Unmasked Estep Score: -2381551.500000 Penalty: 4876.694824 Iteration 8F: 3 clusters Score -2381552 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8339 members Mstep: Class 2 contains 10282 members Entering Unmasked Estep Score: -2382156.500000 Penalty: 4876.694824 Iteration 9F: 3 clusters Score -2382156 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7928 members Mstep: Class 2 contains 10693 members Entering Unmasked Estep Score: -2382693.000000 Penalty: 4876.694824 Iteration 10Q: 3 clusters Score -2382693 nChanged 761 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7487 members Mstep: Class 2 contains 11134 members Entering Unmasked Estep Score: -2383158.500000 Penalty: 4876.694824 Iteration 11Q: 3 clusters Score -2383158 nChanged 647 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7080 members Mstep: Class 2 contains 11541 members Entering Unmasked Estep Score: -2383535.250000 Penalty: 4876.694824 Iteration 12Q: 3 clusters Score -2383535 nChanged 542 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 11935 members Entering Unmasked Estep Score: -2383899.250000 Penalty: 4876.694824 Iteration 13Q: 3 clusters Score -2383899 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6320 members Mstep: Class 2 contains 12301 members Entering Unmasked Estep Score: -2384190.750000 Penalty: 4876.694824 Iteration 14Q: 3 clusters Score -2384191 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5980 members Mstep: Class 2 contains 12641 members Entering Unmasked Estep Score: -2384423.250000 Penalty: 4876.694824 Iteration 15Q: 3 clusters Score -2384423 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5681 members Mstep: Class 2 contains 12940 members Entering Unmasked Estep Score: -2384619.500000 Penalty: 4876.694824 Iteration 16Q: 3 clusters Score -2384620 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5419 members Mstep: Class 2 contains 13202 members Entering Unmasked Estep Score: -2384767.500000 Penalty: 4876.694824 Iteration 17Q: 3 clusters Score -2384768 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5192 members Mstep: Class 2 contains 13429 members Entering Unmasked Estep Score: -2384873.500000 Penalty: 4876.694824 Iteration 18Q: 3 clusters Score -2384874 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5035 members Mstep: Class 2 contains 13586 members Entering Unmasked Estep Score: -2384924.500000 Penalty: 4876.694824 Iteration 19Q: 3 clusters Score -2384924 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 13725 members Entering Unmasked Estep Score: -2384972.500000 Penalty: 4876.694824 Iteration 20F: 3 clusters Score -2384972 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 13848 members Entering Unmasked Estep Score: -2385001.500000 Penalty: 4876.694824 Iteration 21Q: 3 clusters Score -2385002 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4651 members Mstep: Class 2 contains 13970 members Entering Unmasked Estep Score: -2385044.750000 Penalty: 4876.694824 Iteration 22Q: 3 clusters Score -2385045 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4528 members Mstep: Class 2 contains 14093 members Entering Unmasked Estep Score: -2385083.500000 Penalty: 4876.694824 Iteration 23Q: 3 clusters Score -2385084 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4415 members Mstep: Class 2 contains 14206 members Entering Unmasked Estep Score: -2385108.750000 Penalty: 4876.694824 Iteration 24Q: 3 clusters Score -2385109 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4299 members Mstep: Class 2 contains 14322 members Entering Unmasked Estep Score: -2385149.750000 Penalty: 4876.694824 Iteration 25Q: 3 clusters Score -2385150 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 14441 members Entering Unmasked Estep Score: -2385192.750000 Penalty: 4876.694824 Iteration 26Q: 3 clusters Score -2385193 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4051 members Mstep: Class 2 contains 14570 members Entering Unmasked Estep Score: -2385241.250000 Penalty: 4876.694824 Iteration 27Q: 3 clusters Score -2385241 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 14701 members Entering Unmasked Estep Score: -2385295.250000 Penalty: 4876.694824 Iteration 28Q: 3 clusters Score -2385295 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3789 members Mstep: Class 2 contains 14832 members Entering Unmasked Estep Score: -2385347.500000 Penalty: 4876.694824 Iteration 29Q: 3 clusters Score -2385348 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 14953 members Entering Unmasked Estep Score: -2385406.500000 Penalty: 4876.694824 Iteration 30Q: 3 clusters Score -2385406 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3552 members Mstep: Class 2 contains 15069 members Entering Unmasked Estep Score: -2385446.750000 Penalty: 4876.694824 Iteration 31Q: 3 clusters Score -2385447 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 15164 members Entering Unmasked Estep Score: -2385484.000000 Penalty: 4876.694824 Iteration 32Q: 3 clusters Score -2385484 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 15254 members Entering Unmasked Estep Score: -2385509.000000 Penalty: 4876.694824 Iteration 33Q: 3 clusters Score -2385509 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 15327 members Entering Unmasked Estep Score: -2385547.000000 Penalty: 4876.694824 Iteration 34Q: 3 clusters Score -2385547 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 15383 members Entering Unmasked Estep Score: -2385567.000000 Penalty: 4876.694824 Iteration 35Q: 3 clusters Score -2385567 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3189 members Mstep: Class 2 contains 15432 members Entering Unmasked Estep Score: -2385579.000000 Penalty: 4876.694824 Iteration 36Q: 3 clusters Score -2385579 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3139 members Mstep: Class 2 contains 15482 members Entering Unmasked Estep Score: -2385595.250000 Penalty: 4876.694824 Iteration 37Q: 3 clusters Score -2385595 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 15514 members Entering Unmasked Estep Score: -2385610.250000 Penalty: 4876.694824 Iteration 38Q: 3 clusters Score -2385610 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 15555 members Entering Unmasked Estep Score: -2385622.500000 Penalty: 4876.694824 Iteration 39Q: 3 clusters Score -2385622 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3030 members Mstep: Class 2 contains 15591 members Entering Unmasked Estep Score: -2385632.500000 Penalty: 4876.694824 Iteration 40F: 3 clusters Score -2385632 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2991 members Mstep: Class 2 contains 15630 members Entering Unmasked Estep Score: -2385649.000000 Penalty: 4876.694824 Iteration 41Q: 3 clusters Score -2385649 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2960 members Mstep: Class 2 contains 15661 members Entering Unmasked Estep Score: -2385656.000000 Penalty: 4876.694824 Iteration 42Q: 3 clusters Score -2385656 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2929 members Mstep: Class 2 contains 15692 members Entering Unmasked Estep Score: -2385666.750000 Penalty: 4876.694824 Iteration 43Q: 3 clusters Score -2385667 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2906 members Mstep: Class 2 contains 15715 members Entering Unmasked Estep Score: -2385674.250000 Penalty: 4876.694824 Iteration 44Q: 3 clusters Score -2385674 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 15733 members Entering Unmasked Estep Score: -2385677.250000 Penalty: 4876.694824 Iteration 45Q: 3 clusters Score -2385677 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 15745 members Entering Unmasked Estep Score: -2385675.750000 Penalty: 4876.694824 Iteration 46Q: 3 clusters Score -2385676 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 15759 members Entering Unmasked Estep Score: -2385679.500000 Penalty: 4876.694824 Iteration 47Q: 3 clusters Score -2385680 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2853 members Mstep: Class 2 contains 15768 members Entering Unmasked Estep Score: -2385679.500000 Penalty: 4876.694824 Iteration 48Q: 3 clusters Score -2385680 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2848 members Mstep: Class 2 contains 15773 members Entering Unmasked Estep Score: -2385683.750000 Penalty: 4876.694824 Iteration 49Q: 3 clusters Score -2385684 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 15777 members Entering Unmasked Estep Score: -2385684.000000 Penalty: 4876.694824 Iteration 50Q: 3 clusters Score -2385684 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 15783 members Entering Unmasked Estep Score: -2385682.750000 Penalty: 4876.694824 Iteration 51Q: 3 clusters Score -2385683 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2833 members Mstep: Class 2 contains 15788 members Entering Unmasked Estep Score: -2385687.000000 Penalty: 4876.694824 Iteration 52Q: 3 clusters Score -2385687 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2830 members Mstep: Class 2 contains 15791 members Entering Unmasked Estep Score: -2385686.250000 Penalty: 4876.694824 Iteration 53Q: 3 clusters Score -2385686 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 15796 members Entering Unmasked Estep Score: -2385686.750000 Penalty: 4876.694824 Iteration 54Q: 3 clusters Score -2385687 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2822 members Mstep: Class 2 contains 15799 members Entering Unmasked Estep Score: -2385687.000000 Penalty: 4876.694824 Iteration 55Q: 3 clusters Score -2385687 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 15801 members Entering Unmasked Estep Score: -2385687.500000 Penalty: 4876.694824 Iteration 56Q: 3 clusters Score -2385688 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Mstep: Class 2 contains 15802 members Entering Unmasked Estep Score: -2385687.500000 Penalty: 4876.694824 Iteration 57Q: 3 clusters Score -2385688 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 15803 members Entering Unmasked Estep Score: -2385685.500000 Penalty: 4876.694824 Iteration 58Q: 3 clusters Score -2385686 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 15808 members Entering Unmasked Estep Score: -2385689.750000 Penalty: 4876.694824 Iteration 59Q: 3 clusters Score -2385690 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 15812 members Entering Unmasked Estep Score: -2385689.500000 Penalty: 4876.694824 Iteration 60F: 3 clusters Score -2385690 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2806 members Mstep: Class 2 contains 15815 members Entering Unmasked Estep Score: -2385690.000000 Penalty: 4876.694824 Iteration 61Q: 3 clusters Score -2385690 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2804 members Mstep: Class 2 contains 15817 members Entering Unmasked Estep Score: -2385689.250000 Penalty: 4876.694824 Iteration 62Q: 3 clusters Score -2385689 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 15819 members Entering Unmasked Estep Score: -2385687.500000 Penalty: 4876.694824 Iteration 63Q: 3 clusters Score -2385688 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2802 members Mstep: Class 2 contains 15819 members Entering Unmasked Estep Score: -2385687.500000 Penalty: 4876.694824 Iteration 64F: 3 clusters Score -2385688 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (25011 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25011 members Entering Unmasked Estep Score: -3209268.500000 Penalty: 2511.513672 Iteration 0F: 2 clusters Score -3209268 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12540 members Mstep: Class 2 contains 12471 members Entering Unmasked Estep Score: -3191963.750000 Penalty: 5023.027344 Iteration 0F: 3 clusters Score -3191964 nChanged 11189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12773 members Mstep: Class 2 contains 12238 members Entering Unmasked Estep Score: -3198189.500000 Penalty: 5023.027344 Iteration 1F: 3 clusters Score -3198190 nChanged 1396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13037 members Mstep: Class 2 contains 11974 members Entering Unmasked Estep Score: -3199025.500000 Penalty: 5023.027344 Iteration 2F: 3 clusters Score -3199026 nChanged 1497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13476 members Mstep: Class 2 contains 11535 members Entering Unmasked Estep Score: -3200036.000000 Penalty: 5023.027344 Iteration 3F: 3 clusters Score -3200036 nChanged 1645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14259 members Mstep: Class 2 contains 10752 members Entering Unmasked Estep Score: -3201013.500000 Penalty: 5023.027344 Iteration 4F: 3 clusters Score -3201014 nChanged 1716 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15381 members Mstep: Class 2 contains 9630 members Entering Unmasked Estep Score: -3202014.500000 Penalty: 5023.027344 Iteration 5F: 3 clusters Score -3202014 nChanged 1713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16736 members Mstep: Class 2 contains 8275 members Entering Unmasked Estep Score: -3203140.500000 Penalty: 5023.027344 Iteration 6F: 3 clusters Score -3203140 nChanged 1633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18155 members Mstep: Class 2 contains 6856 members Entering Unmasked Estep Score: -3204293.250000 Penalty: 5023.027344 Iteration 7F: 3 clusters Score -3204293 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19476 members Mstep: Class 2 contains 5535 members Entering Unmasked Estep Score: -3205340.500000 Penalty: 5023.027344 Iteration 8F: 3 clusters Score -3205340 nChanged 1170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20594 members Mstep: Class 2 contains 4417 members Entering Unmasked Estep Score: -3206184.750000 Penalty: 5023.027344 Iteration 9Q: 3 clusters Score -3206185 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21447 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -3206788.250000 Penalty: 5023.027344 Iteration 10Q: 3 clusters Score -3206788 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22086 members Mstep: Class 2 contains 2925 members Entering Unmasked Estep Score: -3207250.750000 Penalty: 5023.027344 Iteration 11Q: 3 clusters Score -3207251 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22537 members Mstep: Class 2 contains 2474 members Entering Unmasked Estep Score: -3207618.250000 Penalty: 5023.027344 Iteration 12Q: 3 clusters Score -3207618 nChanged 319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22852 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -3207934.500000 Penalty: 5023.027344 Iteration 13Q: 3 clusters Score -3207934 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23079 members Mstep: Class 2 contains 1932 members Entering Unmasked Estep Score: -3208194.500000 Penalty: 5023.027344 Iteration 14Q: 3 clusters Score -3208194 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23225 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -3208379.750000 Penalty: 5023.027344 Iteration 15Q: 3 clusters Score -3208380 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23332 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -3208488.750000 Penalty: 5023.027344 Iteration 16Q: 3 clusters Score -3208489 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23416 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -3208568.250000 Penalty: 5023.027344 Iteration 17Q: 3 clusters Score -3208568 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23479 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -3208619.750000 Penalty: 5023.027344 Iteration 18Q: 3 clusters Score -3208620 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23513 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -3208639.750000 Penalty: 5023.027344 Iteration 19Q: 3 clusters Score -3208640 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23531 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -3208645.500000 Penalty: 5023.027344 Iteration 20F: 3 clusters Score -3208646 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23538 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -3208651.500000 Penalty: 5023.027344 Iteration 21Q: 3 clusters Score -3208652 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23547 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -3208655.500000 Penalty: 5023.027344 Iteration 22Q: 3 clusters Score -3208656 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23558 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -3208657.750000 Penalty: 5023.027344 Iteration 23Q: 3 clusters Score -3208658 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23569 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -3208667.000000 Penalty: 5023.027344 Iteration 24Q: 3 clusters Score -3208667 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23581 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -3208670.250000 Penalty: 5023.027344 Iteration 25Q: 3 clusters Score -3208670 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23590 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -3208666.750000 Penalty: 5023.027344 Iteration 26Q: 3 clusters Score -3208667 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23595 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -3208675.750000 Penalty: 5023.027344 Iteration 27Q: 3 clusters Score -3208676 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23600 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -3208675.500000 Penalty: 5023.027344 Iteration 28Q: 3 clusters Score -3208676 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23605 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -3208680.000000 Penalty: 5023.027344 Iteration 29Q: 3 clusters Score -3208680 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23608 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -3208677.500000 Penalty: 5023.027344 Iteration 30Q: 3 clusters Score -3208678 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23610 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -3208677.750000 Penalty: 5023.027344 Iteration 31Q: 3 clusters Score -3208678 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23612 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -3208673.750000 Penalty: 5023.027344 Iteration 32Q: 3 clusters Score -3208674 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23613 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -3208674.000000 Penalty: 5023.027344 Iteration 33Q: 3 clusters Score -3208674 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23613 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -3208674.000000 Penalty: 5023.027344 Iteration 34F: 3 clusters Score -3208674 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2426 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Entering Unmasked Estep Score: -307371.062500 Penalty: 1932.911743 Iteration 0F: 2 clusters Score -307371.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1211 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -304474.937500 Penalty: 3865.823486 Iteration 0F: 3 clusters Score -304474.9 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1214 members Entering Unmasked Estep Score: -305026.218750 Penalty: 3865.823486 Iteration 1F: 3 clusters Score -305026.2 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1219 members Entering Unmasked Estep Score: -305152.093750 Penalty: 3865.823486 Iteration 2F: 3 clusters Score -305152.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1225 members Entering Unmasked Estep Score: -305208.937500 Penalty: 3865.823486 Iteration 3Q: 3 clusters Score -305208.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -305253.312500 Penalty: 3865.823486 Iteration 4Q: 3 clusters Score -305253.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -305280.312500 Penalty: 3865.823486 Iteration 5Q: 3 clusters Score -305280.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -305294.406250 Penalty: 3865.823486 Iteration 6Q: 3 clusters Score -305294.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -305306.812500 Penalty: 3865.823486 Iteration 7Q: 3 clusters Score -305306.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -305319.156250 Penalty: 3865.823486 Iteration 8Q: 3 clusters Score -305319.2 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -305331.906250 Penalty: 3865.823486 Iteration 9Q: 3 clusters Score -305331.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -305342.406250 Penalty: 3865.823486 Iteration 10Q: 3 clusters Score -305342.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 1291 members Entering Unmasked Estep Score: -305349.906250 Penalty: 3865.823486 Iteration 11Q: 3 clusters Score -305349.9 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1297 members Entering Unmasked Estep Score: -305357.656250 Penalty: 3865.823486 Iteration 12Q: 3 clusters Score -305357.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1126 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -305368.343750 Penalty: 3865.823486 Iteration 13Q: 3 clusters Score -305368.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 1306 members Entering Unmasked Estep Score: -305374.531250 Penalty: 3865.823486 Iteration 14Q: 3 clusters Score -305374.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -305377.156250 Penalty: 3865.823486 Iteration 15Q: 3 clusters Score -305377.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -305382.125000 Penalty: 3865.823486 Iteration 16Q: 3 clusters Score -305382.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1321 members Entering Unmasked Estep Score: -305388.343750 Penalty: 3865.823486 Iteration 17Q: 3 clusters Score -305388.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -305391.843750 Penalty: 3865.823486 Iteration 18Q: 3 clusters Score -305391.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -305395.843750 Penalty: 3865.823486 Iteration 19Q: 3 clusters Score -305395.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -305398.218750 Penalty: 3865.823486 Iteration 20F: 3 clusters Score -305398.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -305398.156250 Penalty: 3865.823486 Iteration 21Q: 3 clusters Score -305398.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -305398.375000 Penalty: 3865.823486 Iteration 22Q: 3 clusters Score -305398.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -305399.156250 Penalty: 3865.823486 Iteration 23Q: 3 clusters Score -305399.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -305399.156250 Penalty: 3865.823486 Iteration 24F: 3 clusters Score -305399.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1792 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1792 members Entering Unmasked Estep Score: -227658.406250 Penalty: 1857.789673 Iteration 0F: 2 clusters Score -227658.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -225129.781250 Penalty: 3715.579346 Iteration 0F: 3 clusters Score -225129.8 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -225548.890625 Penalty: 3715.579346 Iteration 1F: 3 clusters Score -225548.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -225666.703125 Penalty: 3715.579346 Iteration 2F: 3 clusters Score -225666.7 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -225713.906250 Penalty: 3715.579346 Iteration 3Q: 3 clusters Score -225713.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -225746.859375 Penalty: 3715.579346 Iteration 4Q: 3 clusters Score -225746.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -225767.296875 Penalty: 3715.579346 Iteration 5Q: 3 clusters Score -225767.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -225780.406250 Penalty: 3715.579346 Iteration 6Q: 3 clusters Score -225780.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -225789.437500 Penalty: 3715.579346 Iteration 7Q: 3 clusters Score -225789.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -225795.671875 Penalty: 3715.579346 Iteration 8Q: 3 clusters Score -225795.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -225799.687500 Penalty: 3715.579346 Iteration 9Q: 3 clusters Score -225799.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -225807.218750 Penalty: 3715.579346 Iteration 10Q: 3 clusters Score -225807.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -225814.765625 Penalty: 3715.579346 Iteration 11Q: 3 clusters Score -225814.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 804 members Entering Unmasked Estep Score: -225817.843750 Penalty: 3715.579346 Iteration 12Q: 3 clusters Score -225817.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -225819.968750 Penalty: 3715.579346 Iteration 13Q: 3 clusters Score -225820 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -225822.343750 Penalty: 3715.579346 Iteration 14Q: 3 clusters Score -225822.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -225825.218750 Penalty: 3715.579346 Iteration 15Q: 3 clusters Score -225825.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 991 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -225826.281250 Penalty: 3715.579346 Iteration 16Q: 3 clusters Score -225826.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -225826.906250 Penalty: 3715.579346 Iteration 17Q: 3 clusters Score -225826.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -225827.625000 Penalty: 3715.579346 Iteration 18Q: 3 clusters Score -225827.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -225829.468750 Penalty: 3715.579346 Iteration 19Q: 3 clusters Score -225829.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -225830.453125 Penalty: 3715.579346 Iteration 20F: 3 clusters Score -225830.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -225831.593750 Penalty: 3715.579346 Iteration 21Q: 3 clusters Score -225831.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -225833.203125 Penalty: 3715.579346 Iteration 22Q: 3 clusters Score -225833.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -225833.671875 Penalty: 3715.579346 Iteration 23Q: 3 clusters Score -225833.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 984 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -225834.421875 Penalty: 3715.579346 Iteration 24Q: 3 clusters Score -225834.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -225835.265625 Penalty: 3715.579346 Iteration 25Q: 3 clusters Score -225835.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -225835.265625 Penalty: 3715.579346 Iteration 26F: 3 clusters Score -225835.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (105350 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105350 members Entering Unmasked Estep Score: -13465101.000000 Penalty: 2868.130859 Iteration 0F: 2 clusters Score -1.34651e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52487 members Mstep: Class 2 contains 52863 members Entering Unmasked Estep Score: -13395084.000000 Penalty: 5736.261719 Iteration 0F: 3 clusters Score -1.339508e+07 nChanged 49773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50932 members Mstep: Class 2 contains 54418 members Entering Unmasked Estep Score: -13423397.000000 Penalty: 5736.261719 Iteration 1F: 3 clusters Score -1.34234e+07 nChanged 3357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49919 members Mstep: Class 2 contains 55431 members Entering Unmasked Estep Score: -13424209.000000 Penalty: 5736.261719 Iteration 2Q: 3 clusters Score -1.342421e+07 nChanged 3389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48254 members Mstep: Class 2 contains 57096 members Entering Unmasked Estep Score: -13425107.000000 Penalty: 5736.261719 Iteration 3Q: 3 clusters Score -1.342511e+07 nChanged 3692 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45746 members Mstep: Class 2 contains 59604 members Entering Unmasked Estep Score: -13426405.000000 Penalty: 5736.261719 Iteration 4Q: 3 clusters Score -1.34264e+07 nChanged 4510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42074 members Mstep: Class 2 contains 63276 members Entering Unmasked Estep Score: -13428246.000000 Penalty: 5736.261719 Iteration 5Q: 3 clusters Score -1.342825e+07 nChanged 5936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36730 members Mstep: Class 2 contains 68620 members Entering Unmasked Estep Score: -13431558.000000 Penalty: 5736.261719 Iteration 6F: 3 clusters Score -1.343156e+07 nChanged 7690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29464 members Mstep: Class 2 contains 75886 members Entering Unmasked Estep Score: -13437155.000000 Penalty: 5736.261719 Iteration 7F: 3 clusters Score -1.343716e+07 nChanged 8640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21020 members Mstep: Class 2 contains 84330 members Entering Unmasked Estep Score: -13444353.000000 Penalty: 5736.261719 Iteration 8F: 3 clusters Score -1.344435e+07 nChanged 7728 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13418 members Mstep: Class 2 contains 91932 members Entering Unmasked Estep Score: -13451794.000000 Penalty: 5736.261719 Iteration 9F: 3 clusters Score -1.345179e+07 nChanged 5115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8361 members Mstep: Class 2 contains 96989 members Entering Unmasked Estep Score: -13457313.000000 Penalty: 5736.261719 Iteration 10Q: 3 clusters Score -1.345731e+07 nChanged 2572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5935 members Mstep: Class 2 contains 99415 members Entering Unmasked Estep Score: -13459995.000000 Penalty: 5736.261719 Iteration 11Q: 3 clusters Score -1.346e+07 nChanged 1404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4981 members Mstep: Class 2 contains 100369 members Entering Unmasked Estep Score: -13461049.000000 Penalty: 5736.261719 Iteration 12Q: 3 clusters Score -1.346105e+07 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4494 members Mstep: Class 2 contains 100856 members Entering Unmasked Estep Score: -13461480.000000 Penalty: 5736.261719 Iteration 13Q: 3 clusters Score -1.346148e+07 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 101174 members Entering Unmasked Estep Score: -13461709.000000 Penalty: 5736.261719 Iteration 14Q: 3 clusters Score -1.346171e+07 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3932 members Mstep: Class 2 contains 101418 members Entering Unmasked Estep Score: -13461858.000000 Penalty: 5736.261719 Iteration 15Q: 3 clusters Score -1.346186e+07 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3725 members Mstep: Class 2 contains 101625 members Entering Unmasked Estep Score: -13461993.000000 Penalty: 5736.261719 Iteration 16Q: 3 clusters Score -1.346199e+07 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 101812 members Entering Unmasked Estep Score: -13462113.000000 Penalty: 5736.261719 Iteration 17Q: 3 clusters Score -1.346211e+07 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3344 members Mstep: Class 2 contains 102006 members Entering Unmasked Estep Score: -13462209.000000 Penalty: 5736.261719 Iteration 18Q: 3 clusters Score -1.346221e+07 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3184 members Mstep: Class 2 contains 102166 members Entering Unmasked Estep Score: -13462212.000000 Penalty: 5736.261719 Iteration 19Q: 3 clusters Score -1.346221e+07 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 102296 members Entering Unmasked Estep Score: -13462218.000000 Penalty: 5736.261719 Iteration 20F: 3 clusters Score -1.346222e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2940 members Mstep: Class 2 contains 102410 members Entering Unmasked Estep Score: -13462259.000000 Penalty: 5736.261719 Iteration 21Q: 3 clusters Score -1.346226e+07 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 102506 members Entering Unmasked Estep Score: -13462282.000000 Penalty: 5736.261719 Iteration 22Q: 3 clusters Score -1.346228e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2765 members Mstep: Class 2 contains 102585 members Entering Unmasked Estep Score: -13462313.000000 Penalty: 5736.261719 Iteration 23Q: 3 clusters Score -1.346231e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2693 members Mstep: Class 2 contains 102657 members Entering Unmasked Estep Score: -13462324.000000 Penalty: 5736.261719 Iteration 24Q: 3 clusters Score -1.346232e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 102740 members Entering Unmasked Estep Score: -13462377.000000 Penalty: 5736.261719 Iteration 25Q: 3 clusters Score -1.346238e+07 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 102817 members Entering Unmasked Estep Score: -13462417.000000 Penalty: 5736.261719 Iteration 26Q: 3 clusters Score -1.346242e+07 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 102889 members Entering Unmasked Estep Score: -13462419.000000 Penalty: 5736.261719 Iteration 27Q: 3 clusters Score -1.346242e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 102955 members Entering Unmasked Estep Score: -13462434.000000 Penalty: 5736.261719 Iteration 28Q: 3 clusters Score -1.346243e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 103008 members Entering Unmasked Estep Score: -13462447.000000 Penalty: 5736.261719 Iteration 29Q: 3 clusters Score -1.346245e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 103051 members Entering Unmasked Estep Score: -13462444.000000 Penalty: 5736.261719 Iteration 30Q: 3 clusters Score -1.346244e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 103090 members Entering Unmasked Estep Score: -13462457.000000 Penalty: 5736.261719 Iteration 31Q: 3 clusters Score -1.346246e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 103124 members Entering Unmasked Estep Score: -13462474.000000 Penalty: 5736.261719 Iteration 32Q: 3 clusters Score -1.346247e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 103155 members Entering Unmasked Estep Score: -13462483.000000 Penalty: 5736.261719 Iteration 33Q: 3 clusters Score -1.346248e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2152 members Mstep: Class 2 contains 103198 members Entering Unmasked Estep Score: -13462524.000000 Penalty: 5736.261719 Iteration 34Q: 3 clusters Score -1.346252e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 103234 members Entering Unmasked Estep Score: -13462511.000000 Penalty: 5736.261719 Iteration 35Q: 3 clusters Score -1.346251e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 103261 members Entering Unmasked Estep Score: -13462521.000000 Penalty: 5736.261719 Iteration 36Q: 3 clusters Score -1.346252e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2070 members Mstep: Class 2 contains 103280 members Entering Unmasked Estep Score: -13462521.000000 Penalty: 5736.261719 Iteration 37Q: 3 clusters Score -1.346252e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Mstep: Class 2 contains 103296 members Entering Unmasked Estep Score: -13462521.000000 Penalty: 5736.261719 Iteration 38Q: 3 clusters Score -1.346252e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 103313 members Entering Unmasked Estep Score: -13462526.000000 Penalty: 5736.261719 Iteration 39Q: 3 clusters Score -1.346253e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 103327 members Entering Unmasked Estep Score: -13462519.000000 Penalty: 5736.261719 Iteration 40F: 3 clusters Score -1.346252e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2011 members Mstep: Class 2 contains 103339 members Entering Unmasked Estep Score: -13462521.000000 Penalty: 5736.261719 Iteration 41Q: 3 clusters Score -1.346252e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 103352 members Entering Unmasked Estep Score: -13462510.000000 Penalty: 5736.261719 Iteration 42Q: 3 clusters Score -1.346251e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 103365 members Entering Unmasked Estep Score: -13462513.000000 Penalty: 5736.261719 Iteration 43Q: 3 clusters Score -1.346251e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 103382 members Entering Unmasked Estep Score: -13462513.000000 Penalty: 5736.261719 Iteration 44Q: 3 clusters Score -1.346251e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 103398 members Entering Unmasked Estep Score: -13462520.000000 Penalty: 5736.261719 Iteration 45Q: 3 clusters Score -1.346252e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 103415 members Entering Unmasked Estep Score: -13462527.000000 Penalty: 5736.261719 Iteration 46Q: 3 clusters Score -1.346253e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1920 members Mstep: Class 2 contains 103430 members Entering Unmasked Estep Score: -13462540.000000 Penalty: 5736.261719 Iteration 47Q: 3 clusters Score -1.346254e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 103445 members Entering Unmasked Estep Score: -13462534.000000 Penalty: 5736.261719 Iteration 48Q: 3 clusters Score -1.346253e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 103456 members Entering Unmasked Estep Score: -13462535.000000 Penalty: 5736.261719 Iteration 49Q: 3 clusters Score -1.346254e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 103466 members Entering Unmasked Estep Score: -13462537.000000 Penalty: 5736.261719 Iteration 50Q: 3 clusters Score -1.346254e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 103481 members Entering Unmasked Estep Score: -13462550.000000 Penalty: 5736.261719 Iteration 51Q: 3 clusters Score -1.346255e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 103497 members Entering Unmasked Estep Score: -13462546.000000 Penalty: 5736.261719 Iteration 52Q: 3 clusters Score -1.346255e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1838 members Mstep: Class 2 contains 103512 members Entering Unmasked Estep Score: -13462541.000000 Penalty: 5736.261719 Iteration 53Q: 3 clusters Score -1.346254e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1826 members Mstep: Class 2 contains 103524 members Entering Unmasked Estep Score: -13462544.000000 Penalty: 5736.261719 Iteration 54Q: 3 clusters Score -1.346254e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 103538 members Entering Unmasked Estep Score: -13462549.000000 Penalty: 5736.261719 Iteration 55Q: 3 clusters Score -1.346255e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Mstep: Class 2 contains 103549 members Entering Unmasked Estep Score: -13462562.000000 Penalty: 5736.261719 Iteration 56Q: 3 clusters Score -1.346256e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 103560 members Entering Unmasked Estep Score: -13462553.000000 Penalty: 5736.261719 Iteration 57Q: 3 clusters Score -1.346255e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1780 members Mstep: Class 2 contains 103570 members Entering Unmasked Estep Score: -13462541.000000 Penalty: 5736.261719 Iteration 58Q: 3 clusters Score -1.346254e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 103584 members Entering Unmasked Estep Score: -13462550.000000 Penalty: 5736.261719 Iteration 59Q: 3 clusters Score -1.346255e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1754 members Mstep: Class 2 contains 103596 members Entering Unmasked Estep Score: -13462558.000000 Penalty: 5736.261719 Iteration 60F: 3 clusters Score -1.346256e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 103611 members Entering Unmasked Estep Score: -13462563.000000 Penalty: 5736.261719 Iteration 61Q: 3 clusters Score -1.346256e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 103625 members Entering Unmasked Estep Score: -13462564.000000 Penalty: 5736.261719 Iteration 62Q: 3 clusters Score -1.346256e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 103638 members Entering Unmasked Estep Score: -13462585.000000 Penalty: 5736.261719 Iteration 63Q: 3 clusters Score -1.346258e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1704 members Mstep: Class 2 contains 103646 members Entering Unmasked Estep Score: -13462578.000000 Penalty: 5736.261719 Iteration 64Q: 3 clusters Score -1.346258e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 103655 members Entering Unmasked Estep Score: -13462589.000000 Penalty: 5736.261719 Iteration 65Q: 3 clusters Score -1.346259e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 103660 members Entering Unmasked Estep Score: -13462590.000000 Penalty: 5736.261719 Iteration 66Q: 3 clusters Score -1.346259e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 103668 members Entering Unmasked Estep Score: -13462600.000000 Penalty: 5736.261719 Iteration 67Q: 3 clusters Score -1.34626e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 103676 members Entering Unmasked Estep Score: -13462599.000000 Penalty: 5736.261719 Iteration 68Q: 3 clusters Score -1.34626e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1667 members Mstep: Class 2 contains 103683 members Entering Unmasked Estep Score: -13462602.000000 Penalty: 5736.261719 Iteration 69Q: 3 clusters Score -1.34626e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1654 members Mstep: Class 2 contains 103696 members Entering Unmasked Estep Score: -13462617.000000 Penalty: 5736.261719 Iteration 70Q: 3 clusters Score -1.346262e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1645 members Mstep: Class 2 contains 103705 members Entering Unmasked Estep Score: -13462619.000000 Penalty: 5736.261719 Iteration 71Q: 3 clusters Score -1.346262e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1639 members Mstep: Class 2 contains 103711 members Entering Unmasked Estep Score: -13462618.000000 Penalty: 5736.261719 Iteration 72Q: 3 clusters Score -1.346262e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 103718 members Entering Unmasked Estep Score: -13462607.000000 Penalty: 5736.261719 Iteration 73Q: 3 clusters Score -1.346261e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 103719 members Entering Unmasked Estep Score: -13462603.000000 Penalty: 5736.261719 Iteration 74Q: 3 clusters Score -1.34626e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 103720 members Entering Unmasked Estep Score: -13462609.000000 Penalty: 5736.261719 Iteration 75Q: 3 clusters Score -1.346261e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1627 members Mstep: Class 2 contains 103723 members Entering Unmasked Estep Score: -13462607.000000 Penalty: 5736.261719 Iteration 76Q: 3 clusters Score -1.346261e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 103725 members Entering Unmasked Estep Score: -13462614.000000 Penalty: 5736.261719 Iteration 77Q: 3 clusters Score -1.346261e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1620 members Mstep: Class 2 contains 103730 members Entering Unmasked Estep Score: -13462613.000000 Penalty: 5736.261719 Iteration 78Q: 3 clusters Score -1.346261e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 103732 members Entering Unmasked Estep Score: -13462620.000000 Penalty: 5736.261719 Iteration 79Q: 3 clusters Score -1.346262e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 103734 members Entering Unmasked Estep Score: -13462619.000000 Penalty: 5736.261719 Iteration 80F: 3 clusters Score -1.346262e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (25255 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25255 members Entering Unmasked Estep Score: -3235242.000000 Penalty: 2513.921387 Iteration 0F: 2 clusters Score -3235242 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12581 members Mstep: Class 2 contains 12674 members Entering Unmasked Estep Score: -3217835.000000 Penalty: 5027.842773 Iteration 0F: 3 clusters Score -3217835 nChanged 11255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12034 members Mstep: Class 2 contains 13221 members Entering Unmasked Estep Score: -3223938.000000 Penalty: 5027.842773 Iteration 1F: 3 clusters Score -3223938 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11642 members Mstep: Class 2 contains 13613 members Entering Unmasked Estep Score: -3224480.250000 Penalty: 5027.842773 Iteration 2F: 3 clusters Score -3224480 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11092 members Mstep: Class 2 contains 14163 members Entering Unmasked Estep Score: -3225038.750000 Penalty: 5027.842773 Iteration 3F: 3 clusters Score -3225039 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10323 members Mstep: Class 2 contains 14932 members Entering Unmasked Estep Score: -3225704.750000 Penalty: 5027.842773 Iteration 4F: 3 clusters Score -3225705 nChanged 1425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9304 members Mstep: Class 2 contains 15951 members Entering Unmasked Estep Score: -3226486.000000 Penalty: 5027.842773 Iteration 5F: 3 clusters Score -3226486 nChanged 1519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8111 members Mstep: Class 2 contains 17144 members Entering Unmasked Estep Score: -3227453.250000 Penalty: 5027.842773 Iteration 6F: 3 clusters Score -3227453 nChanged 1592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6735 members Mstep: Class 2 contains 18520 members Entering Unmasked Estep Score: -3228635.750000 Penalty: 5027.842773 Iteration 7F: 3 clusters Score -3228636 nChanged 1617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5224 members Mstep: Class 2 contains 20031 members Entering Unmasked Estep Score: -3229944.750000 Penalty: 5027.842773 Iteration 8F: 3 clusters Score -3229945 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3879 members Mstep: Class 2 contains 21376 members Entering Unmasked Estep Score: -3231112.500000 Penalty: 5027.842773 Iteration 9F: 3 clusters Score -3231112 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 22455 members Entering Unmasked Estep Score: -3231978.000000 Penalty: 5027.842773 Iteration 10Q: 3 clusters Score -3231978 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 23173 members Entering Unmasked Estep Score: -3232525.500000 Penalty: 5027.842773 Iteration 11Q: 3 clusters Score -3232526 nChanged 475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 23642 members Entering Unmasked Estep Score: -3232863.000000 Penalty: 5027.842773 Iteration 12Q: 3 clusters Score -3232863 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 23934 members Entering Unmasked Estep Score: -3233064.000000 Penalty: 5027.842773 Iteration 13Q: 3 clusters Score -3233064 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 24125 members Entering Unmasked Estep Score: -3233208.000000 Penalty: 5027.842773 Iteration 14Q: 3 clusters Score -3233208 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 24239 members Entering Unmasked Estep Score: -3233288.250000 Penalty: 5027.842773 Iteration 15Q: 3 clusters Score -3233288 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 943 members Mstep: Class 2 contains 24312 members Entering Unmasked Estep Score: -3233349.750000 Penalty: 5027.842773 Iteration 16Q: 3 clusters Score -3233350 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 24365 members Entering Unmasked Estep Score: -3233374.000000 Penalty: 5027.842773 Iteration 17Q: 3 clusters Score -3233374 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 24400 members Entering Unmasked Estep Score: -3233395.000000 Penalty: 5027.842773 Iteration 18Q: 3 clusters Score -3233395 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 831 members Mstep: Class 2 contains 24424 members Entering Unmasked Estep Score: -3233407.250000 Penalty: 5027.842773 Iteration 19Q: 3 clusters Score -3233407 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 24445 members Entering Unmasked Estep Score: -3233421.250000 Penalty: 5027.842773 Iteration 20F: 3 clusters Score -3233421 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 799 members Mstep: Class 2 contains 24456 members Entering Unmasked Estep Score: -3233424.500000 Penalty: 5027.842773 Iteration 21Q: 3 clusters Score -3233424 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 24471 members Entering Unmasked Estep Score: -3233430.500000 Penalty: 5027.842773 Iteration 22Q: 3 clusters Score -3233430 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 24481 members Entering Unmasked Estep Score: -3233440.250000 Penalty: 5027.842773 Iteration 23Q: 3 clusters Score -3233440 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 24493 members Entering Unmasked Estep Score: -3233454.250000 Penalty: 5027.842773 Iteration 24Q: 3 clusters Score -3233454 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 759 members Mstep: Class 2 contains 24496 members Entering Unmasked Estep Score: -3233455.500000 Penalty: 5027.842773 Iteration 25Q: 3 clusters Score -3233456 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 756 members Mstep: Class 2 contains 24499 members Entering Unmasked Estep Score: -3233462.000000 Penalty: 5027.842773 Iteration 26Q: 3 clusters Score -3233462 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 24501 members Entering Unmasked Estep Score: -3233462.750000 Penalty: 5027.842773 Iteration 27Q: 3 clusters Score -3233463 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 24503 members Entering Unmasked Estep Score: -3233464.500000 Penalty: 5027.842773 Iteration 28Q: 3 clusters Score -3233464 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 752 members Mstep: Class 2 contains 24503 members Entering Unmasked Estep Score: -3233464.500000 Penalty: 5027.842773 Iteration 29F: 3 clusters Score -3233464 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (687 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 687 members Entering Unmasked Estep Score: -73467.140625 Penalty: 1620.018921 Iteration 0F: 2 clusters Score -73467.14 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -71803.625000 Penalty: 3240.037842 Iteration 0F: 3 clusters Score -71803.62 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -72230.140625 Penalty: 3240.037842 Iteration 1F: 3 clusters Score -72230.14 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -72689.851562 Penalty: 3240.037842 Iteration 2F: 3 clusters Score -72689.85 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -73240.710938 Penalty: 3240.037842 Iteration 3F: 3 clusters Score -73240.71 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 353 members Entering Unmasked Estep Score: -73585.875000 Penalty: 3240.037842 Iteration 4F: 3 clusters Score -73585.88 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 344 members Entering Unmasked Estep Score: -73868.117188 Penalty: 3240.037842 Iteration 5Q: 3 clusters Score -73868.12 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 345 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -73940.921875 Penalty: 3240.037842 Iteration 6Q: 3 clusters Score -73940.92 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -73980.617188 Penalty: 3240.037842 Iteration 7Q: 3 clusters Score -73980.62 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -74037.570312 Penalty: 3240.037842 Iteration 8Q: 3 clusters Score -74037.57 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -74084.476562 Penalty: 3240.037842 Iteration 9Q: 3 clusters Score -74084.48 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -74126.257812 Penalty: 3240.037842 Iteration 10Q: 3 clusters Score -74126.26 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -74190.125000 Penalty: 3240.037842 Iteration 11Q: 3 clusters Score -74190.12 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -74305.960938 Penalty: 3240.037842 Iteration 12Q: 3 clusters Score -74305.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -74342.820312 Penalty: 3240.037842 Iteration 13Q: 3 clusters Score -74342.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -74342.820312 Penalty: 3240.037842 Iteration 14F: 3 clusters Score -74342.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19988 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19136 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 42019 members Mstep: Class 9 contains 2141 members Mstep: Class 10 contains 7585 members Mstep: Class 11 contains 354 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 163231 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3023 members Mstep: Class 16 contains 18621 members Mstep: Class 17 contains 25011 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1792 members Mstep: Class 20 contains 105350 members Mstep: Class 21 contains 25255 members Mstep: Class 22 contains 400 members Mstep: Class 23 contains 463 members Mstep: Class 24 contains 287 members Entering Unmasked Estep Score: -55706524.000000 Penalty: 77417.070312 Splitting cluster 22 changes total score from -55707220.000000 to -55706524.000000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19988 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19136 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 42019 members Mstep: Class 9 contains 2141 members Mstep: Class 10 contains 7585 members Mstep: Class 11 contains 354 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 163231 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3023 members Mstep: Class 16 contains 18621 members Mstep: Class 17 contains 25011 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1792 members Mstep: Class 20 contains 105350 members Mstep: Class 21 contains 25255 members Mstep: Class 22 contains 687 members Entering Unmasked Estep ConsiderDeletion Score: -55707288.000000 Penalty: 74191.359375 Iteration 119Q: 24 clusters Score -5.570729e+07 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19985 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19147 members Mstep: Class 6 contains 783 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 42015 members Mstep: Class 9 contains 2142 members Mstep: Class 10 contains 7584 members Mstep: Class 11 contains 377 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 163290 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3022 members Mstep: Class 16 contains 18588 members Mstep: Class 17 contains 25011 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1793 members Mstep: Class 20 contains 105316 members Mstep: Class 21 contains 25258 members Mstep: Class 22 contains 668 members Mstep: Class 23 contains 461 members Entering Unmasked Estep ConsiderDeletion Score: -55707328.000000 Penalty: 74191.359375 Iteration 120F: 24 clusters Score -5.570733e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19977 members Mstep: Class 2 contains 371 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4992 members Mstep: Class 5 contains 19156 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 42003 members Mstep: Class 9 contains 2143 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 398 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 163351 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3022 members Mstep: Class 16 contains 18557 members Mstep: Class 17 contains 25011 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1792 members Mstep: Class 20 contains 105294 members Mstep: Class 21 contains 25260 members Mstep: Class 22 contains 636 members Mstep: Class 23 contains 474 members Entering Unmasked Estep ConsiderDeletion Score: -55707624.000000 Penalty: 74191.359375 Iteration 121Q: 24 clusters Score -5.570762e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19976 members Mstep: Class 2 contains 371 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4992 members Mstep: Class 5 contains 19167 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41990 members Mstep: Class 9 contains 2143 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 422 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 163424 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3022 members Mstep: Class 16 contains 18513 members Mstep: Class 17 contains 25012 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1792 members Mstep: Class 20 contains 105268 members Mstep: Class 21 contains 25259 members Mstep: Class 22 contains 609 members Mstep: Class 23 contains 477 members Entering Unmasked Estep ConsiderDeletion Score: -55707820.000000 Penalty: 74191.359375 Iteration 122Q: 24 clusters Score -5.570782e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19966 members Mstep: Class 2 contains 370 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4992 members Mstep: Class 5 contains 19177 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41979 members Mstep: Class 9 contains 2144 members Mstep: Class 10 contains 7582 members Mstep: Class 11 contains 431 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 163488 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3022 members Mstep: Class 16 contains 18481 members Mstep: Class 17 contains 25013 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1792 members Mstep: Class 20 contains 105243 members Mstep: Class 21 contains 25262 members Mstep: Class 22 contains 598 members Mstep: Class 23 contains 480 members Entering Unmasked Estep ConsiderDeletion Score: -55708056.000000 Penalty: 74191.359375 Iteration 123Q: 24 clusters Score -5.570806e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19964 members Mstep: Class 2 contains 371 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19184 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41969 members Mstep: Class 9 contains 2144 members Mstep: Class 10 contains 7582 members Mstep: Class 11 contains 433 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 163552 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3022 members Mstep: Class 16 contains 18449 members Mstep: Class 17 contains 25014 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1792 members Mstep: Class 20 contains 105212 members Mstep: Class 21 contains 25266 members Mstep: Class 22 contains 593 members Mstep: Class 23 contains 482 members Entering Unmasked Estep ConsiderDeletion Score: -55708048.000000 Penalty: 74191.359375 Iteration 124Q: 24 clusters Score -5.570805e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19960 members Mstep: Class 2 contains 371 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19192 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41965 members Mstep: Class 9 contains 2144 members Mstep: Class 10 contains 7582 members Mstep: Class 11 contains 437 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 163612 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3022 members Mstep: Class 16 contains 18421 members Mstep: Class 17 contains 25014 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1792 members Mstep: Class 20 contains 105177 members Mstep: Class 21 contains 25269 members Mstep: Class 22 contains 589 members Mstep: Class 23 contains 482 members Entering Unmasked Estep ConsiderDeletion Score: -55708056.000000 Penalty: 74191.359375 Iteration 125Q: 24 clusters Score -5.570806e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19955 members Mstep: Class 2 contains 372 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19201 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41957 members Mstep: Class 9 contains 2144 members Mstep: Class 10 contains 7580 members Mstep: Class 11 contains 441 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 163672 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3022 members Mstep: Class 16 contains 18387 members Mstep: Class 17 contains 25014 members Mstep: Class 18 contains 2428 members Mstep: Class 19 contains 1792 members Mstep: Class 20 contains 105157 members Mstep: Class 21 contains 25267 members Mstep: Class 22 contains 584 members Mstep: Class 23 contains 482 members Entering Unmasked Estep ConsiderDeletion Score: -55708040.000000 Penalty: 74191.359375 Iteration 126Q: 24 clusters Score -5.570804e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19947 members Mstep: Class 2 contains 373 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4992 members Mstep: Class 5 contains 19207 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41943 members Mstep: Class 9 contains 2144 members Mstep: Class 10 contains 7581 members Mstep: Class 11 contains 444 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 163743 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3021 members Mstep: Class 16 contains 18354 members Mstep: Class 17 contains 25014 members Mstep: Class 18 contains 2428 members Mstep: Class 19 contains 1792 members Mstep: Class 20 contains 105131 members Mstep: Class 21 contains 25270 members Mstep: Class 22 contains 581 members Mstep: Class 23 contains 482 members Entering Unmasked Estep ConsiderDeletion Score: -55707984.000000 Penalty: 74191.359375 Iteration 127Q: 24 clusters Score -5.570798e+07 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19946 members Mstep: Class 2 contains 374 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4992 members Mstep: Class 5 contains 19218 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41938 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7581 members Mstep: Class 11 contains 445 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 163797 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3022 members Mstep: Class 16 contains 18322 members Mstep: Class 17 contains 25014 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1792 members Mstep: Class 20 contains 105102 members Mstep: Class 21 contains 25270 members Mstep: Class 22 contains 579 members Mstep: Class 23 contains 482 members Entering Unmasked Estep ConsiderDeletion Score: -55707972.000000 Penalty: 74191.359375 Iteration 128Q: 24 clusters Score -5.570797e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19947 members Mstep: Class 2 contains 378 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19230 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41930 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7581 members Mstep: Class 11 contains 446 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 163860 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3023 members Mstep: Class 16 contains 18289 members Mstep: Class 17 contains 25014 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1793 members Mstep: Class 20 contains 105068 members Mstep: Class 21 contains 25268 members Mstep: Class 22 contains 575 members Mstep: Class 23 contains 482 members Entering Unmasked Estep ConsiderDeletion Score: -55708052.000000 Penalty: 74191.359375 Iteration 129Q: 24 clusters Score -5.570805e+07 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19945 members Mstep: Class 2 contains 383 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19240 members Mstep: Class 6 contains 780 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41919 members Mstep: Class 9 contains 2144 members Mstep: Class 10 contains 7580 members Mstep: Class 11 contains 447 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 163912 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3023 members Mstep: Class 16 contains 18266 members Mstep: Class 17 contains 25013 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1795 members Mstep: Class 20 contains 105044 members Mstep: Class 21 contains 25269 members Mstep: Class 22 contains 569 members Mstep: Class 23 contains 482 members Entering Unmasked Estep ConsiderDeletion Score: -55708132.000000 Penalty: 74191.359375 Iteration 130Q: 24 clusters Score -5.570813e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19939 members Mstep: Class 2 contains 386 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19251 members Mstep: Class 6 contains 780 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41915 members Mstep: Class 9 contains 2144 members Mstep: Class 10 contains 7582 members Mstep: Class 11 contains 445 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 163967 members Mstep: Class 14 contains 497 members Mstep: Class 15 contains 3023 members Mstep: Class 16 contains 18232 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1796 members Mstep: Class 20 contains 105019 members Mstep: Class 21 contains 25271 members Mstep: Class 22 contains 568 members Mstep: Class 23 contains 482 members Entering Unmasked Estep ConsiderDeletion Score: -55708172.000000 Penalty: 74191.359375 Iteration 131Q: 24 clusters Score -5.570817e+07 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19933 members Mstep: Class 2 contains 387 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19262 members Mstep: Class 6 contains 780 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41910 members Mstep: Class 9 contains 2144 members Mstep: Class 10 contains 7584 members Mstep: Class 11 contains 445 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164034 members Mstep: Class 14 contains 496 members Mstep: Class 15 contains 3023 members Mstep: Class 16 contains 18190 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1797 members Mstep: Class 20 contains 104993 members Mstep: Class 21 contains 25270 members Mstep: Class 22 contains 568 members Mstep: Class 23 contains 482 members Entering Unmasked Estep ConsiderDeletion Score: -55708056.000000 Penalty: 74191.359375 Iteration 132Q: 24 clusters Score -5.570806e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19929 members Mstep: Class 2 contains 389 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4988 members Mstep: Class 5 contains 19268 members Mstep: Class 6 contains 780 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41903 members Mstep: Class 9 contains 2144 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 445 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164097 members Mstep: Class 14 contains 494 members Mstep: Class 15 contains 3023 members Mstep: Class 16 contains 18150 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1797 members Mstep: Class 20 contains 104982 members Mstep: Class 21 contains 25266 members Mstep: Class 22 contains 568 members Mstep: Class 23 contains 482 members Entering Unmasked Estep ConsiderDeletion Score: -55708136.000000 Penalty: 74191.359375 Iteration 133Q: 24 clusters Score -5.570814e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19924 members Mstep: Class 2 contains 394 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19276 members Mstep: Class 6 contains 780 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41894 members Mstep: Class 9 contains 2144 members Mstep: Class 10 contains 7582 members Mstep: Class 11 contains 445 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164147 members Mstep: Class 14 contains 488 members Mstep: Class 15 contains 3023 members Mstep: Class 16 contains 18124 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1797 members Mstep: Class 20 contains 104964 members Mstep: Class 21 contains 25265 members Mstep: Class 22 contains 569 members Mstep: Class 23 contains 482 members Entering Unmasked Estep ConsiderDeletion Score: -55708212.000000 Penalty: 74191.359375 Iteration 134Q: 24 clusters Score -5.570821e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19917 members Mstep: Class 2 contains 398 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19279 members Mstep: Class 6 contains 780 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41885 members Mstep: Class 9 contains 2144 members Mstep: Class 10 contains 7582 members Mstep: Class 11 contains 445 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164210 members Mstep: Class 14 contains 484 members Mstep: Class 15 contains 3024 members Mstep: Class 16 contains 18104 members Mstep: Class 17 contains 25008 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1797 members Mstep: Class 20 contains 104940 members Mstep: Class 21 contains 25260 members Mstep: Class 22 contains 569 members Mstep: Class 23 contains 482 members Entering Unmasked Estep ConsiderDeletion Score: -55708244.000000 Penalty: 74191.359375 Iteration 135Q: 24 clusters Score -5.570824e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19918 members Mstep: Class 2 contains 401 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19285 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41877 members Mstep: Class 9 contains 2144 members Mstep: Class 10 contains 7582 members Mstep: Class 11 contains 445 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164265 members Mstep: Class 14 contains 481 members Mstep: Class 15 contains 3024 members Mstep: Class 16 contains 18087 members Mstep: Class 17 contains 25008 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1797 members Mstep: Class 20 contains 104904 members Mstep: Class 21 contains 25258 members Mstep: Class 22 contains 569 members Mstep: Class 23 contains 482 members Entering Unmasked Estep ConsiderDeletion Score: -55708236.000000 Penalty: 74191.359375 Iteration 136Q: 24 clusters Score -5.570824e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19915 members Mstep: Class 2 contains 402 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19291 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41872 members Mstep: Class 9 contains 2144 members Mstep: Class 10 contains 7582 members Mstep: Class 11 contains 445 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164315 members Mstep: Class 14 contains 480 members Mstep: Class 15 contains 3024 members Mstep: Class 16 contains 18072 members Mstep: Class 17 contains 25008 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1797 members Mstep: Class 20 contains 104874 members Mstep: Class 21 contains 25254 members Mstep: Class 22 contains 569 members Mstep: Class 23 contains 482 members Entering Unmasked Estep ConsiderDeletion Score: -55708184.000000 Penalty: 74191.359375 Iteration 137Q: 24 clusters Score -5.570818e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19914 members Mstep: Class 2 contains 403 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19301 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41868 members Mstep: Class 9 contains 2143 members Mstep: Class 10 contains 7582 members Mstep: Class 11 contains 445 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164360 members Mstep: Class 14 contains 479 members Mstep: Class 15 contains 3024 members Mstep: Class 16 contains 18050 members Mstep: Class 17 contains 25009 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1798 members Mstep: Class 20 contains 104847 members Mstep: Class 21 contains 25253 members Mstep: Class 22 contains 569 members Mstep: Class 23 contains 482 members Entering Unmasked Estep ConsiderDeletion Score: -55708216.000000 Penalty: 74191.359375 Iteration 138Q: 24 clusters Score -5.570822e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19910 members Mstep: Class 2 contains 403 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19308 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41862 members Mstep: Class 9 contains 2143 members Mstep: Class 10 contains 7582 members Mstep: Class 11 contains 445 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164400 members Mstep: Class 14 contains 479 members Mstep: Class 15 contains 3023 members Mstep: Class 16 contains 18031 members Mstep: Class 17 contains 25009 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1798 members Mstep: Class 20 contains 104832 members Mstep: Class 21 contains 25250 members Mstep: Class 22 contains 569 members Mstep: Class 23 contains 482 members Entering Unmasked Estep ConsiderDeletion Score: -55708196.000000 Penalty: 74191.359375 Iteration 139Q: 24 clusters Score -5.57082e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19903 members Mstep: Class 2 contains 404 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4992 members Mstep: Class 5 contains 19313 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41859 members Mstep: Class 9 contains 2143 members Mstep: Class 10 contains 7582 members Mstep: Class 11 contains 445 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164437 members Mstep: Class 14 contains 478 members Mstep: Class 15 contains 3023 members Mstep: Class 16 contains 18017 members Mstep: Class 17 contains 25008 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1798 members Mstep: Class 20 contains 104818 members Mstep: Class 21 contains 25246 members Mstep: Class 22 contains 569 members Mstep: Class 23 contains 482 members Entering Unmasked Estep ConsiderDeletion Score: -55708248.000000 Penalty: 74191.359375 Iteration 140F: 24 clusters Score -5.570825e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19900 members Mstep: Class 2 contains 413 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19320 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41859 members Mstep: Class 9 contains 2142 members Mstep: Class 10 contains 7581 members Mstep: Class 11 contains 446 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164454 members Mstep: Class 14 contains 470 members Mstep: Class 15 contains 3023 members Mstep: Class 16 contains 18012 members Mstep: Class 17 contains 25008 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1798 members Mstep: Class 20 contains 104808 members Mstep: Class 21 contains 25243 members Mstep: Class 22 contains 567 members Mstep: Class 23 contains 482 members Entering Unmasked Estep ConsiderDeletion Score: -55708348.000000 Penalty: 74191.359375 Iteration 141Q: 24 clusters Score -5.570835e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19898 members Mstep: Class 2 contains 422 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19331 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41856 members Mstep: Class 9 contains 2141 members Mstep: Class 10 contains 7581 members Mstep: Class 11 contains 447 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164468 members Mstep: Class 14 contains 460 members Mstep: Class 15 contains 3023 members Mstep: Class 16 contains 18010 members Mstep: Class 17 contains 25008 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1798 members Mstep: Class 20 contains 104791 members Mstep: Class 21 contains 25244 members Mstep: Class 22 contains 566 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55708604.000000 Penalty: 74191.359375 Iteration 142Q: 24 clusters Score -5.57086e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19897 members Mstep: Class 2 contains 430 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19339 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 41852 members Mstep: Class 9 contains 2141 members Mstep: Class 10 contains 7581 members Mstep: Class 11 contains 448 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164489 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3023 members Mstep: Class 16 contains 18003 members Mstep: Class 17 contains 25009 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1798 members Mstep: Class 20 contains 104775 members Mstep: Class 21 contains 25243 members Mstep: Class 22 contains 562 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709084.000000 Penalty: 74191.359375 Iteration 143Q: 24 clusters Score -5.570908e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19894 members Mstep: Class 2 contains 430 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19349 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 41844 members Mstep: Class 9 contains 2142 members Mstep: Class 10 contains 7581 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164513 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3023 members Mstep: Class 16 contains 17997 members Mstep: Class 17 contains 25008 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1798 members Mstep: Class 20 contains 104757 members Mstep: Class 21 contains 25244 members Mstep: Class 22 contains 561 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709132.000000 Penalty: 74191.359375 Iteration 144Q: 24 clusters Score -5.570913e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19892 members Mstep: Class 2 contains 430 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19359 members Mstep: Class 6 contains 783 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 41836 members Mstep: Class 9 contains 2143 members Mstep: Class 10 contains 7581 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164534 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3023 members Mstep: Class 16 contains 17989 members Mstep: Class 17 contains 25007 members Mstep: Class 18 contains 2426 members Mstep: Class 19 contains 1798 members Mstep: Class 20 contains 104746 members Mstep: Class 21 contains 25242 members Mstep: Class 22 contains 560 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709156.000000 Penalty: 74191.359375 Iteration 145Q: 24 clusters Score -5.570916e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19891 members Mstep: Class 2 contains 430 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19374 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 41829 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7581 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164544 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3024 members Mstep: Class 16 contains 17985 members Mstep: Class 17 contains 25006 members Mstep: Class 18 contains 2427 members Mstep: Class 19 contains 1799 members Mstep: Class 20 contains 104731 members Mstep: Class 21 contains 25241 members Mstep: Class 22 contains 560 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709200.000000 Penalty: 74191.359375 Iteration 146Q: 24 clusters Score -5.57092e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19890 members Mstep: Class 2 contains 430 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19388 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 41822 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7580 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164558 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3024 members Mstep: Class 16 contains 17980 members Mstep: Class 17 contains 25006 members Mstep: Class 18 contains 2428 members Mstep: Class 19 contains 1799 members Mstep: Class 20 contains 104717 members Mstep: Class 21 contains 25240 members Mstep: Class 22 contains 560 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709196.000000 Penalty: 74191.359375 Iteration 147Q: 24 clusters Score -5.57092e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19887 members Mstep: Class 2 contains 430 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19396 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 41817 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7579 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164578 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3024 members Mstep: Class 16 contains 17977 members Mstep: Class 17 contains 25006 members Mstep: Class 18 contains 2429 members Mstep: Class 19 contains 1799 members Mstep: Class 20 contains 104703 members Mstep: Class 21 contains 25237 members Mstep: Class 22 contains 560 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709192.000000 Penalty: 74191.359375 Iteration 148Q: 24 clusters Score -5.570919e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19884 members Mstep: Class 2 contains 430 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19400 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 41808 members Mstep: Class 9 contains 2146 members Mstep: Class 10 contains 7578 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164605 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3023 members Mstep: Class 16 contains 17973 members Mstep: Class 17 contains 25006 members Mstep: Class 18 contains 2430 members Mstep: Class 19 contains 1799 members Mstep: Class 20 contains 104689 members Mstep: Class 21 contains 25236 members Mstep: Class 22 contains 560 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709180.000000 Penalty: 74191.359375 Iteration 149Q: 24 clusters Score -5.570918e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19882 members Mstep: Class 2 contains 430 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19402 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 41801 members Mstep: Class 9 contains 2146 members Mstep: Class 10 contains 7577 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164630 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3023 members Mstep: Class 16 contains 17971 members Mstep: Class 17 contains 25005 members Mstep: Class 18 contains 2431 members Mstep: Class 19 contains 1799 members Mstep: Class 20 contains 104675 members Mstep: Class 21 contains 25235 members Mstep: Class 22 contains 560 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709196.000000 Penalty: 74191.359375 Iteration 150Q: 24 clusters Score -5.57092e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19882 members Mstep: Class 2 contains 430 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19405 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 41798 members Mstep: Class 9 contains 2146 members Mstep: Class 10 contains 7578 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164653 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3023 members Mstep: Class 16 contains 17965 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2431 members Mstep: Class 19 contains 1799 members Mstep: Class 20 contains 104659 members Mstep: Class 21 contains 25234 members Mstep: Class 22 contains 560 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709260.000000 Penalty: 74191.359375 Iteration 151Q: 24 clusters Score -5.570926e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19880 members Mstep: Class 2 contains 430 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19412 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 41792 members Mstep: Class 9 contains 2146 members Mstep: Class 10 contains 7578 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164675 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3023 members Mstep: Class 16 contains 17958 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2431 members Mstep: Class 19 contains 1799 members Mstep: Class 20 contains 104648 members Mstep: Class 21 contains 25231 members Mstep: Class 22 contains 560 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709252.000000 Penalty: 74191.359375 Iteration 152Q: 24 clusters Score -5.570925e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19878 members Mstep: Class 2 contains 430 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19415 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 41783 members Mstep: Class 9 contains 2146 members Mstep: Class 10 contains 7578 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164706 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3022 members Mstep: Class 16 contains 17952 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2431 members Mstep: Class 19 contains 1799 members Mstep: Class 20 contains 104636 members Mstep: Class 21 contains 25227 members Mstep: Class 22 contains 560 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709260.000000 Penalty: 74191.359375 Iteration 153Q: 24 clusters Score -5.570926e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19880 members Mstep: Class 2 contains 430 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19418 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 878 members Mstep: Class 8 contains 41774 members Mstep: Class 9 contains 2146 members Mstep: Class 10 contains 7578 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164743 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3021 members Mstep: Class 16 contains 17944 members Mstep: Class 17 contains 25005 members Mstep: Class 18 contains 2431 members Mstep: Class 19 contains 1799 members Mstep: Class 20 contains 104612 members Mstep: Class 21 contains 25226 members Mstep: Class 22 contains 560 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709216.000000 Penalty: 74191.359375 Iteration 154Q: 24 clusters Score -5.570922e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19882 members Mstep: Class 2 contains 430 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19421 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41768 members Mstep: Class 9 contains 2146 members Mstep: Class 10 contains 7578 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164772 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3018 members Mstep: Class 16 contains 17940 members Mstep: Class 17 contains 25005 members Mstep: Class 18 contains 2431 members Mstep: Class 19 contains 1799 members Mstep: Class 20 contains 104592 members Mstep: Class 21 contains 25224 members Mstep: Class 22 contains 560 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709188.000000 Penalty: 74191.359375 Iteration 155Q: 24 clusters Score -5.570919e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19885 members Mstep: Class 2 contains 430 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4990 members Mstep: Class 5 contains 19425 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41768 members Mstep: Class 9 contains 2146 members Mstep: Class 10 contains 7578 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164790 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3017 members Mstep: Class 16 contains 17933 members Mstep: Class 17 contains 25005 members Mstep: Class 18 contains 2431 members Mstep: Class 19 contains 1799 members Mstep: Class 20 contains 104577 members Mstep: Class 21 contains 25222 members Mstep: Class 22 contains 560 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709188.000000 Penalty: 74191.359375 Iteration 156Q: 24 clusters Score -5.570919e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19886 members Mstep: Class 2 contains 430 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19428 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41765 members Mstep: Class 9 contains 2146 members Mstep: Class 10 contains 7577 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164817 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3014 members Mstep: Class 16 contains 17926 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2431 members Mstep: Class 19 contains 1799 members Mstep: Class 20 contains 104562 members Mstep: Class 21 contains 25220 members Mstep: Class 22 contains 560 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709124.000000 Penalty: 74191.359375 Iteration 157Q: 24 clusters Score -5.570912e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19886 members Mstep: Class 2 contains 430 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19428 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41765 members Mstep: Class 9 contains 2146 members Mstep: Class 10 contains 7575 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164847 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3011 members Mstep: Class 16 contains 17920 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2433 members Mstep: Class 19 contains 1800 members Mstep: Class 20 contains 104543 members Mstep: Class 21 contains 25217 members Mstep: Class 22 contains 560 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709100.000000 Penalty: 74191.359375 Iteration 158Q: 24 clusters Score -5.57091e+07 nChanged 33 Entering ConstructFrom: Score: -55709100.000000 Penalty: 74191.359375 Entering ConstructFrom: Trying to split cluster 1 (19886 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19886 members Entering Unmasked Estep Score: -2566139.500000 Penalty: 2454.647217 Iteration 0F: 2 clusters Score -2566140 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9877 members Mstep: Class 2 contains 10009 members Entering Unmasked Estep Score: -2552126.750000 Penalty: 4909.294434 Iteration 0F: 3 clusters Score -2552127 nChanged 8724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9541 members Mstep: Class 2 contains 10345 members Entering Unmasked Estep Score: -2556775.250000 Penalty: 4909.294434 Iteration 1F: 3 clusters Score -2556775 nChanged 1091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9356 members Mstep: Class 2 contains 10530 members Entering Unmasked Estep Score: -2557238.500000 Penalty: 4909.294434 Iteration 2F: 3 clusters Score -2557238 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9116 members Mstep: Class 2 contains 10770 members Entering Unmasked Estep Score: -2557596.500000 Penalty: 4909.294434 Iteration 3Q: 3 clusters Score -2557596 nChanged 875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8815 members Mstep: Class 2 contains 11071 members Entering Unmasked Estep Score: -2557952.750000 Penalty: 4909.294434 Iteration 4Q: 3 clusters Score -2557953 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8406 members Mstep: Class 2 contains 11480 members Entering Unmasked Estep Score: -2558350.250000 Penalty: 4909.294434 Iteration 5Q: 3 clusters Score -2558350 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7839 members Mstep: Class 2 contains 12047 members Entering Unmasked Estep Score: -2558859.500000 Penalty: 4909.294434 Iteration 6Q: 3 clusters Score -2558860 nChanged 1113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7104 members Mstep: Class 2 contains 12782 members Entering Unmasked Estep Score: -2559551.500000 Penalty: 4909.294434 Iteration 7F: 3 clusters Score -2559552 nChanged 1209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6237 members Mstep: Class 2 contains 13649 members Entering Unmasked Estep Score: -2560529.500000 Penalty: 4909.294434 Iteration 8F: 3 clusters Score -2560530 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5276 members Mstep: Class 2 contains 14610 members Entering Unmasked Estep Score: -2561764.500000 Penalty: 4909.294434 Iteration 9F: 3 clusters Score -2561764 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 15416 members Entering Unmasked Estep Score: -2562947.750000 Penalty: 4909.294434 Iteration 10F: 3 clusters Score -2562948 nChanged 941 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 15937 members Entering Unmasked Estep Score: -2563888.750000 Penalty: 4909.294434 Iteration 11Q: 3 clusters Score -2563889 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3643 members Mstep: Class 2 contains 16243 members Entering Unmasked Estep Score: -2564500.000000 Penalty: 4909.294434 Iteration 12Q: 3 clusters Score -2564500 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3477 members Mstep: Class 2 contains 16409 members Entering Unmasked Estep Score: -2564909.500000 Penalty: 4909.294434 Iteration 13Q: 3 clusters Score -2564910 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 16523 members Entering Unmasked Estep Score: -2565183.750000 Penalty: 4909.294434 Iteration 14Q: 3 clusters Score -2565184 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3293 members Mstep: Class 2 contains 16593 members Entering Unmasked Estep Score: -2565339.250000 Penalty: 4909.294434 Iteration 15Q: 3 clusters Score -2565339 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3298 members Mstep: Class 2 contains 16588 members Entering Unmasked Estep Score: -2565383.250000 Penalty: 4909.294434 Iteration 16Q: 3 clusters Score -2565383 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3307 members Mstep: Class 2 contains 16579 members Entering Unmasked Estep Score: -2565408.000000 Penalty: 4909.294434 Iteration 17Q: 3 clusters Score -2565408 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 16561 members Entering Unmasked Estep Score: -2565422.000000 Penalty: 4909.294434 Iteration 18Q: 3 clusters Score -2565422 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3337 members Mstep: Class 2 contains 16549 members Entering Unmasked Estep Score: -2565429.500000 Penalty: 4909.294434 Iteration 19Q: 3 clusters Score -2565430 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 16531 members Entering Unmasked Estep Score: -2565429.750000 Penalty: 4909.294434 Iteration 20F: 3 clusters Score -2565430 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3368 members Mstep: Class 2 contains 16518 members Entering Unmasked Estep Score: -2565439.750000 Penalty: 4909.294434 Iteration 21Q: 3 clusters Score -2565440 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 16504 members Entering Unmasked Estep Score: -2565442.750000 Penalty: 4909.294434 Iteration 22Q: 3 clusters Score -2565443 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 16492 members Entering Unmasked Estep Score: -2565443.750000 Penalty: 4909.294434 Iteration 23Q: 3 clusters Score -2565444 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3407 members Mstep: Class 2 contains 16479 members Entering Unmasked Estep Score: -2565447.750000 Penalty: 4909.294434 Iteration 24Q: 3 clusters Score -2565448 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 16464 members Entering Unmasked Estep Score: -2565453.750000 Penalty: 4909.294434 Iteration 25Q: 3 clusters Score -2565454 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 16455 members Entering Unmasked Estep Score: -2565457.250000 Penalty: 4909.294434 Iteration 26Q: 3 clusters Score -2565457 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 16447 members Entering Unmasked Estep Score: -2565460.750000 Penalty: 4909.294434 Iteration 27Q: 3 clusters Score -2565461 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 16443 members Entering Unmasked Estep Score: -2565459.250000 Penalty: 4909.294434 Iteration 28Q: 3 clusters Score -2565459 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 16441 members Entering Unmasked Estep Score: -2565457.750000 Penalty: 4909.294434 Iteration 29Q: 3 clusters Score -2565458 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3449 members Mstep: Class 2 contains 16437 members Entering Unmasked Estep Score: -2565464.250000 Penalty: 4909.294434 Iteration 30Q: 3 clusters Score -2565464 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 16432 members Entering Unmasked Estep Score: -2565468.000000 Penalty: 4909.294434 Iteration 31Q: 3 clusters Score -2565468 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 16428 members Entering Unmasked Estep Score: -2565469.000000 Penalty: 4909.294434 Iteration 32Q: 3 clusters Score -2565469 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 16425 members Entering Unmasked Estep Score: -2565468.250000 Penalty: 4909.294434 Iteration 33Q: 3 clusters Score -2565468 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3462 members Mstep: Class 2 contains 16424 members Entering Unmasked Estep Score: -2565469.500000 Penalty: 4909.294434 Iteration 34Q: 3 clusters Score -2565470 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3466 members Mstep: Class 2 contains 16420 members Entering Unmasked Estep Score: -2565466.000000 Penalty: 4909.294434 Iteration 35Q: 3 clusters Score -2565466 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 16419 members Entering Unmasked Estep Score: -2565465.000000 Penalty: 4909.294434 Iteration 36Q: 3 clusters Score -2565465 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 16418 members Entering Unmasked Estep Score: -2565466.000000 Penalty: 4909.294434 Iteration 37Q: 3 clusters Score -2565466 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 16417 members Entering Unmasked Estep Score: -2565468.000000 Penalty: 4909.294434 Iteration 38Q: 3 clusters Score -2565468 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 16416 members Entering Unmasked Estep Score: -2565468.500000 Penalty: 4909.294434 Iteration 39Q: 3 clusters Score -2565468 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3469 members Mstep: Class 2 contains 16417 members Entering Unmasked Estep Score: -2565468.750000 Penalty: 4909.294434 Iteration 40F: 3 clusters Score -2565469 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 16418 members Entering Unmasked Estep Score: -2565468.250000 Penalty: 4909.294434 Iteration 41Q: 3 clusters Score -2565468 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 16419 members Entering Unmasked Estep Score: -2565470.750000 Penalty: 4909.294434 Iteration 42Q: 3 clusters Score -2565471 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 16419 members Entering Unmasked Estep Score: -2565470.750000 Penalty: 4909.294434 Iteration 43F: 3 clusters Score -2565471 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (430 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Entering Unmasked Estep Score: -47463.015625 Penalty: 1503.818726 Iteration 0F: 2 clusters Score -47463.02 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -46005.968750 Penalty: 3007.637451 Iteration 0F: 3 clusters Score -46005.97 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -46271.476562 Penalty: 3007.637451 Iteration 1F: 3 clusters Score -46271.48 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -46464.359375 Penalty: 3007.637451 Iteration 2F: 3 clusters Score -46464.36 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -46727.015625 Penalty: 3007.637451 Iteration 3Q: 3 clusters Score -46727.02 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -46805.335938 Penalty: 3007.637451 Iteration 4Q: 3 clusters Score -46805.34 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -46864.550781 Penalty: 3007.637451 Iteration 5Q: 3 clusters Score -46864.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -46903.917969 Penalty: 3007.637451 Iteration 6Q: 3 clusters Score -46903.92 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -46931.238281 Penalty: 3007.637451 Iteration 7Q: 3 clusters Score -46931.24 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -46961.902344 Penalty: 3007.637451 Iteration 8Q: 3 clusters Score -46961.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -46978.601562 Penalty: 3007.637451 Iteration 9Q: 3 clusters Score -46978.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -46982.347656 Penalty: 3007.637451 Iteration 10Q: 3 clusters Score -46982.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -46987.292969 Penalty: 3007.637451 Iteration 11Q: 3 clusters Score -46987.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -46987.292969 Penalty: 3007.637451 Iteration 12F: 3 clusters Score -46987.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (165 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Entering Unmasked Estep Score: -19242.335938 Penalty: 1266.274536 Iteration 0F: 2 clusters Score -19242.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -18176.888672 Penalty: 2532.549072 Iteration 0F: 3 clusters Score -18176.89 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81 members Mstep: Class 2 contains 84 members Entering Unmasked Estep Score: -18220.994141 Penalty: 2532.549072 Iteration 1Q: 3 clusters Score -18220.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80 members Mstep: Class 2 contains 85 members Entering Unmasked Estep Score: -18224.085938 Penalty: 2532.549072 Iteration 2Q: 3 clusters Score -18224.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -18226.099609 Penalty: 2532.549072 Iteration 3Q: 3 clusters Score -18226.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79 members Mstep: Class 2 contains 86 members Entering Unmasked Estep Score: -18226.099609 Penalty: 2532.549072 Iteration 4F: 3 clusters Score -18226.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4991 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Entering Unmasked Estep Score: -638100.062500 Penalty: 2111.817139 Iteration 0F: 2 clusters Score -638100.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -633600.625000 Penalty: 4223.634277 Iteration 0F: 3 clusters Score -633600.6 nChanged 1891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2671 members Mstep: Class 2 contains 2320 members Entering Unmasked Estep Score: -634685.375000 Penalty: 4223.634277 Iteration 1F: 3 clusters Score -634685.4 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -634916.062500 Penalty: 4223.634277 Iteration 2F: 3 clusters Score -634916.1 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2800 members Mstep: Class 2 contains 2191 members Entering Unmasked Estep Score: -635132.000000 Penalty: 4223.634277 Iteration 3F: 3 clusters Score -635132 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2863 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -635299.875000 Penalty: 4223.634277 Iteration 4Q: 3 clusters Score -635299.9 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 2033 members Entering Unmasked Estep Score: -635464.250000 Penalty: 4223.634277 Iteration 5Q: 3 clusters Score -635464.2 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3050 members Mstep: Class 2 contains 1941 members Entering Unmasked Estep Score: -635599.000000 Penalty: 4223.634277 Iteration 6Q: 3 clusters Score -635599 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 1865 members Entering Unmasked Estep Score: -635721.937500 Penalty: 4223.634277 Iteration 7Q: 3 clusters Score -635721.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3186 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -635835.375000 Penalty: 4223.634277 Iteration 8Q: 3 clusters Score -635835.4 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3238 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -635963.000000 Penalty: 4223.634277 Iteration 9Q: 3 clusters Score -635963 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3289 members Mstep: Class 2 contains 1702 members Entering Unmasked Estep Score: -636083.500000 Penalty: 4223.634277 Iteration 10Q: 3 clusters Score -636083.5 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3329 members Mstep: Class 2 contains 1662 members Entering Unmasked Estep Score: -636217.125000 Penalty: 4223.634277 Iteration 11Q: 3 clusters Score -636217.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 1643 members Entering Unmasked Estep Score: -636417.750000 Penalty: 4223.634277 Iteration 12Q: 3 clusters Score -636417.8 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3341 members Mstep: Class 2 contains 1650 members Entering Unmasked Estep Score: -636699.125000 Penalty: 4223.634277 Iteration 13Q: 3 clusters Score -636699.1 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3312 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -637015.562500 Penalty: 4223.634277 Iteration 14Q: 3 clusters Score -637015.6 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3290 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -637238.750000 Penalty: 4223.634277 Iteration 15Q: 3 clusters Score -637238.8 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3272 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -637337.000000 Penalty: 4223.634277 Iteration 16Q: 3 clusters Score -637337 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3280 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -637375.875000 Penalty: 4223.634277 Iteration 17Q: 3 clusters Score -637375.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3297 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -637405.187500 Penalty: 4223.634277 Iteration 18Q: 3 clusters Score -637405.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3314 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -637418.937500 Penalty: 4223.634277 Iteration 19Q: 3 clusters Score -637418.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -637431.187500 Penalty: 4223.634277 Iteration 20F: 3 clusters Score -637431.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -637438.750000 Penalty: 4223.634277 Iteration 21Q: 3 clusters Score -637438.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3355 members Mstep: Class 2 contains 1636 members Entering Unmasked Estep Score: -637442.312500 Penalty: 4223.634277 Iteration 22Q: 3 clusters Score -637442.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3362 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -637447.062500 Penalty: 4223.634277 Iteration 23Q: 3 clusters Score -637447.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -637448.062500 Penalty: 4223.634277 Iteration 24Q: 3 clusters Score -637448.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3366 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -637450.750000 Penalty: 4223.634277 Iteration 25Q: 3 clusters Score -637450.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3370 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -637451.187500 Penalty: 4223.634277 Iteration 26Q: 3 clusters Score -637451.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -637451.375000 Penalty: 4223.634277 Iteration 27Q: 3 clusters Score -637451.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3381 members Mstep: Class 2 contains 1610 members Entering Unmasked Estep Score: -637454.375000 Penalty: 4223.634277 Iteration 28Q: 3 clusters Score -637454.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3384 members Mstep: Class 2 contains 1607 members Entering Unmasked Estep Score: -637455.562500 Penalty: 4223.634277 Iteration 29Q: 3 clusters Score -637455.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3387 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -637456.812500 Penalty: 4223.634277 Iteration 30Q: 3 clusters Score -637456.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3390 members Mstep: Class 2 contains 1601 members Entering Unmasked Estep Score: -637458.062500 Penalty: 4223.634277 Iteration 31Q: 3 clusters Score -637458.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3392 members Mstep: Class 2 contains 1599 members Entering Unmasked Estep Score: -637459.250000 Penalty: 4223.634277 Iteration 32Q: 3 clusters Score -637459.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -637460.062500 Penalty: 4223.634277 Iteration 33Q: 3 clusters Score -637460.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -637461.750000 Penalty: 4223.634277 Iteration 34Q: 3 clusters Score -637461.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 1594 members Entering Unmasked Estep Score: -637461.750000 Penalty: 4223.634277 Iteration 35F: 3 clusters Score -637461.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (19428 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19428 members Entering Unmasked Estep Score: -2404432.750000 Penalty: 2448.868652 Iteration 0F: 2 clusters Score -2404433 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9811 members Mstep: Class 2 contains 9617 members Entering Unmasked Estep Score: -2390768.250000 Penalty: 4897.737305 Iteration 0F: 3 clusters Score -2390768 nChanged 8528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10209 members Mstep: Class 2 contains 9219 members Entering Unmasked Estep Score: -2395452.750000 Penalty: 4897.737305 Iteration 1F: 3 clusters Score -2395453 nChanged 1197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10438 members Mstep: Class 2 contains 8990 members Entering Unmasked Estep Score: -2396047.750000 Penalty: 4897.737305 Iteration 2F: 3 clusters Score -2396048 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10722 members Mstep: Class 2 contains 8706 members Entering Unmasked Estep Score: -2396614.000000 Penalty: 4897.737305 Iteration 3F: 3 clusters Score -2396614 nChanged 984 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11020 members Mstep: Class 2 contains 8408 members Entering Unmasked Estep Score: -2397096.000000 Penalty: 4897.737305 Iteration 4F: 3 clusters Score -2397096 nChanged 869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11345 members Mstep: Class 2 contains 8083 members Entering Unmasked Estep Score: -2397581.250000 Penalty: 4897.737305 Iteration 5Q: 3 clusters Score -2397581 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11682 members Mstep: Class 2 contains 7746 members Entering Unmasked Estep Score: -2398029.250000 Penalty: 4897.737305 Iteration 6Q: 3 clusters Score -2398029 nChanged 774 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12052 members Mstep: Class 2 contains 7376 members Entering Unmasked Estep Score: -2398404.000000 Penalty: 4897.737305 Iteration 7Q: 3 clusters Score -2398404 nChanged 708 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12428 members Mstep: Class 2 contains 7000 members Entering Unmasked Estep Score: -2398748.500000 Penalty: 4897.737305 Iteration 8Q: 3 clusters Score -2398748 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12851 members Mstep: Class 2 contains 6577 members Entering Unmasked Estep Score: -2399075.000000 Penalty: 4897.737305 Iteration 9Q: 3 clusters Score -2399075 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13293 members Mstep: Class 2 contains 6135 members Entering Unmasked Estep Score: -2399373.500000 Penalty: 4897.737305 Iteration 10Q: 3 clusters Score -2399374 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13760 members Mstep: Class 2 contains 5668 members Entering Unmasked Estep Score: -2399679.500000 Penalty: 4897.737305 Iteration 11Q: 3 clusters Score -2399680 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14252 members Mstep: Class 2 contains 5176 members Entering Unmasked Estep Score: -2399964.750000 Penalty: 4897.737305 Iteration 12Q: 3 clusters Score -2399965 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14754 members Mstep: Class 2 contains 4674 members Entering Unmasked Estep Score: -2400250.750000 Penalty: 4897.737305 Iteration 13Q: 3 clusters Score -2400251 nChanged 534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15230 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -2400529.500000 Penalty: 4897.737305 Iteration 14Q: 3 clusters Score -2400530 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15719 members Mstep: Class 2 contains 3709 members Entering Unmasked Estep Score: -2400796.000000 Penalty: 4897.737305 Iteration 15Q: 3 clusters Score -2400796 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16200 members Mstep: Class 2 contains 3228 members Entering Unmasked Estep Score: -2401073.750000 Penalty: 4897.737305 Iteration 16Q: 3 clusters Score -2401074 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16593 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -2401294.250000 Penalty: 4897.737305 Iteration 17Q: 3 clusters Score -2401294 nChanged 344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16921 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -2401468.000000 Penalty: 4897.737305 Iteration 18Q: 3 clusters Score -2401468 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17203 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -2401612.500000 Penalty: 4897.737305 Iteration 19Q: 3 clusters Score -2401612 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17443 members Mstep: Class 2 contains 1985 members Entering Unmasked Estep Score: -2401745.500000 Penalty: 4897.737305 Iteration 20F: 3 clusters Score -2401746 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17652 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -2401852.500000 Penalty: 4897.737305 Iteration 21Q: 3 clusters Score -2401852 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17824 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -2401939.750000 Penalty: 4897.737305 Iteration 22Q: 3 clusters Score -2401940 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17961 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -2402008.000000 Penalty: 4897.737305 Iteration 23Q: 3 clusters Score -2402008 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18064 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -2402061.500000 Penalty: 4897.737305 Iteration 24Q: 3 clusters Score -2402062 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18160 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -2402108.250000 Penalty: 4897.737305 Iteration 25Q: 3 clusters Score -2402108 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18245 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -2402152.750000 Penalty: 4897.737305 Iteration 26Q: 3 clusters Score -2402153 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18307 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -2402184.000000 Penalty: 4897.737305 Iteration 27Q: 3 clusters Score -2402184 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18359 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -2402212.250000 Penalty: 4897.737305 Iteration 28Q: 3 clusters Score -2402212 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18413 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -2402237.250000 Penalty: 4897.737305 Iteration 29Q: 3 clusters Score -2402237 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18458 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -2402260.500000 Penalty: 4897.737305 Iteration 30Q: 3 clusters Score -2402260 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18495 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -2402275.000000 Penalty: 4897.737305 Iteration 31Q: 3 clusters Score -2402275 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18526 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -2402288.250000 Penalty: 4897.737305 Iteration 32Q: 3 clusters Score -2402288 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18555 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -2402305.750000 Penalty: 4897.737305 Iteration 33Q: 3 clusters Score -2402306 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18576 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -2402316.500000 Penalty: 4897.737305 Iteration 34Q: 3 clusters Score -2402316 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18590 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -2402323.750000 Penalty: 4897.737305 Iteration 35Q: 3 clusters Score -2402324 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18605 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -2402332.000000 Penalty: 4897.737305 Iteration 36Q: 3 clusters Score -2402332 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18616 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -2402333.250000 Penalty: 4897.737305 Iteration 37Q: 3 clusters Score -2402333 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18627 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -2402337.000000 Penalty: 4897.737305 Iteration 38Q: 3 clusters Score -2402337 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18637 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -2402341.750000 Penalty: 4897.737305 Iteration 39Q: 3 clusters Score -2402342 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18644 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -2402346.500000 Penalty: 4897.737305 Iteration 40F: 3 clusters Score -2402346 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18650 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -2402354.000000 Penalty: 4897.737305 Iteration 41Q: 3 clusters Score -2402354 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18657 members Mstep: Class 2 contains 771 members Entering Unmasked Estep Score: -2402356.000000 Penalty: 4897.737305 Iteration 42Q: 3 clusters Score -2402356 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18671 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -2402366.750000 Penalty: 4897.737305 Iteration 43Q: 3 clusters Score -2402367 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18683 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -2402378.500000 Penalty: 4897.737305 Iteration 44Q: 3 clusters Score -2402378 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18695 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -2402379.750000 Penalty: 4897.737305 Iteration 45Q: 3 clusters Score -2402380 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18707 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -2402384.750000 Penalty: 4897.737305 Iteration 46Q: 3 clusters Score -2402385 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18716 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -2402391.500000 Penalty: 4897.737305 Iteration 47Q: 3 clusters Score -2402392 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18718 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -2402393.500000 Penalty: 4897.737305 Iteration 48Q: 3 clusters Score -2402394 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18718 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -2402393.500000 Penalty: 4897.737305 Iteration 49F: 3 clusters Score -2402394 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (782 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Entering Unmasked Estep Score: -93953.406250 Penalty: 1652.140015 Iteration 0F: 2 clusters Score -93953.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -92221.945312 Penalty: 3304.280029 Iteration 0F: 3 clusters Score -92221.95 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -92528.054688 Penalty: 3304.280029 Iteration 1F: 3 clusters Score -92528.05 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -92672.640625 Penalty: 3304.280029 Iteration 2F: 3 clusters Score -92672.64 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -92794.656250 Penalty: 3304.280029 Iteration 3F: 3 clusters Score -92794.66 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -92857.304688 Penalty: 3304.280029 Iteration 4Q: 3 clusters Score -92857.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -92897.523438 Penalty: 3304.280029 Iteration 5Q: 3 clusters Score -92897.52 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -92918.820312 Penalty: 3304.280029 Iteration 6Q: 3 clusters Score -92918.82 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -92933.914062 Penalty: 3304.280029 Iteration 7Q: 3 clusters Score -92933.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -92948.062500 Penalty: 3304.280029 Iteration 8Q: 3 clusters Score -92948.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 356 members Mstep: Class 2 contains 426 members Entering Unmasked Estep Score: -92965.992188 Penalty: 3304.280029 Iteration 9Q: 3 clusters Score -92965.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -92969.835938 Penalty: 3304.280029 Iteration 10Q: 3 clusters Score -92969.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -92973.656250 Penalty: 3304.280029 Iteration 11Q: 3 clusters Score -92973.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -92976.468750 Penalty: 3304.280029 Iteration 12Q: 3 clusters Score -92976.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -92976.468750 Penalty: 3304.280029 Iteration 13F: 3 clusters Score -92976.47 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (879 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Entering Unmasked Estep Score: -112148.601562 Penalty: 1681.138672 Iteration 0F: 2 clusters Score -112148.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -110319.015625 Penalty: 3362.277344 Iteration 0F: 3 clusters Score -110319 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -110572.578125 Penalty: 3362.277344 Iteration 1F: 3 clusters Score -110572.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -110638.937500 Penalty: 3362.277344 Iteration 2F: 3 clusters Score -110638.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 430 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -110662.656250 Penalty: 3362.277344 Iteration 3Q: 3 clusters Score -110662.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -110685.000000 Penalty: 3362.277344 Iteration 4Q: 3 clusters Score -110685 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 421 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -110690.000000 Penalty: 3362.277344 Iteration 5Q: 3 clusters Score -110690 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -110694.585938 Penalty: 3362.277344 Iteration 6Q: 3 clusters Score -110694.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -110694.585938 Penalty: 3362.277344 Iteration 7F: 3 clusters Score -110694.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (41763 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41763 members Entering Unmasked Estep Score: -5392408.000000 Penalty: 2638.661865 Iteration 0F: 2 clusters Score -5392408 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21067 members Mstep: Class 2 contains 20696 members Entering Unmasked Estep Score: -5364289.000000 Penalty: 5277.323730 Iteration 0F: 3 clusters Score -5364289 nChanged 19107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22458 members Mstep: Class 2 contains 19305 members Entering Unmasked Estep Score: -5374786.500000 Penalty: 5277.323730 Iteration 1F: 3 clusters Score -5374786 nChanged 1754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23212 members Mstep: Class 2 contains 18551 members Entering Unmasked Estep Score: -5375345.500000 Penalty: 5277.323730 Iteration 2Q: 3 clusters Score -5375346 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24326 members Mstep: Class 2 contains 17437 members Entering Unmasked Estep Score: -5375959.500000 Penalty: 5277.323730 Iteration 3Q: 3 clusters Score -5375960 nChanged 1816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25800 members Mstep: Class 2 contains 15963 members Entering Unmasked Estep Score: -5376716.500000 Penalty: 5277.323730 Iteration 4Q: 3 clusters Score -5376716 nChanged 2106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27758 members Mstep: Class 2 contains 14005 members Entering Unmasked Estep Score: -5377935.500000 Penalty: 5277.323730 Iteration 5F: 3 clusters Score -5377936 nChanged 2629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30309 members Mstep: Class 2 contains 11454 members Entering Unmasked Estep Score: -5379717.000000 Penalty: 5277.323730 Iteration 6F: 3 clusters Score -5379717 nChanged 3048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33339 members Mstep: Class 2 contains 8424 members Entering Unmasked Estep Score: -5382236.000000 Penalty: 5277.323730 Iteration 7F: 3 clusters Score -5382236 nChanged 3131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36462 members Mstep: Class 2 contains 5301 members Entering Unmasked Estep Score: -5385138.000000 Penalty: 5277.323730 Iteration 8F: 3 clusters Score -5385138 nChanged 2513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38975 members Mstep: Class 2 contains 2788 members Entering Unmasked Estep Score: -5387510.000000 Penalty: 5277.323730 Iteration 9F: 3 clusters Score -5387510 nChanged 1510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40485 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -5388961.500000 Penalty: 5277.323730 Iteration 10Q: 3 clusters Score -5388962 nChanged 639 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41120 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -5389578.500000 Penalty: 5277.323730 Iteration 11Q: 3 clusters Score -5389578 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41348 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -5389812.000000 Penalty: 5277.323730 Iteration 12Q: 3 clusters Score -5389812 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41433 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -5389935.000000 Penalty: 5277.323730 Iteration 13Q: 3 clusters Score -5389935 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41475 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -5389996.000000 Penalty: 5277.323730 Iteration 14Q: 3 clusters Score -5389996 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41499 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -5390042.000000 Penalty: 5277.323730 Iteration 15Q: 3 clusters Score -5390042 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41520 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -5390074.000000 Penalty: 5277.323730 Iteration 16Q: 3 clusters Score -5390074 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41526 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -5390081.000000 Penalty: 5277.323730 Iteration 17Q: 3 clusters Score -5390081 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41529 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -5390086.000000 Penalty: 5277.323730 Iteration 18Q: 3 clusters Score -5390086 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41533 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -5390088.000000 Penalty: 5277.323730 Iteration 19Q: 3 clusters Score -5390088 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41533 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -5390088.000000 Penalty: 5277.323730 Iteration 20F: 3 clusters Score -5390088 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2146 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2146 members Entering Unmasked Estep Score: -260945.234375 Penalty: 1902.497559 Iteration 0F: 2 clusters Score -260945.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -258190.468750 Penalty: 3804.995117 Iteration 0F: 3 clusters Score -258190.5 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -258675.578125 Penalty: 3804.995117 Iteration 1F: 3 clusters Score -258675.6 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -258782.312500 Penalty: 3804.995117 Iteration 2F: 3 clusters Score -258782.3 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -258862.546875 Penalty: 3804.995117 Iteration 3Q: 3 clusters Score -258862.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1014 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -258930.453125 Penalty: 3804.995117 Iteration 4Q: 3 clusters Score -258930.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -258967.843750 Penalty: 3804.995117 Iteration 5Q: 3 clusters Score -258967.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -258989.750000 Penalty: 3804.995117 Iteration 6Q: 3 clusters Score -258989.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1022 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -259008.359375 Penalty: 3804.995117 Iteration 7Q: 3 clusters Score -259008.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -259021.968750 Penalty: 3804.995117 Iteration 8Q: 3 clusters Score -259022 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -259033.328125 Penalty: 3804.995117 Iteration 9Q: 3 clusters Score -259033.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1035 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -259038.671875 Penalty: 3804.995117 Iteration 10Q: 3 clusters Score -259038.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -259049.140625 Penalty: 3804.995117 Iteration 11Q: 3 clusters Score -259049.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1107 members Entering Unmasked Estep Score: -259055.828125 Penalty: 3804.995117 Iteration 12Q: 3 clusters Score -259055.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -259063.437500 Penalty: 3804.995117 Iteration 13Q: 3 clusters Score -259063.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -259067.718750 Penalty: 3804.995117 Iteration 14Q: 3 clusters Score -259067.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1091 members Entering Unmasked Estep Score: -259073.625000 Penalty: 3804.995117 Iteration 15Q: 3 clusters Score -259073.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -259075.171875 Penalty: 3804.995117 Iteration 16Q: 3 clusters Score -259075.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -259077.140625 Penalty: 3804.995117 Iteration 17Q: 3 clusters Score -259077.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -259079.250000 Penalty: 3804.995117 Iteration 18Q: 3 clusters Score -259079.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -259080.875000 Penalty: 3804.995117 Iteration 19Q: 3 clusters Score -259080.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -259081.515625 Penalty: 3804.995117 Iteration 20F: 3 clusters Score -259081.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -259081.890625 Penalty: 3804.995117 Iteration 21Q: 3 clusters Score -259081.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -259081.890625 Penalty: 3804.995117 Iteration 22F: 3 clusters Score -259081.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (7573 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7573 members Entering Unmasked Estep Score: -967540.250000 Penalty: 2215.221436 Iteration 0F: 2 clusters Score -967540.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3691 members Mstep: Class 2 contains 3882 members Entering Unmasked Estep Score: -961484.062500 Penalty: 4430.442871 Iteration 0F: 3 clusters Score -961484.1 nChanged 3017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3460 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -963112.250000 Penalty: 4430.442871 Iteration 1F: 3 clusters Score -963112.2 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3306 members Mstep: Class 2 contains 4267 members Entering Unmasked Estep Score: -963358.875000 Penalty: 4430.442871 Iteration 2F: 3 clusters Score -963358.9 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 4388 members Entering Unmasked Estep Score: -963512.312500 Penalty: 4430.442871 Iteration 3Q: 3 clusters Score -963512.3 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3007 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -963643.812500 Penalty: 4430.442871 Iteration 4Q: 3 clusters Score -963643.8 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2812 members Mstep: Class 2 contains 4761 members Entering Unmasked Estep Score: -963764.875000 Penalty: 4430.442871 Iteration 5Q: 3 clusters Score -963764.9 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 4978 members Entering Unmasked Estep Score: -963901.000000 Penalty: 4430.442871 Iteration 6Q: 3 clusters Score -963901 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2356 members Mstep: Class 2 contains 5217 members Entering Unmasked Estep Score: -964060.687500 Penalty: 4430.442871 Iteration 7Q: 3 clusters Score -964060.7 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2110 members Mstep: Class 2 contains 5463 members Entering Unmasked Estep Score: -964216.937500 Penalty: 4430.442871 Iteration 8Q: 3 clusters Score -964216.9 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1858 members Mstep: Class 2 contains 5715 members Entering Unmasked Estep Score: -964395.000000 Penalty: 4430.442871 Iteration 9Q: 3 clusters Score -964395 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 5985 members Entering Unmasked Estep Score: -964600.625000 Penalty: 4430.442871 Iteration 10Q: 3 clusters Score -964600.6 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 6246 members Entering Unmasked Estep Score: -964802.875000 Penalty: 4430.442871 Iteration 11Q: 3 clusters Score -964802.9 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 6474 members Entering Unmasked Estep Score: -965003.687500 Penalty: 4430.442871 Iteration 12Q: 3 clusters Score -965003.7 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 6666 members Entering Unmasked Estep Score: -965188.812500 Penalty: 4430.442871 Iteration 13Q: 3 clusters Score -965188.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 6822 members Entering Unmasked Estep Score: -965332.750000 Penalty: 4430.442871 Iteration 14Q: 3 clusters Score -965332.8 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 6945 members Entering Unmasked Estep Score: -965452.625000 Penalty: 4430.442871 Iteration 15Q: 3 clusters Score -965452.6 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 7018 members Entering Unmasked Estep Score: -965536.562500 Penalty: 4430.442871 Iteration 16Q: 3 clusters Score -965536.6 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 7070 members Entering Unmasked Estep Score: -965600.625000 Penalty: 4430.442871 Iteration 17Q: 3 clusters Score -965600.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 7107 members Entering Unmasked Estep Score: -965653.750000 Penalty: 4430.442871 Iteration 18Q: 3 clusters Score -965653.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 7135 members Entering Unmasked Estep Score: -965695.312500 Penalty: 4430.442871 Iteration 19Q: 3 clusters Score -965695.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 7159 members Entering Unmasked Estep Score: -965719.312500 Penalty: 4430.442871 Iteration 20F: 3 clusters Score -965719.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 7181 members Entering Unmasked Estep Score: -965746.375000 Penalty: 4430.442871 Iteration 21Q: 3 clusters Score -965746.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 7194 members Entering Unmasked Estep Score: -965759.937500 Penalty: 4430.442871 Iteration 22Q: 3 clusters Score -965759.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 7205 members Entering Unmasked Estep Score: -965774.437500 Penalty: 4430.442871 Iteration 23Q: 3 clusters Score -965774.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 361 members Mstep: Class 2 contains 7212 members Entering Unmasked Estep Score: -965785.812500 Penalty: 4430.442871 Iteration 24Q: 3 clusters Score -965785.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 354 members Mstep: Class 2 contains 7219 members Entering Unmasked Estep Score: -965792.125000 Penalty: 4430.442871 Iteration 25Q: 3 clusters Score -965792.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 7223 members Entering Unmasked Estep Score: -965796.750000 Penalty: 4430.442871 Iteration 26Q: 3 clusters Score -965796.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 7227 members Entering Unmasked Estep Score: -965799.937500 Penalty: 4430.442871 Iteration 27Q: 3 clusters Score -965799.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 7227 members Entering Unmasked Estep Score: -965802.250000 Penalty: 4430.442871 Iteration 28Q: 3 clusters Score -965802.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 7227 members Entering Unmasked Estep Score: -965802.250000 Penalty: 4430.442871 Iteration 29F: 3 clusters Score -965802.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Entering Unmasked Estep Score: -48422.792969 Penalty: 1514.541626 Iteration 0F: 2 clusters Score -48422.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -47006.160156 Penalty: 3029.083252 Iteration 0F: 3 clusters Score -47006.16 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -47217.808594 Penalty: 3029.083252 Iteration 1F: 3 clusters Score -47217.81 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -47266.699219 Penalty: 3029.083252 Iteration 2Q: 3 clusters Score -47266.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -47334.371094 Penalty: 3029.083252 Iteration 3Q: 3 clusters Score -47334.37 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -47374.820312 Penalty: 3029.083252 Iteration 4Q: 3 clusters Score -47374.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -47404.992188 Penalty: 3029.083252 Iteration 5Q: 3 clusters Score -47404.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -47424.906250 Penalty: 3029.083252 Iteration 6Q: 3 clusters Score -47424.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -47438.402344 Penalty: 3029.083252 Iteration 7Q: 3 clusters Score -47438.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -47441.121094 Penalty: 3029.083252 Iteration 8Q: 3 clusters Score -47441.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -47442.949219 Penalty: 3029.083252 Iteration 9Q: 3 clusters Score -47442.95 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -47451.234375 Penalty: 3029.083252 Iteration 10Q: 3 clusters Score -47451.23 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -47458.984375 Penalty: 3029.083252 Iteration 11Q: 3 clusters Score -47458.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -47463.414062 Penalty: 3029.083252 Iteration 12Q: 3 clusters Score -47463.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -47465.328125 Penalty: 3029.083252 Iteration 13Q: 3 clusters Score -47465.33 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -47469.367188 Penalty: 3029.083252 Iteration 14Q: 3 clusters Score -47469.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -47469.367188 Penalty: 3029.083252 Iteration 15F: 3 clusters Score -47469.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (693 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Entering Unmasked Estep Score: -77703.296875 Penalty: 1622.175415 Iteration 0F: 2 clusters Score -77703.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -76076.953125 Penalty: 3244.350830 Iteration 0F: 3 clusters Score -76076.95 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -76334.796875 Penalty: 3244.350830 Iteration 1F: 3 clusters Score -76334.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -76416.015625 Penalty: 3244.350830 Iteration 2F: 3 clusters Score -76416.02 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -76502.976562 Penalty: 3244.350830 Iteration 3Q: 3 clusters Score -76502.98 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -76584.265625 Penalty: 3244.350830 Iteration 4Q: 3 clusters Score -76584.27 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -76612.351562 Penalty: 3244.350830 Iteration 5Q: 3 clusters Score -76612.35 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -76627.640625 Penalty: 3244.350830 Iteration 6Q: 3 clusters Score -76627.64 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -76636.703125 Penalty: 3244.350830 Iteration 7Q: 3 clusters Score -76636.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -76639.500000 Penalty: 3244.350830 Iteration 8Q: 3 clusters Score -76639.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 397 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -76643.328125 Penalty: 3244.350830 Iteration 9Q: 3 clusters Score -76643.33 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -76649.156250 Penalty: 3244.350830 Iteration 10Q: 3 clusters Score -76649.16 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -76657.867188 Penalty: 3244.350830 Iteration 11Q: 3 clusters Score -76657.87 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -76662.929688 Penalty: 3244.350830 Iteration 12Q: 3 clusters Score -76662.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -76667.375000 Penalty: 3244.350830 Iteration 13Q: 3 clusters Score -76667.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -76667.882812 Penalty: 3244.350830 Iteration 14Q: 3 clusters Score -76667.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -76671.429688 Penalty: 3244.350830 Iteration 15Q: 3 clusters Score -76671.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -76678.992188 Penalty: 3244.350830 Iteration 16Q: 3 clusters Score -76678.99 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -76690.570312 Penalty: 3244.350830 Iteration 17Q: 3 clusters Score -76690.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -76695.125000 Penalty: 3244.350830 Iteration 18Q: 3 clusters Score -76695.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 410 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -76698.312500 Penalty: 3244.350830 Iteration 19Q: 3 clusters Score -76698.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -76699.375000 Penalty: 3244.350830 Iteration 20F: 3 clusters Score -76699.38 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -76700.671875 Penalty: 3244.350830 Iteration 21Q: 3 clusters Score -76700.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -76701.546875 Penalty: 3244.350830 Iteration 22Q: 3 clusters Score -76701.55 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -76702.070312 Penalty: 3244.350830 Iteration 23Q: 3 clusters Score -76702.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 406 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -76702.070312 Penalty: 3244.350830 Iteration 24F: 3 clusters Score -76702.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (164874 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164874 members Entering Unmasked Estep Score: -20795898.000000 Penalty: 2979.208252 Iteration 0F: 2 clusters Score -2.07959e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82655 members Mstep: Class 2 contains 82219 members Entering Unmasked Estep Score: -20685606.000000 Penalty: 5958.416504 Iteration 0F: 3 clusters Score -2.068561e+07 nChanged 78879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87594 members Mstep: Class 2 contains 77280 members Entering Unmasked Estep Score: -20732214.000000 Penalty: 5958.416504 Iteration 1F: 3 clusters Score -2.073221e+07 nChanged 5534 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90698 members Mstep: Class 2 contains 74176 members Entering Unmasked Estep Score: -20733506.000000 Penalty: 5958.416504 Iteration 2Q: 3 clusters Score -2.073351e+07 nChanged 6373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95419 members Mstep: Class 2 contains 69455 members Entering Unmasked Estep Score: -20735634.000000 Penalty: 5958.416504 Iteration 3Q: 3 clusters Score -2.073563e+07 nChanged 8006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102341 members Mstep: Class 2 contains 62533 members Entering Unmasked Estep Score: -20739202.000000 Penalty: 5958.416504 Iteration 4Q: 3 clusters Score -2.07392e+07 nChanged 10418 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112193 members Mstep: Class 2 contains 52681 members Entering Unmasked Estep Score: -20745608.000000 Penalty: 5958.416504 Iteration 5F: 3 clusters Score -2.074561e+07 nChanged 12998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 124947 members Mstep: Class 2 contains 39927 members Entering Unmasked Estep Score: -20755732.000000 Penalty: 5958.416504 Iteration 6F: 3 clusters Score -2.075573e+07 nChanged 14128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139021 members Mstep: Class 2 contains 25853 members Entering Unmasked Estep Score: -20769084.000000 Penalty: 5958.416504 Iteration 7F: 3 clusters Score -2.076908e+07 nChanged 11997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 151008 members Mstep: Class 2 contains 13866 members Entering Unmasked Estep Score: -20780914.000000 Penalty: 5958.416504 Iteration 8F: 3 clusters Score -2.078091e+07 nChanged 7160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 158166 members Mstep: Class 2 contains 6708 members Entering Unmasked Estep Score: -20788088.000000 Penalty: 5958.416504 Iteration 9Q: 3 clusters Score -2.078809e+07 nChanged 3266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161426 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -20791134.000000 Penalty: 5958.416504 Iteration 10Q: 3 clusters Score -2.079113e+07 nChanged 1328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162712 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -20792502.000000 Penalty: 5958.416504 Iteration 11Q: 3 clusters Score -2.07925e+07 nChanged 627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163203 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -20793164.000000 Penalty: 5958.416504 Iteration 12Q: 3 clusters Score -2.079316e+07 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163409 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -20793424.000000 Penalty: 5958.416504 Iteration 13Q: 3 clusters Score -2.079342e+07 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163498 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -20793588.000000 Penalty: 5958.416504 Iteration 14Q: 3 clusters Score -2.079359e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163548 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -20793660.000000 Penalty: 5958.416504 Iteration 15Q: 3 clusters Score -2.079366e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163588 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -20793764.000000 Penalty: 5958.416504 Iteration 16Q: 3 clusters Score -2.079376e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163614 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -20793868.000000 Penalty: 5958.416504 Iteration 17Q: 3 clusters Score -2.079387e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163608 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -20793950.000000 Penalty: 5958.416504 Iteration 18Q: 3 clusters Score -2.079395e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163601 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -20793968.000000 Penalty: 5958.416504 Iteration 19Q: 3 clusters Score -2.079397e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163601 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -20793984.000000 Penalty: 5958.416504 Iteration 20F: 3 clusters Score -2.079398e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163607 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -20793998.000000 Penalty: 5958.416504 Iteration 21Q: 3 clusters Score -2.0794e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163603 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -20794000.000000 Penalty: 5958.416504 Iteration 22Q: 3 clusters Score -2.0794e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163598 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -20793992.000000 Penalty: 5958.416504 Iteration 23Q: 3 clusters Score -2.079399e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163602 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -20793994.000000 Penalty: 5958.416504 Iteration 24Q: 3 clusters Score -2.079399e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163603 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -20793994.000000 Penalty: 5958.416504 Iteration 25Q: 3 clusters Score -2.079399e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163603 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -20794024.000000 Penalty: 5958.416504 Iteration 26Q: 3 clusters Score -2.079402e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163604 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -20794046.000000 Penalty: 5958.416504 Iteration 27Q: 3 clusters Score -2.079405e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163605 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -20794026.000000 Penalty: 5958.416504 Iteration 28Q: 3 clusters Score -2.079403e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163607 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -20794016.000000 Penalty: 5958.416504 Iteration 29Q: 3 clusters Score -2.079402e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163606 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -20794008.000000 Penalty: 5958.416504 Iteration 30Q: 3 clusters Score -2.079401e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163607 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -20794006.000000 Penalty: 5958.416504 Iteration 31Q: 3 clusters Score -2.079401e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163610 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -20794008.000000 Penalty: 5958.416504 Iteration 32Q: 3 clusters Score -2.079401e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163611 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -20794014.000000 Penalty: 5958.416504 Iteration 33Q: 3 clusters Score -2.079401e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163612 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -20794008.000000 Penalty: 5958.416504 Iteration 34Q: 3 clusters Score -2.079401e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163613 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -20794012.000000 Penalty: 5958.416504 Iteration 35Q: 3 clusters Score -2.079401e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163613 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -20794012.000000 Penalty: 5958.416504 Iteration 36F: 3 clusters Score -2.079401e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Entering Unmasked Estep Score: -49802.070312 Penalty: 1517.833740 Iteration 0F: 2 clusters Score -49802.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -48360.128906 Penalty: 3035.667480 Iteration 0F: 3 clusters Score -48360.13 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -48560.324219 Penalty: 3035.667480 Iteration 1F: 3 clusters Score -48560.32 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -48627.351562 Penalty: 3035.667480 Iteration 2F: 3 clusters Score -48627.35 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -48672.535156 Penalty: 3035.667480 Iteration 3Q: 3 clusters Score -48672.54 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -48715.523438 Penalty: 3035.667480 Iteration 4Q: 3 clusters Score -48715.52 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -48732.308594 Penalty: 3035.667480 Iteration 5Q: 3 clusters Score -48732.31 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -48735.468750 Penalty: 3035.667480 Iteration 6Q: 3 clusters Score -48735.47 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -48740.546875 Penalty: 3035.667480 Iteration 7Q: 3 clusters Score -48740.55 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -48747.843750 Penalty: 3035.667480 Iteration 8Q: 3 clusters Score -48747.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -48755.832031 Penalty: 3035.667480 Iteration 9Q: 3 clusters Score -48755.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -48760.593750 Penalty: 3035.667480 Iteration 10Q: 3 clusters Score -48760.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -48760.593750 Penalty: 3035.667480 Iteration 11F: 3 clusters Score -48760.59 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (3009 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3009 members Entering Unmasked Estep Score: -387213.718750 Penalty: 1986.322021 Iteration 0F: 2 clusters Score -387213.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 1453 members Entering Unmasked Estep Score: -383911.593750 Penalty: 3972.644043 Iteration 0F: 3 clusters Score -383911.6 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1663 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -384545.625000 Penalty: 3972.644043 Iteration 1F: 3 clusters Score -384545.6 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1319 members Entering Unmasked Estep Score: -384736.906250 Penalty: 3972.644043 Iteration 2F: 3 clusters Score -384736.9 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1725 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -384859.062500 Penalty: 3972.644043 Iteration 3F: 3 clusters Score -384859.1 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1753 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -384943.968750 Penalty: 3972.644043 Iteration 4Q: 3 clusters Score -384944 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -385007.062500 Penalty: 3972.644043 Iteration 5Q: 3 clusters Score -385007.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 1222 members Entering Unmasked Estep Score: -385071.250000 Penalty: 3972.644043 Iteration 6Q: 3 clusters Score -385071.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1814 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -385125.562500 Penalty: 3972.644043 Iteration 7Q: 3 clusters Score -385125.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1871 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -385186.843750 Penalty: 3972.644043 Iteration 8Q: 3 clusters Score -385186.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 1090 members Entering Unmasked Estep Score: -385252.968750 Penalty: 3972.644043 Iteration 9Q: 3 clusters Score -385253 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -385331.000000 Penalty: 3972.644043 Iteration 10Q: 3 clusters Score -385331 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -385422.937500 Penalty: 3972.644043 Iteration 11Q: 3 clusters Score -385422.9 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2049 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -385510.843750 Penalty: 3972.644043 Iteration 12Q: 3 clusters Score -385510.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2100 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -385612.156250 Penalty: 3972.644043 Iteration 13Q: 3 clusters Score -385612.2 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -385703.843750 Penalty: 3972.644043 Iteration 14Q: 3 clusters Score -385703.8 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2168 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -385774.937500 Penalty: 3972.644043 Iteration 15Q: 3 clusters Score -385774.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -385831.593750 Penalty: 3972.644043 Iteration 16Q: 3 clusters Score -385831.6 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2167 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -385872.875000 Penalty: 3972.644043 Iteration 17Q: 3 clusters Score -385872.9 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -385898.062500 Penalty: 3972.644043 Iteration 18Q: 3 clusters Score -385898.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2177 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -385924.218750 Penalty: 3972.644043 Iteration 19Q: 3 clusters Score -385924.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2195 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -385943.125000 Penalty: 3972.644043 Iteration 20F: 3 clusters Score -385943.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2201 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -385961.156250 Penalty: 3972.644043 Iteration 21Q: 3 clusters Score -385961.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -385969.812500 Penalty: 3972.644043 Iteration 22Q: 3 clusters Score -385969.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -385978.718750 Penalty: 3972.644043 Iteration 23Q: 3 clusters Score -385978.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -385985.843750 Penalty: 3972.644043 Iteration 24Q: 3 clusters Score -385985.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -385989.531250 Penalty: 3972.644043 Iteration 25Q: 3 clusters Score -385989.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -385993.218750 Penalty: 3972.644043 Iteration 26Q: 3 clusters Score -385993.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -385997.812500 Penalty: 3972.644043 Iteration 27Q: 3 clusters Score -385997.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2209 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -385999.781250 Penalty: 3972.644043 Iteration 28Q: 3 clusters Score -385999.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -386000.093750 Penalty: 3972.644043 Iteration 29Q: 3 clusters Score -386000.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -386000.093750 Penalty: 3972.644043 Iteration 30F: 3 clusters Score -386000.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (17912 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17912 members Entering Unmasked Estep Score: -2296826.500000 Penalty: 2428.720215 Iteration 0F: 2 clusters Score -2296826 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8918 members Mstep: Class 2 contains 8994 members Entering Unmasked Estep Score: -2284220.500000 Penalty: 4857.440430 Iteration 0F: 3 clusters Score -2284220 nChanged 7837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8485 members Mstep: Class 2 contains 9427 members Entering Unmasked Estep Score: -2288666.000000 Penalty: 4857.440430 Iteration 1F: 3 clusters Score -2288666 nChanged 1034 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8261 members Mstep: Class 2 contains 9651 members Entering Unmasked Estep Score: -2289140.250000 Penalty: 4857.440430 Iteration 2F: 3 clusters Score -2289140 nChanged 928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7965 members Mstep: Class 2 contains 9947 members Entering Unmasked Estep Score: -2289587.500000 Penalty: 4857.440430 Iteration 3F: 3 clusters Score -2289588 nChanged 857 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7628 members Mstep: Class 2 contains 10284 members Entering Unmasked Estep Score: -2290012.000000 Penalty: 4857.440430 Iteration 4Q: 3 clusters Score -2290012 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7283 members Mstep: Class 2 contains 10629 members Entering Unmasked Estep Score: -2290425.500000 Penalty: 4857.440430 Iteration 5Q: 3 clusters Score -2290426 nChanged 792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Mstep: Class 2 contains 11011 members Entering Unmasked Estep Score: -2290886.500000 Penalty: 4857.440430 Iteration 6Q: 3 clusters Score -2290886 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6506 members Mstep: Class 2 contains 11406 members Entering Unmasked Estep Score: -2291433.250000 Penalty: 4857.440430 Iteration 7Q: 3 clusters Score -2291433 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6067 members Mstep: Class 2 contains 11845 members Entering Unmasked Estep Score: -2292180.250000 Penalty: 4857.440430 Iteration 8Q: 3 clusters Score -2292180 nChanged 895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5722 members Mstep: Class 2 contains 12190 members Entering Unmasked Estep Score: -2293088.500000 Penalty: 4857.440430 Iteration 9Q: 3 clusters Score -2293088 nChanged 859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5507 members Mstep: Class 2 contains 12405 members Entering Unmasked Estep Score: -2293947.750000 Penalty: 4857.440430 Iteration 10Q: 3 clusters Score -2293948 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 12440 members Entering Unmasked Estep Score: -2294492.750000 Penalty: 4857.440430 Iteration 11Q: 3 clusters Score -2294493 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5570 members Mstep: Class 2 contains 12342 members Entering Unmasked Estep Score: -2294764.000000 Penalty: 4857.440430 Iteration 12Q: 3 clusters Score -2294764 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5686 members Mstep: Class 2 contains 12226 members Entering Unmasked Estep Score: -2294924.250000 Penalty: 4857.440430 Iteration 13Q: 3 clusters Score -2294924 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 12084 members Entering Unmasked Estep Score: -2295041.500000 Penalty: 4857.440430 Iteration 14Q: 3 clusters Score -2295042 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5982 members Mstep: Class 2 contains 11930 members Entering Unmasked Estep Score: -2295135.000000 Penalty: 4857.440430 Iteration 15Q: 3 clusters Score -2295135 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6165 members Mstep: Class 2 contains 11747 members Entering Unmasked Estep Score: -2295237.000000 Penalty: 4857.440430 Iteration 16Q: 3 clusters Score -2295237 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6351 members Mstep: Class 2 contains 11561 members Entering Unmasked Estep Score: -2295351.500000 Penalty: 4857.440430 Iteration 17Q: 3 clusters Score -2295352 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6579 members Mstep: Class 2 contains 11333 members Entering Unmasked Estep Score: -2295484.500000 Penalty: 4857.440430 Iteration 18Q: 3 clusters Score -2295484 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6811 members Mstep: Class 2 contains 11101 members Entering Unmasked Estep Score: -2295643.500000 Penalty: 4857.440430 Iteration 19Q: 3 clusters Score -2295644 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7081 members Mstep: Class 2 contains 10831 members Entering Unmasked Estep Score: -2295837.250000 Penalty: 4857.440430 Iteration 20F: 3 clusters Score -2295837 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7380 members Mstep: Class 2 contains 10532 members Entering Unmasked Estep Score: -2296060.500000 Penalty: 4857.440430 Iteration 21Q: 3 clusters Score -2296060 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7665 members Mstep: Class 2 contains 10247 members Entering Unmasked Estep Score: -2296262.750000 Penalty: 4857.440430 Iteration 22Q: 3 clusters Score -2296263 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7917 members Mstep: Class 2 contains 9995 members Entering Unmasked Estep Score: -2296415.500000 Penalty: 4857.440430 Iteration 23Q: 3 clusters Score -2296416 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8136 members Mstep: Class 2 contains 9776 members Entering Unmasked Estep Score: -2296515.500000 Penalty: 4857.440430 Iteration 24Q: 3 clusters Score -2296516 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8323 members Mstep: Class 2 contains 9589 members Entering Unmasked Estep Score: -2296574.250000 Penalty: 4857.440430 Iteration 25Q: 3 clusters Score -2296574 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8456 members Mstep: Class 2 contains 9456 members Entering Unmasked Estep Score: -2296623.250000 Penalty: 4857.440430 Iteration 26Q: 3 clusters Score -2296623 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8569 members Mstep: Class 2 contains 9343 members Entering Unmasked Estep Score: -2296658.250000 Penalty: 4857.440430 Iteration 27Q: 3 clusters Score -2296658 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8678 members Mstep: Class 2 contains 9234 members Entering Unmasked Estep Score: -2296679.000000 Penalty: 4857.440430 Iteration 28Q: 3 clusters Score -2296679 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8783 members Mstep: Class 2 contains 9129 members Entering Unmasked Estep Score: -2296701.250000 Penalty: 4857.440430 Iteration 29Q: 3 clusters Score -2296701 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8871 members Mstep: Class 2 contains 9041 members Entering Unmasked Estep Score: -2296720.000000 Penalty: 4857.440430 Iteration 30Q: 3 clusters Score -2296720 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8957 members Mstep: Class 2 contains 8955 members Entering Unmasked Estep Score: -2296746.000000 Penalty: 4857.440430 Iteration 31Q: 3 clusters Score -2296746 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9034 members Mstep: Class 2 contains 8878 members Entering Unmasked Estep Score: -2296749.500000 Penalty: 4857.440430 Iteration 32Q: 3 clusters Score -2296750 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9087 members Mstep: Class 2 contains 8825 members Entering Unmasked Estep Score: -2296753.750000 Penalty: 4857.440430 Iteration 33Q: 3 clusters Score -2296754 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9135 members Mstep: Class 2 contains 8777 members Entering Unmasked Estep Score: -2296774.250000 Penalty: 4857.440430 Iteration 34Q: 3 clusters Score -2296774 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9170 members Mstep: Class 2 contains 8742 members Entering Unmasked Estep Score: -2296779.000000 Penalty: 4857.440430 Iteration 35Q: 3 clusters Score -2296779 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9196 members Mstep: Class 2 contains 8716 members Entering Unmasked Estep Score: -2296782.750000 Penalty: 4857.440430 Iteration 36Q: 3 clusters Score -2296783 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9220 members Mstep: Class 2 contains 8692 members Entering Unmasked Estep Score: -2296780.250000 Penalty: 4857.440430 Iteration 37Q: 3 clusters Score -2296780 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9236 members Mstep: Class 2 contains 8676 members Entering Unmasked Estep Score: -2296779.750000 Penalty: 4857.440430 Iteration 38Q: 3 clusters Score -2296780 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9247 members Mstep: Class 2 contains 8665 members Entering Unmasked Estep Score: -2296785.500000 Penalty: 4857.440430 Iteration 39Q: 3 clusters Score -2296786 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9253 members Mstep: Class 2 contains 8659 members Entering Unmasked Estep Score: -2296784.250000 Penalty: 4857.440430 Iteration 40F: 3 clusters Score -2296784 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9255 members Mstep: Class 2 contains 8657 members Entering Unmasked Estep Score: -2296785.750000 Penalty: 4857.440430 Iteration 41Q: 3 clusters Score -2296786 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9258 members Mstep: Class 2 contains 8654 members Entering Unmasked Estep Score: -2296786.250000 Penalty: 4857.440430 Iteration 42Q: 3 clusters Score -2296786 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9262 members Mstep: Class 2 contains 8650 members Entering Unmasked Estep Score: -2296783.000000 Penalty: 4857.440430 Iteration 43Q: 3 clusters Score -2296783 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9264 members Mstep: Class 2 contains 8648 members Entering Unmasked Estep Score: -2296782.750000 Penalty: 4857.440430 Iteration 44Q: 3 clusters Score -2296783 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9267 members Mstep: Class 2 contains 8645 members Entering Unmasked Estep Score: -2296783.000000 Penalty: 4857.440430 Iteration 45Q: 3 clusters Score -2296783 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9269 members Mstep: Class 2 contains 8643 members Entering Unmasked Estep Score: -2296785.500000 Penalty: 4857.440430 Iteration 46Q: 3 clusters Score -2296786 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9270 members Mstep: Class 2 contains 8642 members Entering Unmasked Estep Score: -2296783.000000 Penalty: 4857.440430 Iteration 47Q: 3 clusters Score -2296783 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9271 members Mstep: Class 2 contains 8641 members Entering Unmasked Estep Score: -2296784.750000 Penalty: 4857.440430 Iteration 48Q: 3 clusters Score -2296785 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9273 members Mstep: Class 2 contains 8639 members Entering Unmasked Estep Score: -2296782.500000 Penalty: 4857.440430 Iteration 49Q: 3 clusters Score -2296782 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9273 members Mstep: Class 2 contains 8639 members Entering Unmasked Estep Score: -2296782.500000 Penalty: 4857.440430 Iteration 50F: 3 clusters Score -2296782 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (25004 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25004 members Entering Unmasked Estep Score: -3208367.750000 Penalty: 2511.444092 Iteration 0F: 2 clusters Score -3208368 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12369 members Mstep: Class 2 contains 12635 members Entering Unmasked Estep Score: -3191029.250000 Penalty: 5022.888184 Iteration 0F: 3 clusters Score -3191029 nChanged 11123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11486 members Mstep: Class 2 contains 13518 members Entering Unmasked Estep Score: -3197038.250000 Penalty: 5022.888184 Iteration 1F: 3 clusters Score -3197038 nChanged 1335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10885 members Mstep: Class 2 contains 14119 members Entering Unmasked Estep Score: -3197688.500000 Penalty: 5022.888184 Iteration 2F: 3 clusters Score -3197688 nChanged 1482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10063 members Mstep: Class 2 contains 14941 members Entering Unmasked Estep Score: -3198618.750000 Penalty: 5022.888184 Iteration 3F: 3 clusters Score -3198619 nChanged 1709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8958 members Mstep: Class 2 contains 16046 members Entering Unmasked Estep Score: -3199942.750000 Penalty: 5022.888184 Iteration 4F: 3 clusters Score -3199943 nChanged 1979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7521 members Mstep: Class 2 contains 17483 members Entering Unmasked Estep Score: -3201513.250000 Penalty: 5022.888184 Iteration 5F: 3 clusters Score -3201513 nChanged 1971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 19110 members Entering Unmasked Estep Score: -3203136.750000 Penalty: 5022.888184 Iteration 6F: 3 clusters Score -3203137 nChanged 1673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4381 members Mstep: Class 2 contains 20623 members Entering Unmasked Estep Score: -3204578.500000 Penalty: 5022.888184 Iteration 7F: 3 clusters Score -3204578 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3265 members Mstep: Class 2 contains 21739 members Entering Unmasked Estep Score: -3205655.000000 Penalty: 5022.888184 Iteration 8Q: 3 clusters Score -3205655 nChanged 765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 22436 members Entering Unmasked Estep Score: -3206437.250000 Penalty: 5022.888184 Iteration 9Q: 3 clusters Score -3206437 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 22781 members Entering Unmasked Estep Score: -3206938.500000 Penalty: 5022.888184 Iteration 10Q: 3 clusters Score -3206938 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2036 members Mstep: Class 2 contains 22968 members Entering Unmasked Estep Score: -3207198.750000 Penalty: 5022.888184 Iteration 11Q: 3 clusters Score -3207199 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 23106 members Entering Unmasked Estep Score: -3207362.000000 Penalty: 5022.888184 Iteration 12Q: 3 clusters Score -3207362 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1786 members Mstep: Class 2 contains 23218 members Entering Unmasked Estep Score: -3207504.750000 Penalty: 5022.888184 Iteration 13Q: 3 clusters Score -3207505 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 23313 members Entering Unmasked Estep Score: -3207595.250000 Penalty: 5022.888184 Iteration 14Q: 3 clusters Score -3207595 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1617 members Mstep: Class 2 contains 23387 members Entering Unmasked Estep Score: -3207663.250000 Penalty: 5022.888184 Iteration 15Q: 3 clusters Score -3207663 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 23435 members Entering Unmasked Estep Score: -3207704.250000 Penalty: 5022.888184 Iteration 16Q: 3 clusters Score -3207704 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 23472 members Entering Unmasked Estep Score: -3207726.000000 Penalty: 5022.888184 Iteration 17Q: 3 clusters Score -3207726 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 23502 members Entering Unmasked Estep Score: -3207744.000000 Penalty: 5022.888184 Iteration 18Q: 3 clusters Score -3207744 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 23530 members Entering Unmasked Estep Score: -3207751.500000 Penalty: 5022.888184 Iteration 19Q: 3 clusters Score -3207752 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 23547 members Entering Unmasked Estep Score: -3207764.500000 Penalty: 5022.888184 Iteration 20F: 3 clusters Score -3207764 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 23559 members Entering Unmasked Estep Score: -3207760.250000 Penalty: 5022.888184 Iteration 21Q: 3 clusters Score -3207760 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1434 members Mstep: Class 2 contains 23570 members Entering Unmasked Estep Score: -3207767.250000 Penalty: 5022.888184 Iteration 22Q: 3 clusters Score -3207767 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 23581 members Entering Unmasked Estep Score: -3207772.500000 Penalty: 5022.888184 Iteration 23Q: 3 clusters Score -3207772 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 23588 members Entering Unmasked Estep Score: -3207773.500000 Penalty: 5022.888184 Iteration 24Q: 3 clusters Score -3207774 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 23594 members Entering Unmasked Estep Score: -3207776.000000 Penalty: 5022.888184 Iteration 25Q: 3 clusters Score -3207776 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 23598 members Entering Unmasked Estep Score: -3207778.500000 Penalty: 5022.888184 Iteration 26Q: 3 clusters Score -3207778 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 23601 members Entering Unmasked Estep Score: -3207776.500000 Penalty: 5022.888184 Iteration 27Q: 3 clusters Score -3207776 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 23605 members Entering Unmasked Estep Score: -3207775.750000 Penalty: 5022.888184 Iteration 28Q: 3 clusters Score -3207776 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 23612 members Entering Unmasked Estep Score: -3207778.000000 Penalty: 5022.888184 Iteration 29Q: 3 clusters Score -3207778 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 23616 members Entering Unmasked Estep Score: -3207778.000000 Penalty: 5022.888184 Iteration 30Q: 3 clusters Score -3207778 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 23623 members Entering Unmasked Estep Score: -3207782.500000 Penalty: 5022.888184 Iteration 31Q: 3 clusters Score -3207782 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 23626 members Entering Unmasked Estep Score: -3207785.000000 Penalty: 5022.888184 Iteration 32Q: 3 clusters Score -3207785 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 23627 members Entering Unmasked Estep Score: -3207786.500000 Penalty: 5022.888184 Iteration 33Q: 3 clusters Score -3207786 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 23627 members Entering Unmasked Estep Score: -3207785.500000 Penalty: 5022.888184 Iteration 34Q: 3 clusters Score -3207786 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1376 members Mstep: Class 2 contains 23628 members Entering Unmasked Estep Score: -3207782.500000 Penalty: 5022.888184 Iteration 35Q: 3 clusters Score -3207782 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 23629 members Entering Unmasked Estep Score: -3207783.000000 Penalty: 5022.888184 Iteration 36Q: 3 clusters Score -3207783 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 23630 members Entering Unmasked Estep Score: -3207781.000000 Penalty: 5022.888184 Iteration 37Q: 3 clusters Score -3207781 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 23631 members Entering Unmasked Estep Score: -3207780.750000 Penalty: 5022.888184 Iteration 38Q: 3 clusters Score -3207781 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 23631 members Entering Unmasked Estep Score: -3207780.750000 Penalty: 5022.888184 Iteration 39F: 3 clusters Score -3207781 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2433 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2433 members Entering Unmasked Estep Score: -308226.531250 Penalty: 1933.626343 Iteration 0F: 2 clusters Score -308226.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -305335.281250 Penalty: 3867.252686 Iteration 0F: 3 clusters Score -305335.3 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1305 members Entering Unmasked Estep Score: -305872.031250 Penalty: 3867.252686 Iteration 1F: 3 clusters Score -305872 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -305997.687500 Penalty: 3867.252686 Iteration 2F: 3 clusters Score -305997.7 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -306057.593750 Penalty: 3867.252686 Iteration 3Q: 3 clusters Score -306057.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -306086.656250 Penalty: 3867.252686 Iteration 4Q: 3 clusters Score -306086.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1414 members Entering Unmasked Estep Score: -306113.593750 Penalty: 3867.252686 Iteration 5Q: 3 clusters Score -306113.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -306130.781250 Penalty: 3867.252686 Iteration 6Q: 3 clusters Score -306130.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 988 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -306146.187500 Penalty: 3867.252686 Iteration 7Q: 3 clusters Score -306146.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -306160.843750 Penalty: 3867.252686 Iteration 8Q: 3 clusters Score -306160.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -306172.718750 Penalty: 3867.252686 Iteration 9Q: 3 clusters Score -306172.7 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 961 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -306181.062500 Penalty: 3867.252686 Iteration 10Q: 3 clusters Score -306181.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 1482 members Entering Unmasked Estep Score: -306187.843750 Penalty: 3867.252686 Iteration 11Q: 3 clusters Score -306187.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 947 members Mstep: Class 2 contains 1486 members Entering Unmasked Estep Score: -306193.531250 Penalty: 3867.252686 Iteration 12Q: 3 clusters Score -306193.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -306195.562500 Penalty: 3867.252686 Iteration 13Q: 3 clusters Score -306195.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 944 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -306201.468750 Penalty: 3867.252686 Iteration 14Q: 3 clusters Score -306201.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -306209.343750 Penalty: 3867.252686 Iteration 15Q: 3 clusters Score -306209.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -306213.531250 Penalty: 3867.252686 Iteration 16Q: 3 clusters Score -306213.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -306219.312500 Penalty: 3867.252686 Iteration 17Q: 3 clusters Score -306219.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -306224.625000 Penalty: 3867.252686 Iteration 18Q: 3 clusters Score -306224.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -306231.562500 Penalty: 3867.252686 Iteration 19Q: 3 clusters Score -306231.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -306237.312500 Penalty: 3867.252686 Iteration 20F: 3 clusters Score -306237.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 1540 members Entering Unmasked Estep Score: -306243.937500 Penalty: 3867.252686 Iteration 21Q: 3 clusters Score -306243.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 1548 members Entering Unmasked Estep Score: -306249.687500 Penalty: 3867.252686 Iteration 22Q: 3 clusters Score -306249.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -306256.531250 Penalty: 3867.252686 Iteration 23Q: 3 clusters Score -306256.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -306265.625000 Penalty: 3867.252686 Iteration 24Q: 3 clusters Score -306265.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -306269.812500 Penalty: 3867.252686 Iteration 25Q: 3 clusters Score -306269.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 1581 members Entering Unmasked Estep Score: -306271.062500 Penalty: 3867.252686 Iteration 26Q: 3 clusters Score -306271.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -306272.343750 Penalty: 3867.252686 Iteration 27Q: 3 clusters Score -306272.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -306273.531250 Penalty: 3867.252686 Iteration 28Q: 3 clusters Score -306273.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 849 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -306273.531250 Penalty: 3867.252686 Iteration 29F: 3 clusters Score -306273.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1801 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1801 members Entering Unmasked Estep Score: -228799.203125 Penalty: 1859.032227 Iteration 0F: 2 clusters Score -228799.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -226271.109375 Penalty: 3718.064453 Iteration 0F: 3 clusters Score -226271.1 nChanged 550 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -226686.953125 Penalty: 3718.064453 Iteration 1F: 3 clusters Score -226687 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -226811.765625 Penalty: 3718.064453 Iteration 2F: 3 clusters Score -226811.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -226867.031250 Penalty: 3718.064453 Iteration 3Q: 3 clusters Score -226867 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -226899.062500 Penalty: 3718.064453 Iteration 4Q: 3 clusters Score -226899.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 892 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -226920.828125 Penalty: 3718.064453 Iteration 5Q: 3 clusters Score -226920.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -226939.687500 Penalty: 3718.064453 Iteration 6Q: 3 clusters Score -226939.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -226951.359375 Penalty: 3718.064453 Iteration 7Q: 3 clusters Score -226951.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -226963.640625 Penalty: 3718.064453 Iteration 8Q: 3 clusters Score -226963.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -226973.390625 Penalty: 3718.064453 Iteration 9Q: 3 clusters Score -226973.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -226978.484375 Penalty: 3718.064453 Iteration 10Q: 3 clusters Score -226978.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -226982.015625 Penalty: 3718.064453 Iteration 11Q: 3 clusters Score -226982 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -226986.109375 Penalty: 3718.064453 Iteration 12Q: 3 clusters Score -226986.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -226988.781250 Penalty: 3718.064453 Iteration 13Q: 3 clusters Score -226988.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -226990.687500 Penalty: 3718.064453 Iteration 14Q: 3 clusters Score -226990.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -226991.203125 Penalty: 3718.064453 Iteration 15Q: 3 clusters Score -226991.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -226993.156250 Penalty: 3718.064453 Iteration 16Q: 3 clusters Score -226993.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 910 members Mstep: Class 2 contains 891 members Entering Unmasked Estep Score: -226995.781250 Penalty: 3718.064453 Iteration 17Q: 3 clusters Score -226995.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 887 members Entering Unmasked Estep Score: -226998.687500 Penalty: 3718.064453 Iteration 18Q: 3 clusters Score -226998.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -227001.046875 Penalty: 3718.064453 Iteration 19Q: 3 clusters Score -227001 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 885 members Entering Unmasked Estep Score: -227004.593750 Penalty: 3718.064453 Iteration 20F: 3 clusters Score -227004.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -227008.343750 Penalty: 3718.064453 Iteration 21Q: 3 clusters Score -227008.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -227011.640625 Penalty: 3718.064453 Iteration 22Q: 3 clusters Score -227011.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 926 members Mstep: Class 2 contains 875 members Entering Unmasked Estep Score: -227013.968750 Penalty: 3718.064453 Iteration 23Q: 3 clusters Score -227014 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 870 members Entering Unmasked Estep Score: -227015.718750 Penalty: 3718.064453 Iteration 24Q: 3 clusters Score -227015.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -227017.421875 Penalty: 3718.064453 Iteration 25Q: 3 clusters Score -227017.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 873 members Entering Unmasked Estep Score: -227018.625000 Penalty: 3718.064453 Iteration 26Q: 3 clusters Score -227018.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -227019.093750 Penalty: 3718.064453 Iteration 27Q: 3 clusters Score -227019.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -227019.375000 Penalty: 3718.064453 Iteration 28Q: 3 clusters Score -227019.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -227019.375000 Penalty: 3718.064453 Iteration 29F: 3 clusters Score -227019.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (104529 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104529 members Entering Unmasked Estep Score: -13361533.000000 Penalty: 2866.190430 Iteration 0F: 2 clusters Score -1.336153e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52171 members Mstep: Class 2 contains 52358 members Entering Unmasked Estep Score: -13291709.000000 Penalty: 5732.380859 Iteration 0F: 3 clusters Score -1.329171e+07 nChanged 49508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50461 members Mstep: Class 2 contains 54068 members Entering Unmasked Estep Score: -13320118.000000 Penalty: 5732.380859 Iteration 1F: 3 clusters Score -1.332012e+07 nChanged 3512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49547 members Mstep: Class 2 contains 54982 members Entering Unmasked Estep Score: -13321070.000000 Penalty: 5732.380859 Iteration 2Q: 3 clusters Score -1.332107e+07 nChanged 3671 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48192 members Mstep: Class 2 contains 56337 members Entering Unmasked Estep Score: -13321998.000000 Penalty: 5732.380859 Iteration 3Q: 3 clusters Score -1.3322e+07 nChanged 3954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46144 members Mstep: Class 2 contains 58385 members Entering Unmasked Estep Score: -13323489.000000 Penalty: 5732.380859 Iteration 4Q: 3 clusters Score -1.332349e+07 nChanged 4604 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43288 members Mstep: Class 2 contains 61241 members Entering Unmasked Estep Score: -13325676.000000 Penalty: 5732.380859 Iteration 5Q: 3 clusters Score -1.332568e+07 nChanged 5415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39399 members Mstep: Class 2 contains 65130 members Entering Unmasked Estep Score: -13329044.000000 Penalty: 5732.380859 Iteration 6F: 3 clusters Score -1.332904e+07 nChanged 6265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34836 members Mstep: Class 2 contains 69693 members Entering Unmasked Estep Score: -13334029.000000 Penalty: 5732.380859 Iteration 7F: 3 clusters Score -1.333403e+07 nChanged 6417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30295 members Mstep: Class 2 contains 74234 members Entering Unmasked Estep Score: -13339715.000000 Penalty: 5732.380859 Iteration 8F: 3 clusters Score -1.333972e+07 nChanged 5916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26727 members Mstep: Class 2 contains 77802 members Entering Unmasked Estep Score: -13344332.000000 Penalty: 5732.380859 Iteration 9F: 3 clusters Score -1.334433e+07 nChanged 4871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24134 members Mstep: Class 2 contains 80395 members Entering Unmasked Estep Score: -13347572.000000 Penalty: 5732.380859 Iteration 10Q: 3 clusters Score -1.334757e+07 nChanged 3557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22111 members Mstep: Class 2 contains 82418 members Entering Unmasked Estep Score: -13349273.000000 Penalty: 5732.380859 Iteration 11Q: 3 clusters Score -1.334927e+07 nChanged 2459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20322 members Mstep: Class 2 contains 84207 members Entering Unmasked Estep Score: -13350305.000000 Penalty: 5732.380859 Iteration 12Q: 3 clusters Score -1.33503e+07 nChanged 1915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18649 members Mstep: Class 2 contains 85880 members Entering Unmasked Estep Score: -13351126.000000 Penalty: 5732.380859 Iteration 13Q: 3 clusters Score -1.335113e+07 nChanged 1669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17066 members Mstep: Class 2 contains 87463 members Entering Unmasked Estep Score: -13351762.000000 Penalty: 5732.380859 Iteration 14Q: 3 clusters Score -1.335176e+07 nChanged 1582 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15514 members Mstep: Class 2 contains 89015 members Entering Unmasked Estep Score: -13352467.000000 Penalty: 5732.380859 Iteration 15Q: 3 clusters Score -1.335247e+07 nChanged 1596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13950 members Mstep: Class 2 contains 90579 members Entering Unmasked Estep Score: -13353085.000000 Penalty: 5732.380859 Iteration 16Q: 3 clusters Score -1.335308e+07 nChanged 1507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12455 members Mstep: Class 2 contains 92074 members Entering Unmasked Estep Score: -13353739.000000 Penalty: 5732.380859 Iteration 17Q: 3 clusters Score -1.335374e+07 nChanged 1499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10984 members Mstep: Class 2 contains 93545 members Entering Unmasked Estep Score: -13354437.000000 Penalty: 5732.380859 Iteration 18Q: 3 clusters Score -1.335444e+07 nChanged 1367 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9643 members Mstep: Class 2 contains 94886 members Entering Unmasked Estep Score: -13355178.000000 Penalty: 5732.380859 Iteration 19Q: 3 clusters Score -1.335518e+07 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8424 members Mstep: Class 2 contains 96105 members Entering Unmasked Estep Score: -13355740.000000 Penalty: 5732.380859 Iteration 20F: 3 clusters Score -1.335574e+07 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7336 members Mstep: Class 2 contains 97193 members Entering Unmasked Estep Score: -13356282.000000 Penalty: 5732.380859 Iteration 21Q: 3 clusters Score -1.335628e+07 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6374 members Mstep: Class 2 contains 98155 members Entering Unmasked Estep Score: -13356728.000000 Penalty: 5732.380859 Iteration 22Q: 3 clusters Score -1.335673e+07 nChanged 840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 98965 members Entering Unmasked Estep Score: -13357147.000000 Penalty: 5732.380859 Iteration 23Q: 3 clusters Score -1.335715e+07 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 99656 members Entering Unmasked Estep Score: -13357497.000000 Penalty: 5732.380859 Iteration 24Q: 3 clusters Score -1.33575e+07 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 100238 members Entering Unmasked Estep Score: -13357767.000000 Penalty: 5732.380859 Iteration 25Q: 3 clusters Score -1.335777e+07 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3770 members Mstep: Class 2 contains 100759 members Entering Unmasked Estep Score: -13358068.000000 Penalty: 5732.380859 Iteration 26Q: 3 clusters Score -1.335807e+07 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3340 members Mstep: Class 2 contains 101189 members Entering Unmasked Estep Score: -13358275.000000 Penalty: 5732.380859 Iteration 27Q: 3 clusters Score -1.335828e+07 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3008 members Mstep: Class 2 contains 101521 members Entering Unmasked Estep Score: -13358474.000000 Penalty: 5732.380859 Iteration 28Q: 3 clusters Score -1.335847e+07 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 101787 members Entering Unmasked Estep Score: -13358554.000000 Penalty: 5732.380859 Iteration 29Q: 3 clusters Score -1.335855e+07 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2531 members Mstep: Class 2 contains 101998 members Entering Unmasked Estep Score: -13358619.000000 Penalty: 5732.380859 Iteration 30Q: 3 clusters Score -1.335862e+07 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2341 members Mstep: Class 2 contains 102188 members Entering Unmasked Estep Score: -13358687.000000 Penalty: 5732.380859 Iteration 31Q: 3 clusters Score -1.335869e+07 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 102347 members Entering Unmasked Estep Score: -13358790.000000 Penalty: 5732.380859 Iteration 32Q: 3 clusters Score -1.335879e+07 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 102500 members Entering Unmasked Estep Score: -13358842.000000 Penalty: 5732.380859 Iteration 33Q: 3 clusters Score -1.335884e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1895 members Mstep: Class 2 contains 102634 members Entering Unmasked Estep Score: -13358899.000000 Penalty: 5732.380859 Iteration 34Q: 3 clusters Score -1.33589e+07 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 102750 members Entering Unmasked Estep Score: -13358917.000000 Penalty: 5732.380859 Iteration 35Q: 3 clusters Score -1.335892e+07 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 102844 members Entering Unmasked Estep Score: -13358970.000000 Penalty: 5732.380859 Iteration 36Q: 3 clusters Score -1.335897e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 102919 members Entering Unmasked Estep Score: -13358992.000000 Penalty: 5732.380859 Iteration 37Q: 3 clusters Score -1.335899e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1540 members Mstep: Class 2 contains 102989 members Entering Unmasked Estep Score: -13359016.000000 Penalty: 5732.380859 Iteration 38Q: 3 clusters Score -1.335902e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 103042 members Entering Unmasked Estep Score: -13359036.000000 Penalty: 5732.380859 Iteration 39Q: 3 clusters Score -1.335904e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 103078 members Entering Unmasked Estep Score: -13359043.000000 Penalty: 5732.380859 Iteration 40F: 3 clusters Score -1.335904e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 103113 members Entering Unmasked Estep Score: -13359071.000000 Penalty: 5732.380859 Iteration 41Q: 3 clusters Score -1.335907e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 103144 members Entering Unmasked Estep Score: -13359066.000000 Penalty: 5732.380859 Iteration 42Q: 3 clusters Score -1.335907e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 103168 members Entering Unmasked Estep Score: -13359069.000000 Penalty: 5732.380859 Iteration 43Q: 3 clusters Score -1.335907e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1334 members Mstep: Class 2 contains 103195 members Entering Unmasked Estep Score: -13359062.000000 Penalty: 5732.380859 Iteration 44Q: 3 clusters Score -1.335906e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 103214 members Entering Unmasked Estep Score: -13359075.000000 Penalty: 5732.380859 Iteration 45Q: 3 clusters Score -1.335908e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 103240 members Entering Unmasked Estep Score: -13359095.000000 Penalty: 5732.380859 Iteration 46Q: 3 clusters Score -1.33591e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 103258 members Entering Unmasked Estep Score: -13359117.000000 Penalty: 5732.380859 Iteration 47Q: 3 clusters Score -1.335912e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 103275 members Entering Unmasked Estep Score: -13359101.000000 Penalty: 5732.380859 Iteration 48Q: 3 clusters Score -1.33591e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 103293 members Entering Unmasked Estep Score: -13359121.000000 Penalty: 5732.380859 Iteration 49Q: 3 clusters Score -1.335912e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 103311 members Entering Unmasked Estep Score: -13359107.000000 Penalty: 5732.380859 Iteration 50Q: 3 clusters Score -1.335911e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 103326 members Entering Unmasked Estep Score: -13359118.000000 Penalty: 5732.380859 Iteration 51Q: 3 clusters Score -1.335912e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 103343 members Entering Unmasked Estep Score: -13359125.000000 Penalty: 5732.380859 Iteration 52Q: 3 clusters Score -1.335912e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 103361 members Entering Unmasked Estep Score: -13359152.000000 Penalty: 5732.380859 Iteration 53Q: 3 clusters Score -1.335915e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 103377 members Entering Unmasked Estep Score: -13359138.000000 Penalty: 5732.380859 Iteration 54Q: 3 clusters Score -1.335914e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 103390 members Entering Unmasked Estep Score: -13359145.000000 Penalty: 5732.380859 Iteration 55Q: 3 clusters Score -1.335914e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 103395 members Entering Unmasked Estep Score: -13359147.000000 Penalty: 5732.380859 Iteration 56Q: 3 clusters Score -1.335915e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1127 members Mstep: Class 2 contains 103402 members Entering Unmasked Estep Score: -13359144.000000 Penalty: 5732.380859 Iteration 57Q: 3 clusters Score -1.335914e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 103409 members Entering Unmasked Estep Score: -13359150.000000 Penalty: 5732.380859 Iteration 58Q: 3 clusters Score -1.335915e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 103419 members Entering Unmasked Estep Score: -13359157.000000 Penalty: 5732.380859 Iteration 59Q: 3 clusters Score -1.335916e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 103432 members Entering Unmasked Estep Score: -13359158.000000 Penalty: 5732.380859 Iteration 60F: 3 clusters Score -1.335916e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 103437 members Entering Unmasked Estep Score: -13359157.000000 Penalty: 5732.380859 Iteration 61Q: 3 clusters Score -1.335916e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1088 members Mstep: Class 2 contains 103441 members Entering Unmasked Estep Score: -13359165.000000 Penalty: 5732.380859 Iteration 62Q: 3 clusters Score -1.335916e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 103448 members Entering Unmasked Estep Score: -13359181.000000 Penalty: 5732.380859 Iteration 63Q: 3 clusters Score -1.335918e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 103460 members Entering Unmasked Estep Score: -13359177.000000 Penalty: 5732.380859 Iteration 64Q: 3 clusters Score -1.335918e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 103468 members Entering Unmasked Estep Score: -13359188.000000 Penalty: 5732.380859 Iteration 65Q: 3 clusters Score -1.335919e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 103470 members Entering Unmasked Estep Score: -13359193.000000 Penalty: 5732.380859 Iteration 66Q: 3 clusters Score -1.335919e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 103472 members Entering Unmasked Estep Score: -13359186.000000 Penalty: 5732.380859 Iteration 67Q: 3 clusters Score -1.335919e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 103473 members Entering Unmasked Estep Score: -13359194.000000 Penalty: 5732.380859 Iteration 68Q: 3 clusters Score -1.335919e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 103474 members Entering Unmasked Estep Score: -13359194.000000 Penalty: 5732.380859 Iteration 69Q: 3 clusters Score -1.335919e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 103474 members Entering Unmasked Estep Score: -13359194.000000 Penalty: 5732.380859 Iteration 70F: 3 clusters Score -1.335919e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (25217 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25217 members Entering Unmasked Estep Score: -3230415.000000 Penalty: 2513.547852 Iteration 0F: 2 clusters Score -3230415 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12555 members Mstep: Class 2 contains 12662 members Entering Unmasked Estep Score: -3212854.750000 Penalty: 5027.095703 Iteration 0F: 3 clusters Score -3212855 nChanged 11341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12352 members Mstep: Class 2 contains 12865 members Entering Unmasked Estep Score: -3218889.250000 Penalty: 5027.095703 Iteration 1F: 3 clusters Score -3218889 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12197 members Mstep: Class 2 contains 13020 members Entering Unmasked Estep Score: -3219293.750000 Penalty: 5027.095703 Iteration 2Q: 3 clusters Score -3219294 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11965 members Mstep: Class 2 contains 13252 members Entering Unmasked Estep Score: -3219628.250000 Penalty: 5027.095703 Iteration 3Q: 3 clusters Score -3219628 nChanged 979 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11664 members Mstep: Class 2 contains 13553 members Entering Unmasked Estep Score: -3219973.250000 Penalty: 5027.095703 Iteration 4Q: 3 clusters Score -3219973 nChanged 988 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11228 members Mstep: Class 2 contains 13989 members Entering Unmasked Estep Score: -3220385.750000 Penalty: 5027.095703 Iteration 5Q: 3 clusters Score -3220386 nChanged 1107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10635 members Mstep: Class 2 contains 14582 members Entering Unmasked Estep Score: -3220968.750000 Penalty: 5027.095703 Iteration 6Q: 3 clusters Score -3220969 nChanged 1297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9854 members Mstep: Class 2 contains 15363 members Entering Unmasked Estep Score: -3221732.000000 Penalty: 5027.095703 Iteration 7F: 3 clusters Score -3221732 nChanged 1485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8839 members Mstep: Class 2 contains 16378 members Entering Unmasked Estep Score: -3222696.500000 Penalty: 5027.095703 Iteration 8F: 3 clusters Score -3222696 nChanged 1556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7643 members Mstep: Class 2 contains 17574 members Entering Unmasked Estep Score: -3223814.750000 Penalty: 5027.095703 Iteration 9F: 3 clusters Score -3223815 nChanged 1463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6432 members Mstep: Class 2 contains 18785 members Entering Unmasked Estep Score: -3224924.500000 Penalty: 5027.095703 Iteration 10F: 3 clusters Score -3224924 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5369 members Mstep: Class 2 contains 19848 members Entering Unmasked Estep Score: -3225791.000000 Penalty: 5027.095703 Iteration 11Q: 3 clusters Score -3225791 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4544 members Mstep: Class 2 contains 20673 members Entering Unmasked Estep Score: -3226427.250000 Penalty: 5027.095703 Iteration 12Q: 3 clusters Score -3226427 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 21323 members Entering Unmasked Estep Score: -3226920.750000 Penalty: 5027.095703 Iteration 13Q: 3 clusters Score -3226921 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3361 members Mstep: Class 2 contains 21856 members Entering Unmasked Estep Score: -3227343.250000 Penalty: 5027.095703 Iteration 14Q: 3 clusters Score -3227343 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 22275 members Entering Unmasked Estep Score: -3227674.000000 Penalty: 5027.095703 Iteration 15Q: 3 clusters Score -3227674 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2603 members Mstep: Class 2 contains 22614 members Entering Unmasked Estep Score: -3227925.250000 Penalty: 5027.095703 Iteration 16Q: 3 clusters Score -3227925 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 22872 members Entering Unmasked Estep Score: -3228142.750000 Penalty: 5027.095703 Iteration 17Q: 3 clusters Score -3228143 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 23087 members Entering Unmasked Estep Score: -3228307.750000 Penalty: 5027.095703 Iteration 18Q: 3 clusters Score -3228308 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 23246 members Entering Unmasked Estep Score: -3228415.250000 Penalty: 5027.095703 Iteration 19Q: 3 clusters Score -3228415 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 23373 members Entering Unmasked Estep Score: -3228500.000000 Penalty: 5027.095703 Iteration 20F: 3 clusters Score -3228500 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1744 members Mstep: Class 2 contains 23473 members Entering Unmasked Estep Score: -3228551.500000 Penalty: 5027.095703 Iteration 21Q: 3 clusters Score -3228552 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 23562 members Entering Unmasked Estep Score: -3228599.000000 Penalty: 5027.095703 Iteration 22Q: 3 clusters Score -3228599 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 23638 members Entering Unmasked Estep Score: -3228641.000000 Penalty: 5027.095703 Iteration 23Q: 3 clusters Score -3228641 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 23700 members Entering Unmasked Estep Score: -3228676.000000 Penalty: 5027.095703 Iteration 24Q: 3 clusters Score -3228676 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 23753 members Entering Unmasked Estep Score: -3228707.250000 Penalty: 5027.095703 Iteration 25Q: 3 clusters Score -3228707 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 23814 members Entering Unmasked Estep Score: -3228742.750000 Penalty: 5027.095703 Iteration 26Q: 3 clusters Score -3228743 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 23863 members Entering Unmasked Estep Score: -3228786.750000 Penalty: 5027.095703 Iteration 27Q: 3 clusters Score -3228787 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 23904 members Entering Unmasked Estep Score: -3228831.000000 Penalty: 5027.095703 Iteration 28Q: 3 clusters Score -3228831 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 23947 members Entering Unmasked Estep Score: -3228887.000000 Penalty: 5027.095703 Iteration 29Q: 3 clusters Score -3228887 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 23987 members Entering Unmasked Estep Score: -3228912.750000 Penalty: 5027.095703 Iteration 30Q: 3 clusters Score -3228913 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 24016 members Entering Unmasked Estep Score: -3228940.750000 Penalty: 5027.095703 Iteration 31Q: 3 clusters Score -3228941 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 24050 members Entering Unmasked Estep Score: -3228960.250000 Penalty: 5027.095703 Iteration 32Q: 3 clusters Score -3228960 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 24075 members Entering Unmasked Estep Score: -3228984.500000 Penalty: 5027.095703 Iteration 33Q: 3 clusters Score -3228984 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 24086 members Entering Unmasked Estep Score: -3228992.250000 Penalty: 5027.095703 Iteration 34Q: 3 clusters Score -3228992 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 24098 members Entering Unmasked Estep Score: -3228992.000000 Penalty: 5027.095703 Iteration 35Q: 3 clusters Score -3228992 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 24111 members Entering Unmasked Estep Score: -3228993.250000 Penalty: 5027.095703 Iteration 36Q: 3 clusters Score -3228993 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 24126 members Entering Unmasked Estep Score: -3229008.000000 Penalty: 5027.095703 Iteration 37Q: 3 clusters Score -3229008 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 24136 members Entering Unmasked Estep Score: -3229010.750000 Penalty: 5027.095703 Iteration 38Q: 3 clusters Score -3229011 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 24145 members Entering Unmasked Estep Score: -3229022.000000 Penalty: 5027.095703 Iteration 39Q: 3 clusters Score -3229022 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 24150 members Entering Unmasked Estep Score: -3229022.250000 Penalty: 5027.095703 Iteration 40F: 3 clusters Score -3229022 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1064 members Mstep: Class 2 contains 24153 members Entering Unmasked Estep Score: -3229023.500000 Penalty: 5027.095703 Iteration 41Q: 3 clusters Score -3229024 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 24158 members Entering Unmasked Estep Score: -3229024.000000 Penalty: 5027.095703 Iteration 42Q: 3 clusters Score -3229024 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 24160 members Entering Unmasked Estep Score: -3229022.250000 Penalty: 5027.095703 Iteration 43Q: 3 clusters Score -3229022 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 24162 members Entering Unmasked Estep Score: -3229021.500000 Penalty: 5027.095703 Iteration 44Q: 3 clusters Score -3229022 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 24163 members Entering Unmasked Estep Score: -3229020.750000 Penalty: 5027.095703 Iteration 45Q: 3 clusters Score -3229021 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 24164 members Entering Unmasked Estep Score: -3229021.250000 Penalty: 5027.095703 Iteration 46Q: 3 clusters Score -3229021 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 24165 members Entering Unmasked Estep Score: -3229024.250000 Penalty: 5027.095703 Iteration 47Q: 3 clusters Score -3229024 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 24165 members Entering Unmasked Estep Score: -3229024.250000 Penalty: 5027.095703 Iteration 48F: 3 clusters Score -3229024 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (560 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Entering Unmasked Estep Score: -60705.003906 Penalty: 1569.328247 Iteration 0F: 2 clusters Score -60705 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 284 members Entering Unmasked Estep Score: -59170.894531 Penalty: 3138.656494 Iteration 0F: 3 clusters Score -59170.89 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -59560.503906 Penalty: 3138.656494 Iteration 1F: 3 clusters Score -59560.5 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -59768.351562 Penalty: 3138.656494 Iteration 2F: 3 clusters Score -59768.35 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -59962.093750 Penalty: 3138.656494 Iteration 3F: 3 clusters Score -59962.09 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -60164.304688 Penalty: 3138.656494 Iteration 4F: 3 clusters Score -60164.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -60407.242188 Penalty: 3138.656494 Iteration 5F: 3 clusters Score -60407.24 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -60761.750000 Penalty: 3138.656494 Iteration 6F: 3 clusters Score -60761.75 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -60869.601562 Penalty: 3138.656494 Iteration 7Q: 3 clusters Score -60869.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -60987.812500 Penalty: 3138.656494 Iteration 8Q: 3 clusters Score -60987.81 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -61122.359375 Penalty: 3138.656494 Iteration 9Q: 3 clusters Score -61122.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -61122.359375 Penalty: 3138.656494 Iteration 10F: 3 clusters Score -61122.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19886 members Mstep: Class 2 contains 430 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19428 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41763 members Mstep: Class 9 contains 2146 members Mstep: Class 10 contains 7573 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164874 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3009 members Mstep: Class 16 contains 17912 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2433 members Mstep: Class 19 contains 1801 members Mstep: Class 20 contains 104529 members Mstep: Class 21 contains 25217 members Mstep: Class 22 contains 329 members Mstep: Class 23 contains 483 members Mstep: Class 24 contains 231 members Entering Unmasked Estep Score: -55707852.000000 Penalty: 77417.070312 Splitting cluster 22 changes total score from -55709100.000000 to -55707852.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (483 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Entering Unmasked Estep Score: -54902.382812 Penalty: 1532.644043 Iteration 0F: 2 clusters Score -54902.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -53395.488281 Penalty: 3065.288086 Iteration 0F: 3 clusters Score -53395.49 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -53582.328125 Penalty: 3065.288086 Iteration 1F: 3 clusters Score -53582.33 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -53663.121094 Penalty: 3065.288086 Iteration 2F: 3 clusters Score -53663.12 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -53706.234375 Penalty: 3065.288086 Iteration 3Q: 3 clusters Score -53706.23 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -53740.933594 Penalty: 3065.288086 Iteration 4Q: 3 clusters Score -53740.93 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -53759.183594 Penalty: 3065.288086 Iteration 5Q: 3 clusters Score -53759.18 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -53770.363281 Penalty: 3065.288086 Iteration 6Q: 3 clusters Score -53770.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -53784.601562 Penalty: 3065.288086 Iteration 7Q: 3 clusters Score -53784.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -53797.664062 Penalty: 3065.288086 Iteration 8Q: 3 clusters Score -53797.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -53815.089844 Penalty: 3065.288086 Iteration 9Q: 3 clusters Score -53815.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -53822.960938 Penalty: 3065.288086 Iteration 10Q: 3 clusters Score -53822.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -53828.472656 Penalty: 3065.288086 Iteration 11Q: 3 clusters Score -53828.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -53828.472656 Penalty: 3065.288086 Iteration 12F: 3 clusters Score -53828.47 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19886 members Mstep: Class 2 contains 430 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19428 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41763 members Mstep: Class 9 contains 2146 members Mstep: Class 10 contains 7573 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164874 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3009 members Mstep: Class 16 contains 17912 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2433 members Mstep: Class 19 contains 1801 members Mstep: Class 20 contains 104529 members Mstep: Class 21 contains 25217 members Mstep: Class 22 contains 560 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709108.000000 Penalty: 74191.359375 Iteration 159Q: 24 clusters Score -5.570911e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19886 members Mstep: Class 2 contains 430 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19428 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41762 members Mstep: Class 9 contains 2146 members Mstep: Class 10 contains 7573 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164896 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3009 members Mstep: Class 16 contains 17906 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1801 members Mstep: Class 20 contains 104514 members Mstep: Class 21 contains 25218 members Mstep: Class 22 contains 560 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709152.000000 Penalty: 74191.359375 Iteration 160F: 24 clusters Score -5.570915e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19886 members Mstep: Class 2 contains 431 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19431 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41761 members Mstep: Class 9 contains 2146 members Mstep: Class 10 contains 7573 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164912 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3009 members Mstep: Class 16 contains 17897 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1802 members Mstep: Class 20 contains 104503 members Mstep: Class 21 contains 25219 members Mstep: Class 22 contains 559 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709172.000000 Penalty: 74191.359375 Iteration 161Q: 24 clusters Score -5.570917e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19886 members Mstep: Class 2 contains 432 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19433 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41761 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7573 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164934 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3009 members Mstep: Class 16 contains 17887 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1802 members Mstep: Class 20 contains 104490 members Mstep: Class 21 contains 25219 members Mstep: Class 22 contains 558 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709116.000000 Penalty: 74191.359375 Iteration 162Q: 24 clusters Score -5.570912e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19886 members Mstep: Class 2 contains 433 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19434 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41759 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7574 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164957 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3009 members Mstep: Class 16 contains 17880 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1802 members Mstep: Class 20 contains 104474 members Mstep: Class 21 contains 25219 members Mstep: Class 22 contains 557 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709152.000000 Penalty: 74191.359375 Iteration 163Q: 24 clusters Score -5.570915e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19885 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19435 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41757 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7574 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164971 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3009 members Mstep: Class 16 contains 17873 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1802 members Mstep: Class 20 contains 104468 members Mstep: Class 21 contains 25220 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709168.000000 Penalty: 74191.359375 Iteration 164Q: 24 clusters Score -5.570917e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19884 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4992 members Mstep: Class 5 contains 19437 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41757 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7574 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164982 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3009 members Mstep: Class 16 contains 17868 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1802 members Mstep: Class 20 contains 104460 members Mstep: Class 21 contains 25220 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709144.000000 Penalty: 74191.359375 Iteration 165Q: 24 clusters Score -5.570914e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19884 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4993 members Mstep: Class 5 contains 19438 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41756 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7574 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 164992 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3009 members Mstep: Class 16 contains 17862 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1802 members Mstep: Class 20 contains 104457 members Mstep: Class 21 contains 25218 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709140.000000 Penalty: 74191.359375 Iteration 166Q: 24 clusters Score -5.570914e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19883 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4993 members Mstep: Class 5 contains 19439 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41756 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7574 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 165003 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3009 members Mstep: Class 16 contains 17859 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1802 members Mstep: Class 20 contains 104451 members Mstep: Class 21 contains 25216 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709132.000000 Penalty: 74191.359375 Iteration 167Q: 24 clusters Score -5.570913e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19882 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4993 members Mstep: Class 5 contains 19442 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41756 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7574 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 165018 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3009 members Mstep: Class 16 contains 17853 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1802 members Mstep: Class 20 contains 104444 members Mstep: Class 21 contains 25212 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709128.000000 Penalty: 74191.359375 Iteration 168Q: 24 clusters Score -5.570913e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19881 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4993 members Mstep: Class 5 contains 19446 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41754 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7574 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 165034 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3009 members Mstep: Class 16 contains 17848 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1802 members Mstep: Class 20 contains 104436 members Mstep: Class 21 contains 25208 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709116.000000 Penalty: 74191.359375 Iteration 169Q: 24 clusters Score -5.570912e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19882 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4992 members Mstep: Class 5 contains 19451 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41753 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7574 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 165069 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3009 members Mstep: Class 16 contains 17826 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1802 members Mstep: Class 20 contains 104424 members Mstep: Class 21 contains 25203 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709088.000000 Penalty: 74191.359375 Iteration 170Q: 24 clusters Score -5.570909e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19882 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4992 members Mstep: Class 5 contains 19452 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41752 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7574 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 165100 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3009 members Mstep: Class 16 contains 17808 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1802 members Mstep: Class 20 contains 104414 members Mstep: Class 21 contains 25200 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709108.000000 Penalty: 74191.359375 Iteration 171Q: 24 clusters Score -5.570911e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19882 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4992 members Mstep: Class 5 contains 19456 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41749 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7574 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 165117 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3009 members Mstep: Class 16 contains 17796 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1802 members Mstep: Class 20 contains 104407 members Mstep: Class 21 contains 25201 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709104.000000 Penalty: 74191.359375 Iteration 172Q: 24 clusters Score -5.57091e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19882 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19458 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41746 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7574 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 165143 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3008 members Mstep: Class 16 contains 17777 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1802 members Mstep: Class 20 contains 104403 members Mstep: Class 21 contains 25201 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709116.000000 Penalty: 74191.359375 Iteration 173Q: 24 clusters Score -5.570912e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19883 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19460 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41743 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7572 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 165176 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3008 members Mstep: Class 16 contains 17754 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1802 members Mstep: Class 20 contains 104393 members Mstep: Class 21 contains 25203 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709156.000000 Penalty: 74191.359375 Iteration 174Q: 24 clusters Score -5.570916e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19883 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19467 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41740 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7570 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 165212 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3008 members Mstep: Class 16 contains 17724 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1802 members Mstep: Class 20 contains 104384 members Mstep: Class 21 contains 25204 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709108.000000 Penalty: 74191.359375 Iteration 175Q: 24 clusters Score -5.570911e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19884 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4991 members Mstep: Class 5 contains 19472 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41736 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7571 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 165242 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3009 members Mstep: Class 16 contains 17700 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1802 members Mstep: Class 20 contains 104374 members Mstep: Class 21 contains 25204 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709084.000000 Penalty: 74191.359375 Iteration 176Q: 24 clusters Score -5.570908e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19880 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4992 members Mstep: Class 5 contains 19480 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41733 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7572 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 165285 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3009 members Mstep: Class 16 contains 17669 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1803 members Mstep: Class 20 contains 104359 members Mstep: Class 21 contains 25203 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709136.000000 Penalty: 74191.359375 Iteration 177Q: 24 clusters Score -5.570914e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19881 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4992 members Mstep: Class 5 contains 19486 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41731 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7572 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 165330 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3009 members Mstep: Class 16 contains 17632 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1803 members Mstep: Class 20 contains 104345 members Mstep: Class 21 contains 25204 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709080.000000 Penalty: 74191.359375 Iteration 178Q: 24 clusters Score -5.570908e+07 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19879 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4992 members Mstep: Class 5 contains 19494 members Mstep: Class 6 contains 783 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41728 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7572 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 165386 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3009 members Mstep: Class 16 contains 17587 members Mstep: Class 17 contains 25005 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1803 members Mstep: Class 20 contains 104329 members Mstep: Class 21 contains 25204 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55708976.000000 Penalty: 74191.359375 Iteration 179Q: 24 clusters Score -5.570898e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19877 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4993 members Mstep: Class 5 contains 19497 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41729 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7573 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 165451 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3010 members Mstep: Class 16 contains 17539 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1804 members Mstep: Class 20 contains 104308 members Mstep: Class 21 contains 25204 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709044.000000 Penalty: 74191.359375 Iteration 180F: 24 clusters Score -5.570904e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19878 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4994 members Mstep: Class 5 contains 19503 members Mstep: Class 6 contains 783 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41720 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7577 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 165528 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3012 members Mstep: Class 16 contains 17479 members Mstep: Class 17 contains 25005 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1805 members Mstep: Class 20 contains 104283 members Mstep: Class 21 contains 25204 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709048.000000 Penalty: 74191.359375 Iteration 181Q: 24 clusters Score -5.570905e+07 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19877 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4994 members Mstep: Class 5 contains 19510 members Mstep: Class 6 contains 783 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41717 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7579 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 165611 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3011 members Mstep: Class 16 contains 17418 members Mstep: Class 17 contains 25005 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1805 members Mstep: Class 20 contains 104259 members Mstep: Class 21 contains 25202 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709060.000000 Penalty: 74191.359375 Iteration 182Q: 24 clusters Score -5.570906e+07 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19875 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4995 members Mstep: Class 5 contains 19516 members Mstep: Class 6 contains 783 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41713 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7582 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 165697 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3010 members Mstep: Class 16 contains 17358 members Mstep: Class 17 contains 25005 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1805 members Mstep: Class 20 contains 104236 members Mstep: Class 21 contains 25196 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709136.000000 Penalty: 74191.359375 Iteration 183Q: 24 clusters Score -5.570914e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19874 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19531 members Mstep: Class 6 contains 783 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41709 members Mstep: Class 9 contains 2145 members Mstep: Class 10 contains 7586 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 165763 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3011 members Mstep: Class 16 contains 17298 members Mstep: Class 17 contains 25006 members Mstep: Class 18 contains 2431 members Mstep: Class 19 contains 1806 members Mstep: Class 20 contains 104212 members Mstep: Class 21 contains 25195 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709140.000000 Penalty: 74191.359375 Iteration 184Q: 24 clusters Score -5.570914e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19868 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5002 members Mstep: Class 5 contains 19538 members Mstep: Class 6 contains 783 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41706 members Mstep: Class 9 contains 2146 members Mstep: Class 10 contains 7588 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 165833 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3011 members Mstep: Class 16 contains 17233 members Mstep: Class 17 contains 25006 members Mstep: Class 18 contains 2431 members Mstep: Class 19 contains 1809 members Mstep: Class 20 contains 104191 members Mstep: Class 21 contains 25203 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709284.000000 Penalty: 74191.359375 Iteration 185Q: 24 clusters Score -5.570928e+07 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19861 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5003 members Mstep: Class 5 contains 19542 members Mstep: Class 6 contains 783 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41700 members Mstep: Class 9 contains 2147 members Mstep: Class 10 contains 7586 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 165925 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3009 members Mstep: Class 16 contains 17180 members Mstep: Class 17 contains 25006 members Mstep: Class 18 contains 2431 members Mstep: Class 19 contains 1809 members Mstep: Class 20 contains 104164 members Mstep: Class 21 contains 25202 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709168.000000 Penalty: 74191.359375 Iteration 186Q: 24 clusters Score -5.570917e+07 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19855 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5004 members Mstep: Class 5 contains 19541 members Mstep: Class 6 contains 783 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41687 members Mstep: Class 9 contains 2150 members Mstep: Class 10 contains 7585 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 166020 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3008 members Mstep: Class 16 contains 17128 members Mstep: Class 17 contains 25005 members Mstep: Class 18 contains 2431 members Mstep: Class 19 contains 1811 members Mstep: Class 20 contains 104140 members Mstep: Class 21 contains 25200 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709156.000000 Penalty: 74191.359375 Iteration 187Q: 24 clusters Score -5.570916e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19851 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5004 members Mstep: Class 5 contains 19542 members Mstep: Class 6 contains 783 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41676 members Mstep: Class 9 contains 2154 members Mstep: Class 10 contains 7584 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 166120 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3007 members Mstep: Class 16 contains 17076 members Mstep: Class 17 contains 25002 members Mstep: Class 18 contains 2431 members Mstep: Class 19 contains 1811 members Mstep: Class 20 contains 104104 members Mstep: Class 21 contains 25203 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709192.000000 Penalty: 74191.359375 Iteration 188Q: 24 clusters Score -5.570919e+07 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19846 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5004 members Mstep: Class 5 contains 19549 members Mstep: Class 6 contains 783 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41672 members Mstep: Class 9 contains 2154 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 166234 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3007 members Mstep: Class 16 contains 17022 members Mstep: Class 17 contains 25001 members Mstep: Class 18 contains 2431 members Mstep: Class 19 contains 1811 members Mstep: Class 20 contains 104047 members Mstep: Class 21 contains 25204 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709248.000000 Penalty: 74191.359375 Iteration 189Q: 24 clusters Score -5.570925e+07 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19834 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5003 members Mstep: Class 5 contains 19558 members Mstep: Class 6 contains 783 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41667 members Mstep: Class 9 contains 2154 members Mstep: Class 10 contains 7583 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 692 members Mstep: Class 13 contains 166336 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3006 members Mstep: Class 16 contains 16976 members Mstep: Class 17 contains 25002 members Mstep: Class 18 contains 2431 members Mstep: Class 19 contains 1811 members Mstep: Class 20 contains 104009 members Mstep: Class 21 contains 25196 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709244.000000 Penalty: 74191.359375 Iteration 190Q: 24 clusters Score -5.570924e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19833 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5003 members Mstep: Class 5 contains 19562 members Mstep: Class 6 contains 783 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41659 members Mstep: Class 9 contains 2156 members Mstep: Class 10 contains 7581 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 166444 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3005 members Mstep: Class 16 contains 16899 members Mstep: Class 17 contains 25002 members Mstep: Class 18 contains 2431 members Mstep: Class 19 contains 1812 members Mstep: Class 20 contains 103982 members Mstep: Class 21 contains 25196 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709224.000000 Penalty: 74191.359375 Iteration 191Q: 24 clusters Score -5.570922e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19830 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5003 members Mstep: Class 5 contains 19568 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41646 members Mstep: Class 9 contains 2158 members Mstep: Class 10 contains 7578 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 166579 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3004 members Mstep: Class 16 contains 16808 members Mstep: Class 17 contains 25001 members Mstep: Class 18 contains 2431 members Mstep: Class 19 contains 1813 members Mstep: Class 20 contains 103951 members Mstep: Class 21 contains 25197 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709312.000000 Penalty: 74191.359375 Iteration 192Q: 24 clusters Score -5.570931e+07 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19822 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5003 members Mstep: Class 5 contains 19580 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41627 members Mstep: Class 9 contains 2161 members Mstep: Class 10 contains 7577 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 166730 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3003 members Mstep: Class 16 contains 16712 members Mstep: Class 17 contains 24999 members Mstep: Class 18 contains 2431 members Mstep: Class 19 contains 1813 members Mstep: Class 20 contains 103908 members Mstep: Class 21 contains 25201 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709300.000000 Penalty: 74191.359375 Iteration 193Q: 24 clusters Score -5.57093e+07 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19821 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5003 members Mstep: Class 5 contains 19590 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41596 members Mstep: Class 9 contains 2163 members Mstep: Class 10 contains 7576 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 694 members Mstep: Class 13 contains 166881 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 3000 members Mstep: Class 16 contains 16614 members Mstep: Class 17 contains 25000 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1813 members Mstep: Class 20 contains 103877 members Mstep: Class 21 contains 25200 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709176.000000 Penalty: 74191.359375 Iteration 194Q: 24 clusters Score -5.570918e+07 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19816 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5004 members Mstep: Class 5 contains 19602 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41568 members Mstep: Class 9 contains 2164 members Mstep: Class 10 contains 7574 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 694 members Mstep: Class 13 contains 167062 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2996 members Mstep: Class 16 contains 16480 members Mstep: Class 17 contains 25003 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1815 members Mstep: Class 20 contains 103845 members Mstep: Class 21 contains 25205 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709292.000000 Penalty: 74191.359375 Iteration 195Q: 24 clusters Score -5.570929e+07 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19812 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5001 members Mstep: Class 5 contains 19627 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41536 members Mstep: Class 9 contains 2165 members Mstep: Class 10 contains 7570 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 694 members Mstep: Class 13 contains 167215 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2997 members Mstep: Class 16 contains 16352 members Mstep: Class 17 contains 25002 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1816 members Mstep: Class 20 contains 103831 members Mstep: Class 21 contains 25210 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709344.000000 Penalty: 74191.359375 Iteration 196Q: 24 clusters Score -5.570934e+07 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19809 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5001 members Mstep: Class 5 contains 19642 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41502 members Mstep: Class 9 contains 2166 members Mstep: Class 10 contains 7567 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 694 members Mstep: Class 13 contains 167427 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2996 members Mstep: Class 16 contains 16205 members Mstep: Class 17 contains 25003 members Mstep: Class 18 contains 2432 members Mstep: Class 19 contains 1817 members Mstep: Class 20 contains 103792 members Mstep: Class 21 contains 25207 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709328.000000 Penalty: 74191.359375 Iteration 197Q: 24 clusters Score -5.570933e+07 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19807 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5003 members Mstep: Class 5 contains 19654 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41474 members Mstep: Class 9 contains 2171 members Mstep: Class 10 contains 7567 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 167614 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2996 members Mstep: Class 16 contains 16063 members Mstep: Class 17 contains 25003 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1821 members Mstep: Class 20 contains 103753 members Mstep: Class 21 contains 25207 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709452.000000 Penalty: 74191.359375 Iteration 198Q: 24 clusters Score -5.570945e+07 nChanged 473 Entering ConstructFrom: Score: -55709452.000000 Penalty: 74191.359375 Entering ConstructFrom: Trying to split cluster 1 (19800 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19800 members Entering Unmasked Estep Score: -2555264.750000 Penalty: 2453.572510 Iteration 0F: 2 clusters Score -2555265 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9875 members Mstep: Class 2 contains 9925 members Entering Unmasked Estep Score: -2541279.000000 Penalty: 4907.145020 Iteration 0F: 3 clusters Score -2541279 nChanged 8690 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9737 members Mstep: Class 2 contains 10063 members Entering Unmasked Estep Score: -2545888.750000 Penalty: 4907.145020 Iteration 1F: 3 clusters Score -2545889 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9640 members Mstep: Class 2 contains 10160 members Entering Unmasked Estep Score: -2546290.500000 Penalty: 4907.145020 Iteration 2F: 3 clusters Score -2546290 nChanged 954 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9506 members Mstep: Class 2 contains 10294 members Entering Unmasked Estep Score: -2546684.250000 Penalty: 4907.145020 Iteration 3Q: 3 clusters Score -2546684 nChanged 902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9344 members Mstep: Class 2 contains 10456 members Entering Unmasked Estep Score: -2547069.500000 Penalty: 4907.145020 Iteration 4Q: 3 clusters Score -2547070 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9107 members Mstep: Class 2 contains 10693 members Entering Unmasked Estep Score: -2547448.000000 Penalty: 4907.145020 Iteration 5Q: 3 clusters Score -2547448 nChanged 886 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8797 members Mstep: Class 2 contains 11003 members Entering Unmasked Estep Score: -2547831.000000 Penalty: 4907.145020 Iteration 6Q: 3 clusters Score -2547831 nChanged 823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8428 members Mstep: Class 2 contains 11372 members Entering Unmasked Estep Score: -2548182.750000 Penalty: 4907.145020 Iteration 7Q: 3 clusters Score -2548183 nChanged 748 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8054 members Mstep: Class 2 contains 11746 members Entering Unmasked Estep Score: -2548520.750000 Penalty: 4907.145020 Iteration 8Q: 3 clusters Score -2548521 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7572 members Mstep: Class 2 contains 12228 members Entering Unmasked Estep Score: -2548929.750000 Penalty: 4907.145020 Iteration 9Q: 3 clusters Score -2548930 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6979 members Mstep: Class 2 contains 12821 members Entering Unmasked Estep Score: -2549463.500000 Penalty: 4907.145020 Iteration 10Q: 3 clusters Score -2549464 nChanged 900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6325 members Mstep: Class 2 contains 13475 members Entering Unmasked Estep Score: -2550117.500000 Penalty: 4907.145020 Iteration 11Q: 3 clusters Score -2550118 nChanged 862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5713 members Mstep: Class 2 contains 14087 members Entering Unmasked Estep Score: -2550810.750000 Penalty: 4907.145020 Iteration 12Q: 3 clusters Score -2550811 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 14569 members Entering Unmasked Estep Score: -2551311.500000 Penalty: 4907.145020 Iteration 13Q: 3 clusters Score -2551312 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4857 members Mstep: Class 2 contains 14943 members Entering Unmasked Estep Score: -2551637.750000 Penalty: 4907.145020 Iteration 14Q: 3 clusters Score -2551638 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4542 members Mstep: Class 2 contains 15258 members Entering Unmasked Estep Score: -2551829.500000 Penalty: 4907.145020 Iteration 15Q: 3 clusters Score -2551830 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 15513 members Entering Unmasked Estep Score: -2551955.000000 Penalty: 4907.145020 Iteration 16Q: 3 clusters Score -2551955 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4036 members Mstep: Class 2 contains 15764 members Entering Unmasked Estep Score: -2552087.250000 Penalty: 4907.145020 Iteration 17Q: 3 clusters Score -2552087 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3798 members Mstep: Class 2 contains 16002 members Entering Unmasked Estep Score: -2552191.250000 Penalty: 4907.145020 Iteration 18Q: 3 clusters Score -2552191 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 16221 members Entering Unmasked Estep Score: -2552287.500000 Penalty: 4907.145020 Iteration 19Q: 3 clusters Score -2552288 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3371 members Mstep: Class 2 contains 16429 members Entering Unmasked Estep Score: -2552387.250000 Penalty: 4907.145020 Iteration 20F: 3 clusters Score -2552387 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3182 members Mstep: Class 2 contains 16618 members Entering Unmasked Estep Score: -2552467.250000 Penalty: 4907.145020 Iteration 21Q: 3 clusters Score -2552467 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3012 members Mstep: Class 2 contains 16788 members Entering Unmasked Estep Score: -2552556.250000 Penalty: 4907.145020 Iteration 22Q: 3 clusters Score -2552556 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 16957 members Entering Unmasked Estep Score: -2552656.750000 Penalty: 4907.145020 Iteration 23Q: 3 clusters Score -2552657 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2666 members Mstep: Class 2 contains 17134 members Entering Unmasked Estep Score: -2552753.000000 Penalty: 4907.145020 Iteration 24Q: 3 clusters Score -2552753 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 17292 members Entering Unmasked Estep Score: -2552843.000000 Penalty: 4907.145020 Iteration 25Q: 3 clusters Score -2552843 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 17430 members Entering Unmasked Estep Score: -2552928.500000 Penalty: 4907.145020 Iteration 26Q: 3 clusters Score -2552928 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2240 members Mstep: Class 2 contains 17560 members Entering Unmasked Estep Score: -2553010.250000 Penalty: 4907.145020 Iteration 27Q: 3 clusters Score -2553010 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2135 members Mstep: Class 2 contains 17665 members Entering Unmasked Estep Score: -2553065.250000 Penalty: 4907.145020 Iteration 28Q: 3 clusters Score -2553065 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2041 members Mstep: Class 2 contains 17759 members Entering Unmasked Estep Score: -2553139.000000 Penalty: 4907.145020 Iteration 29Q: 3 clusters Score -2553139 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 17845 members Entering Unmasked Estep Score: -2553198.000000 Penalty: 4907.145020 Iteration 30Q: 3 clusters Score -2553198 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1870 members Mstep: Class 2 contains 17930 members Entering Unmasked Estep Score: -2553261.250000 Penalty: 4907.145020 Iteration 31Q: 3 clusters Score -2553261 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1790 members Mstep: Class 2 contains 18010 members Entering Unmasked Estep Score: -2553328.250000 Penalty: 4907.145020 Iteration 32Q: 3 clusters Score -2553328 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 18084 members Entering Unmasked Estep Score: -2553392.500000 Penalty: 4907.145020 Iteration 33Q: 3 clusters Score -2553392 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 18148 members Entering Unmasked Estep Score: -2553449.000000 Penalty: 4907.145020 Iteration 34Q: 3 clusters Score -2553449 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1582 members Mstep: Class 2 contains 18218 members Entering Unmasked Estep Score: -2553512.500000 Penalty: 4907.145020 Iteration 35Q: 3 clusters Score -2553512 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 18284 members Entering Unmasked Estep Score: -2553559.750000 Penalty: 4907.145020 Iteration 36Q: 3 clusters Score -2553560 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 18334 members Entering Unmasked Estep Score: -2553593.000000 Penalty: 4907.145020 Iteration 37Q: 3 clusters Score -2553593 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 18364 members Entering Unmasked Estep Score: -2553616.750000 Penalty: 4907.145020 Iteration 38Q: 3 clusters Score -2553617 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 18393 members Entering Unmasked Estep Score: -2553639.250000 Penalty: 4907.145020 Iteration 39Q: 3 clusters Score -2553639 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 18431 members Entering Unmasked Estep Score: -2553760.750000 Penalty: 4907.145020 Iteration 40F: 3 clusters Score -2553761 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 18433 members Entering Unmasked Estep Score: -2553839.500000 Penalty: 4907.145020 Iteration 41Q: 3 clusters Score -2553840 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 18439 members Entering Unmasked Estep Score: -2553886.000000 Penalty: 4907.145020 Iteration 42Q: 3 clusters Score -2553886 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 18419 members Entering Unmasked Estep Score: -2553923.250000 Penalty: 4907.145020 Iteration 43Q: 3 clusters Score -2553923 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 18385 members Entering Unmasked Estep Score: -2553961.250000 Penalty: 4907.145020 Iteration 44Q: 3 clusters Score -2553961 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 18351 members Entering Unmasked Estep Score: -2553998.750000 Penalty: 4907.145020 Iteration 45Q: 3 clusters Score -2553999 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 18312 members Entering Unmasked Estep Score: -2554034.000000 Penalty: 4907.145020 Iteration 46Q: 3 clusters Score -2554034 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 18271 members Entering Unmasked Estep Score: -2554061.500000 Penalty: 4907.145020 Iteration 47Q: 3 clusters Score -2554062 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1569 members Mstep: Class 2 contains 18231 members Entering Unmasked Estep Score: -2554095.250000 Penalty: 4907.145020 Iteration 48Q: 3 clusters Score -2554095 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 18185 members Entering Unmasked Estep Score: -2554127.000000 Penalty: 4907.145020 Iteration 49Q: 3 clusters Score -2554127 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 18143 members Entering Unmasked Estep Score: -2554151.500000 Penalty: 4907.145020 Iteration 50Q: 3 clusters Score -2554152 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 18116 members Entering Unmasked Estep Score: -2554172.500000 Penalty: 4907.145020 Iteration 51Q: 3 clusters Score -2554172 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1702 members Mstep: Class 2 contains 18098 members Entering Unmasked Estep Score: -2554194.500000 Penalty: 4907.145020 Iteration 52Q: 3 clusters Score -2554194 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 18073 members Entering Unmasked Estep Score: -2554213.500000 Penalty: 4907.145020 Iteration 53Q: 3 clusters Score -2554214 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1748 members Mstep: Class 2 contains 18052 members Entering Unmasked Estep Score: -2554225.250000 Penalty: 4907.145020 Iteration 54Q: 3 clusters Score -2554225 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 18038 members Entering Unmasked Estep Score: -2554230.250000 Penalty: 4907.145020 Iteration 55Q: 3 clusters Score -2554230 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 18033 members Entering Unmasked Estep Score: -2554237.750000 Penalty: 4907.145020 Iteration 56Q: 3 clusters Score -2554238 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1772 members Mstep: Class 2 contains 18028 members Entering Unmasked Estep Score: -2554244.500000 Penalty: 4907.145020 Iteration 57Q: 3 clusters Score -2554244 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 18021 members Entering Unmasked Estep Score: -2554242.750000 Penalty: 4907.145020 Iteration 58Q: 3 clusters Score -2554243 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 18018 members Entering Unmasked Estep Score: -2554244.000000 Penalty: 4907.145020 Iteration 59Q: 3 clusters Score -2554244 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 18018 members Entering Unmasked Estep Score: -2554275.500000 Penalty: 4907.145020 Iteration 60F: 3 clusters Score -2554276 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1806 members Mstep: Class 2 contains 17994 members Entering Unmasked Estep Score: -2554288.000000 Penalty: 4907.145020 Iteration 61Q: 3 clusters Score -2554288 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1836 members Mstep: Class 2 contains 17964 members Entering Unmasked Estep Score: -2554309.500000 Penalty: 4907.145020 Iteration 62Q: 3 clusters Score -2554310 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1864 members Mstep: Class 2 contains 17936 members Entering Unmasked Estep Score: -2554328.750000 Penalty: 4907.145020 Iteration 63Q: 3 clusters Score -2554329 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 17915 members Entering Unmasked Estep Score: -2554331.500000 Penalty: 4907.145020 Iteration 64Q: 3 clusters Score -2554332 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1908 members Mstep: Class 2 contains 17892 members Entering Unmasked Estep Score: -2554349.250000 Penalty: 4907.145020 Iteration 65Q: 3 clusters Score -2554349 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 17875 members Entering Unmasked Estep Score: -2554360.500000 Penalty: 4907.145020 Iteration 66Q: 3 clusters Score -2554360 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 17853 members Entering Unmasked Estep Score: -2554375.250000 Penalty: 4907.145020 Iteration 67Q: 3 clusters Score -2554375 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 17828 members Entering Unmasked Estep Score: -2554383.500000 Penalty: 4907.145020 Iteration 68Q: 3 clusters Score -2554384 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 17806 members Entering Unmasked Estep Score: -2554391.750000 Penalty: 4907.145020 Iteration 69Q: 3 clusters Score -2554392 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2027 members Mstep: Class 2 contains 17773 members Entering Unmasked Estep Score: -2554409.500000 Penalty: 4907.145020 Iteration 70Q: 3 clusters Score -2554410 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2057 members Mstep: Class 2 contains 17743 members Entering Unmasked Estep Score: -2554424.250000 Penalty: 4907.145020 Iteration 71Q: 3 clusters Score -2554424 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2092 members Mstep: Class 2 contains 17708 members Entering Unmasked Estep Score: -2554437.000000 Penalty: 4907.145020 Iteration 72Q: 3 clusters Score -2554437 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 17666 members Entering Unmasked Estep Score: -2554449.250000 Penalty: 4907.145020 Iteration 73Q: 3 clusters Score -2554449 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 17635 members Entering Unmasked Estep Score: -2554449.000000 Penalty: 4907.145020 Iteration 74Q: 3 clusters Score -2554449 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 17614 members Entering Unmasked Estep Score: -2554457.500000 Penalty: 4907.145020 Iteration 75Q: 3 clusters Score -2554458 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2203 members Mstep: Class 2 contains 17597 members Entering Unmasked Estep Score: -2554463.000000 Penalty: 4907.145020 Iteration 76Q: 3 clusters Score -2554463 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 17581 members Entering Unmasked Estep Score: -2554464.500000 Penalty: 4907.145020 Iteration 77Q: 3 clusters Score -2554464 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 17565 members Entering Unmasked Estep Score: -2554473.500000 Penalty: 4907.145020 Iteration 78Q: 3 clusters Score -2554474 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Mstep: Class 2 contains 17556 members Entering Unmasked Estep Score: -2554470.750000 Penalty: 4907.145020 Iteration 79Q: 3 clusters Score -2554471 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 17547 members Entering Unmasked Estep Score: -2554471.000000 Penalty: 4907.145020 Iteration 80F: 3 clusters Score -2554471 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 17543 members Entering Unmasked Estep Score: -2554475.250000 Penalty: 4907.145020 Iteration 81Q: 3 clusters Score -2554475 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2263 members Mstep: Class 2 contains 17537 members Entering Unmasked Estep Score: -2554470.250000 Penalty: 4907.145020 Iteration 82Q: 3 clusters Score -2554470 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 17533 members Entering Unmasked Estep Score: -2554470.250000 Penalty: 4907.145020 Iteration 83Q: 3 clusters Score -2554470 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 17527 members Entering Unmasked Estep Score: -2554474.750000 Penalty: 4907.145020 Iteration 84Q: 3 clusters Score -2554475 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 17525 members Entering Unmasked Estep Score: -2554478.000000 Penalty: 4907.145020 Iteration 85Q: 3 clusters Score -2554478 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2277 members Mstep: Class 2 contains 17523 members Entering Unmasked Estep Score: -2554477.500000 Penalty: 4907.145020 Iteration 86Q: 3 clusters Score -2554478 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 17520 members Entering Unmasked Estep Score: -2554480.750000 Penalty: 4907.145020 Iteration 87Q: 3 clusters Score -2554481 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 17516 members Entering Unmasked Estep Score: -2554484.250000 Penalty: 4907.145020 Iteration 88Q: 3 clusters Score -2554484 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2289 members Mstep: Class 2 contains 17511 members Entering Unmasked Estep Score: -2554483.500000 Penalty: 4907.145020 Iteration 89Q: 3 clusters Score -2554484 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 17506 members Entering Unmasked Estep Score: -2554483.000000 Penalty: 4907.145020 Iteration 90Q: 3 clusters Score -2554483 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2298 members Mstep: Class 2 contains 17502 members Entering Unmasked Estep Score: -2554485.250000 Penalty: 4907.145020 Iteration 91Q: 3 clusters Score -2554485 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 17499 members Entering Unmasked Estep Score: -2554486.750000 Penalty: 4907.145020 Iteration 92Q: 3 clusters Score -2554487 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2305 members Mstep: Class 2 contains 17495 members Entering Unmasked Estep Score: -2554487.500000 Penalty: 4907.145020 Iteration 93Q: 3 clusters Score -2554488 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2308 members Mstep: Class 2 contains 17492 members Entering Unmasked Estep Score: -2554487.750000 Penalty: 4907.145020 Iteration 94Q: 3 clusters Score -2554488 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2312 members Mstep: Class 2 contains 17488 members Entering Unmasked Estep Score: -2554487.750000 Penalty: 4907.145020 Iteration 95Q: 3 clusters Score -2554488 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2318 members Mstep: Class 2 contains 17482 members Entering Unmasked Estep Score: -2554489.250000 Penalty: 4907.145020 Iteration 96Q: 3 clusters Score -2554489 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 17477 members Entering Unmasked Estep Score: -2554489.750000 Penalty: 4907.145020 Iteration 97Q: 3 clusters Score -2554490 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 17473 members Entering Unmasked Estep Score: -2554490.250000 Penalty: 4907.145020 Iteration 98Q: 3 clusters Score -2554490 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2330 members Mstep: Class 2 contains 17470 members Entering Unmasked Estep Score: -2554489.500000 Penalty: 4907.145020 Iteration 99Q: 3 clusters Score -2554490 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2333 members Mstep: Class 2 contains 17467 members Entering Unmasked Estep Score: -2554486.000000 Penalty: 4907.145020 Iteration 100F: 3 clusters Score -2554486 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 17465 members Entering Unmasked Estep Score: -2554480.750000 Penalty: 4907.145020 Iteration 101Q: 3 clusters Score -2554481 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 17461 members Entering Unmasked Estep Score: -2554483.250000 Penalty: 4907.145020 Iteration 102Q: 3 clusters Score -2554483 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2343 members Mstep: Class 2 contains 17457 members Entering Unmasked Estep Score: -2554485.000000 Penalty: 4907.145020 Iteration 103Q: 3 clusters Score -2554485 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 17450 members Entering Unmasked Estep Score: -2554490.250000 Penalty: 4907.145020 Iteration 104Q: 3 clusters Score -2554490 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 17442 members Entering Unmasked Estep Score: -2554484.750000 Penalty: 4907.145020 Iteration 105Q: 3 clusters Score -2554485 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 17436 members Entering Unmasked Estep Score: -2554490.250000 Penalty: 4907.145020 Iteration 106Q: 3 clusters Score -2554490 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 17429 members Entering Unmasked Estep Score: -2554488.000000 Penalty: 4907.145020 Iteration 107Q: 3 clusters Score -2554488 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2374 members Mstep: Class 2 contains 17426 members Entering Unmasked Estep Score: -2554490.000000 Penalty: 4907.145020 Iteration 108Q: 3 clusters Score -2554490 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2378 members Mstep: Class 2 contains 17422 members Entering Unmasked Estep Score: -2554491.250000 Penalty: 4907.145020 Iteration 109Q: 3 clusters Score -2554491 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 17421 members Entering Unmasked Estep Score: -2554492.750000 Penalty: 4907.145020 Iteration 110Q: 3 clusters Score -2554493 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2380 members Mstep: Class 2 contains 17420 members Entering Unmasked Estep Score: -2554489.750000 Penalty: 4907.145020 Iteration 111Q: 3 clusters Score -2554490 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2383 members Mstep: Class 2 contains 17417 members Entering Unmasked Estep Score: -2554495.250000 Penalty: 4907.145020 Iteration 112Q: 3 clusters Score -2554495 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2386 members Mstep: Class 2 contains 17414 members Entering Unmasked Estep Score: -2554490.500000 Penalty: 4907.145020 Iteration 113Q: 3 clusters Score -2554490 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 17411 members Entering Unmasked Estep Score: -2554496.500000 Penalty: 4907.145020 Iteration 114Q: 3 clusters Score -2554496 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 17410 members Entering Unmasked Estep Score: -2554493.750000 Penalty: 4907.145020 Iteration 115Q: 3 clusters Score -2554494 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 17409 members Entering Unmasked Estep Score: -2554494.750000 Penalty: 4907.145020 Iteration 116Q: 3 clusters Score -2554495 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2391 members Mstep: Class 2 contains 17409 members Entering Unmasked Estep Score: -2554494.750000 Penalty: 4907.145020 Iteration 117F: 3 clusters Score -2554495 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Entering Unmasked Estep Score: -47899.601562 Penalty: 1506.115112 Iteration 0F: 2 clusters Score -47899.6 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 224 members Entering Unmasked Estep Score: -46439.062500 Penalty: 3012.230225 Iteration 0F: 3 clusters Score -46439.06 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -46571.679688 Penalty: 3012.230225 Iteration 1F: 3 clusters Score -46571.68 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -46617.195312 Penalty: 3012.230225 Iteration 2Q: 3 clusters Score -46617.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -46669.234375 Penalty: 3012.230225 Iteration 3Q: 3 clusters Score -46669.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -46706.585938 Penalty: 3012.230225 Iteration 4Q: 3 clusters Score -46706.59 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -46741.167969 Penalty: 3012.230225 Iteration 5Q: 3 clusters Score -46741.17 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -46753.289062 Penalty: 3012.230225 Iteration 6Q: 3 clusters Score -46753.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -46765.769531 Penalty: 3012.230225 Iteration 7Q: 3 clusters Score -46765.77 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -46771.000000 Penalty: 3012.230225 Iteration 8Q: 3 clusters Score -46771 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -46776.957031 Penalty: 3012.230225 Iteration 9Q: 3 clusters Score -46776.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -46786.621094 Penalty: 3012.230225 Iteration 10Q: 3 clusters Score -46786.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -46788.328125 Penalty: 3012.230225 Iteration 11Q: 3 clusters Score -46788.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -46797.906250 Penalty: 3012.230225 Iteration 12Q: 3 clusters Score -46797.91 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -46804.738281 Penalty: 3012.230225 Iteration 13Q: 3 clusters Score -46804.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -46804.738281 Penalty: 3012.230225 Iteration 14F: 3 clusters Score -46804.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (165 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Entering Unmasked Estep Score: -19242.335938 Penalty: 1266.274536 Iteration 0F: 2 clusters Score -19242.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 70 members Entering Unmasked Estep Score: -18184.994141 Penalty: 2532.549072 Iteration 0F: 3 clusters Score -18184.99 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -18217.033203 Penalty: 2532.549072 Iteration 1Q: 3 clusters Score -18217.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91 members Mstep: Class 2 contains 74 members Entering Unmasked Estep Score: -18217.033203 Penalty: 2532.549072 Iteration 2F: 3 clusters Score -18217.03 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (5000 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5000 members Entering Unmasked Estep Score: -639173.062500 Penalty: 2112.263916 Iteration 0F: 2 clusters Score -639173.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 2580 members Entering Unmasked Estep Score: -634617.250000 Penalty: 4224.527832 Iteration 0F: 3 clusters Score -634617.2 nChanged 1967 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 2717 members Entering Unmasked Estep Score: -635863.812500 Penalty: 4224.527832 Iteration 1F: 3 clusters Score -635863.8 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -636093.750000 Penalty: 4224.527832 Iteration 2F: 3 clusters Score -636093.8 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 2827 members Entering Unmasked Estep Score: -636264.937500 Penalty: 4224.527832 Iteration 3Q: 3 clusters Score -636264.9 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2121 members Mstep: Class 2 contains 2879 members Entering Unmasked Estep Score: -636405.437500 Penalty: 4224.527832 Iteration 4Q: 3 clusters Score -636405.4 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 2926 members Entering Unmasked Estep Score: -636513.750000 Penalty: 4224.527832 Iteration 5Q: 3 clusters Score -636513.8 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2034 members Mstep: Class 2 contains 2966 members Entering Unmasked Estep Score: -636607.312500 Penalty: 4224.527832 Iteration 6Q: 3 clusters Score -636607.3 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 3032 members Entering Unmasked Estep Score: -636691.187500 Penalty: 4224.527832 Iteration 7Q: 3 clusters Score -636691.2 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1913 members Mstep: Class 2 contains 3087 members Entering Unmasked Estep Score: -636777.687500 Penalty: 4224.527832 Iteration 8Q: 3 clusters Score -636777.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -636889.625000 Penalty: 4224.527832 Iteration 9Q: 3 clusters Score -636889.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1758 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -637065.062500 Penalty: 4224.527832 Iteration 10Q: 3 clusters Score -637065.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1696 members Mstep: Class 2 contains 3304 members Entering Unmasked Estep Score: -637269.000000 Penalty: 4224.527832 Iteration 11Q: 3 clusters Score -637269 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 3303 members Entering Unmasked Estep Score: -637422.625000 Penalty: 4224.527832 Iteration 12Q: 3 clusters Score -637422.6 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1728 members Mstep: Class 2 contains 3272 members Entering Unmasked Estep Score: -637545.562500 Penalty: 4224.527832 Iteration 13Q: 3 clusters Score -637545.6 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 3219 members Entering Unmasked Estep Score: -637650.125000 Penalty: 4224.527832 Iteration 14Q: 3 clusters Score -637650.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1847 members Mstep: Class 2 contains 3153 members Entering Unmasked Estep Score: -637755.187500 Penalty: 4224.527832 Iteration 15Q: 3 clusters Score -637755.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1916 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -637864.812500 Penalty: 4224.527832 Iteration 16Q: 3 clusters Score -637864.8 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 2990 members Entering Unmasked Estep Score: -638000.750000 Penalty: 4224.527832 Iteration 17Q: 3 clusters Score -638000.8 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2119 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -638157.750000 Penalty: 4224.527832 Iteration 18Q: 3 clusters Score -638157.8 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2222 members Mstep: Class 2 contains 2778 members Entering Unmasked Estep Score: -638291.687500 Penalty: 4224.527832 Iteration 19Q: 3 clusters Score -638291.7 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2306 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -638376.812500 Penalty: 4224.527832 Iteration 20F: 3 clusters Score -638376.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -638429.812500 Penalty: 4224.527832 Iteration 21Q: 3 clusters Score -638429.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2396 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -638457.375000 Penalty: 4224.527832 Iteration 22Q: 3 clusters Score -638457.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2432 members Mstep: Class 2 contains 2568 members Entering Unmasked Estep Score: -638484.687500 Penalty: 4224.527832 Iteration 23Q: 3 clusters Score -638484.7 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2532 members Entering Unmasked Estep Score: -638507.500000 Penalty: 4224.527832 Iteration 24Q: 3 clusters Score -638507.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 2505 members Entering Unmasked Estep Score: -638520.625000 Penalty: 4224.527832 Iteration 25Q: 3 clusters Score -638520.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2513 members Mstep: Class 2 contains 2487 members Entering Unmasked Estep Score: -638524.750000 Penalty: 4224.527832 Iteration 26Q: 3 clusters Score -638524.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -638529.687500 Penalty: 4224.527832 Iteration 27Q: 3 clusters Score -638529.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2535 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -638531.187500 Penalty: 4224.527832 Iteration 28Q: 3 clusters Score -638531.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -638533.375000 Penalty: 4224.527832 Iteration 29Q: 3 clusters Score -638533.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2548 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -638536.000000 Penalty: 4224.527832 Iteration 30Q: 3 clusters Score -638536 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -638537.125000 Penalty: 4224.527832 Iteration 31Q: 3 clusters Score -638537.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2555 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -638537.625000 Penalty: 4224.527832 Iteration 32Q: 3 clusters Score -638537.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -638539.687500 Penalty: 4224.527832 Iteration 33Q: 3 clusters Score -638539.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2564 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -638541.312500 Penalty: 4224.527832 Iteration 34Q: 3 clusters Score -638541.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -638541.937500 Penalty: 4224.527832 Iteration 35Q: 3 clusters Score -638541.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 2429 members Entering Unmasked Estep Score: -638543.500000 Penalty: 4224.527832 Iteration 36Q: 3 clusters Score -638543.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -638544.125000 Penalty: 4224.527832 Iteration 37Q: 3 clusters Score -638544.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2575 members Mstep: Class 2 contains 2425 members Entering Unmasked Estep Score: -638544.187500 Penalty: 4224.527832 Iteration 38Q: 3 clusters Score -638544.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -638544.562500 Penalty: 4224.527832 Iteration 39Q: 3 clusters Score -638544.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -638544.562500 Penalty: 4224.527832 Iteration 40F: 3 clusters Score -638544.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (19662 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19662 members Entering Unmasked Estep Score: -2433501.250000 Penalty: 2451.837891 Iteration 0F: 2 clusters Score -2433501 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9786 members Mstep: Class 2 contains 9876 members Entering Unmasked Estep Score: -2419658.250000 Penalty: 4903.675781 Iteration 0F: 3 clusters Score -2419658 nChanged 8636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9690 members Mstep: Class 2 contains 9972 members Entering Unmasked Estep Score: -2424479.000000 Penalty: 4903.675781 Iteration 1F: 3 clusters Score -2424479 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9734 members Mstep: Class 2 contains 9928 members Entering Unmasked Estep Score: -2425320.500000 Penalty: 4903.675781 Iteration 2F: 3 clusters Score -2425320 nChanged 1246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9996 members Mstep: Class 2 contains 9666 members Entering Unmasked Estep Score: -2426248.000000 Penalty: 4903.675781 Iteration 3F: 3 clusters Score -2426248 nChanged 1375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10507 members Mstep: Class 2 contains 9155 members Entering Unmasked Estep Score: -2427156.000000 Penalty: 4903.675781 Iteration 4F: 3 clusters Score -2427156 nChanged 1424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11213 members Mstep: Class 2 contains 8449 members Entering Unmasked Estep Score: -2428085.500000 Penalty: 4903.675781 Iteration 5F: 3 clusters Score -2428086 nChanged 1385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12074 members Mstep: Class 2 contains 7588 members Entering Unmasked Estep Score: -2428944.500000 Penalty: 4903.675781 Iteration 6F: 3 clusters Score -2428944 nChanged 1186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12934 members Mstep: Class 2 contains 6728 members Entering Unmasked Estep Score: -2429638.750000 Penalty: 4903.675781 Iteration 7F: 3 clusters Score -2429639 nChanged 944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13688 members Mstep: Class 2 contains 5974 members Entering Unmasked Estep Score: -2430144.750000 Penalty: 4903.675781 Iteration 8Q: 3 clusters Score -2430145 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14330 members Mstep: Class 2 contains 5332 members Entering Unmasked Estep Score: -2430522.500000 Penalty: 4903.675781 Iteration 9Q: 3 clusters Score -2430522 nChanged 575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14851 members Mstep: Class 2 contains 4811 members Entering Unmasked Estep Score: -2430809.750000 Penalty: 4903.675781 Iteration 10Q: 3 clusters Score -2430810 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15283 members Mstep: Class 2 contains 4379 members Entering Unmasked Estep Score: -2431028.000000 Penalty: 4903.675781 Iteration 11Q: 3 clusters Score -2431028 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15676 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -2431199.250000 Penalty: 4903.675781 Iteration 12Q: 3 clusters Score -2431199 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16004 members Mstep: Class 2 contains 3658 members Entering Unmasked Estep Score: -2431340.250000 Penalty: 4903.675781 Iteration 13Q: 3 clusters Score -2431340 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16322 members Mstep: Class 2 contains 3340 members Entering Unmasked Estep Score: -2431488.250000 Penalty: 4903.675781 Iteration 14Q: 3 clusters Score -2431488 nChanged 332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16650 members Mstep: Class 2 contains 3012 members Entering Unmasked Estep Score: -2431655.250000 Penalty: 4903.675781 Iteration 15Q: 3 clusters Score -2431655 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16936 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -2431780.750000 Penalty: 4903.675781 Iteration 16Q: 3 clusters Score -2431781 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17187 members Mstep: Class 2 contains 2475 members Entering Unmasked Estep Score: -2431904.500000 Penalty: 4903.675781 Iteration 17Q: 3 clusters Score -2431904 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17406 members Mstep: Class 2 contains 2256 members Entering Unmasked Estep Score: -2432021.000000 Penalty: 4903.675781 Iteration 18Q: 3 clusters Score -2432021 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17630 members Mstep: Class 2 contains 2032 members Entering Unmasked Estep Score: -2432127.500000 Penalty: 4903.675781 Iteration 19Q: 3 clusters Score -2432128 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17807 members Mstep: Class 2 contains 1855 members Entering Unmasked Estep Score: -2432211.000000 Penalty: 4903.675781 Iteration 20F: 3 clusters Score -2432211 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17951 members Mstep: Class 2 contains 1711 members Entering Unmasked Estep Score: -2432281.000000 Penalty: 4903.675781 Iteration 21Q: 3 clusters Score -2432281 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18078 members Mstep: Class 2 contains 1584 members Entering Unmasked Estep Score: -2432349.250000 Penalty: 4903.675781 Iteration 22Q: 3 clusters Score -2432349 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18186 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -2432407.250000 Penalty: 4903.675781 Iteration 23Q: 3 clusters Score -2432407 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18272 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -2432451.750000 Penalty: 4903.675781 Iteration 24Q: 3 clusters Score -2432452 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18351 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -2432499.750000 Penalty: 4903.675781 Iteration 25Q: 3 clusters Score -2432500 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18419 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -2432551.750000 Penalty: 4903.675781 Iteration 26Q: 3 clusters Score -2432552 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18462 members Mstep: Class 2 contains 1200 members Entering Unmasked Estep Score: -2432580.000000 Penalty: 4903.675781 Iteration 27Q: 3 clusters Score -2432580 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18493 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -2432603.000000 Penalty: 4903.675781 Iteration 28Q: 3 clusters Score -2432603 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18527 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -2432637.750000 Penalty: 4903.675781 Iteration 29Q: 3 clusters Score -2432638 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18559 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -2432669.750000 Penalty: 4903.675781 Iteration 30Q: 3 clusters Score -2432670 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18590 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -2432688.000000 Penalty: 4903.675781 Iteration 31Q: 3 clusters Score -2432688 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18624 members Mstep: Class 2 contains 1038 members Entering Unmasked Estep Score: -2432709.750000 Penalty: 4903.675781 Iteration 32Q: 3 clusters Score -2432710 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18643 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -2432724.500000 Penalty: 4903.675781 Iteration 33Q: 3 clusters Score -2432724 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18655 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -2432727.750000 Penalty: 4903.675781 Iteration 34Q: 3 clusters Score -2432728 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18663 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -2432730.000000 Penalty: 4903.675781 Iteration 35Q: 3 clusters Score -2432730 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18666 members Mstep: Class 2 contains 996 members Entering Unmasked Estep Score: -2432730.750000 Penalty: 4903.675781 Iteration 36Q: 3 clusters Score -2432731 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18672 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -2432733.500000 Penalty: 4903.675781 Iteration 37Q: 3 clusters Score -2432734 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18672 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -2432733.500000 Penalty: 4903.675781 Iteration 38F: 3 clusters Score -2432734 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (781 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Entering Unmasked Estep Score: -93830.226562 Penalty: 1651.822632 Iteration 0F: 2 clusters Score -93830.23 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -92083.234375 Penalty: 3303.645264 Iteration 0F: 3 clusters Score -92083.23 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 342 members Entering Unmasked Estep Score: -92321.632812 Penalty: 3303.645264 Iteration 1F: 3 clusters Score -92321.63 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -92403.609375 Penalty: 3303.645264 Iteration 2F: 3 clusters Score -92403.61 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -92457.507812 Penalty: 3303.645264 Iteration 3Q: 3 clusters Score -92457.51 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -92506.125000 Penalty: 3303.645264 Iteration 4Q: 3 clusters Score -92506.12 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -92531.859375 Penalty: 3303.645264 Iteration 5Q: 3 clusters Score -92531.86 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -92558.164062 Penalty: 3303.645264 Iteration 6Q: 3 clusters Score -92558.16 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -92585.960938 Penalty: 3303.645264 Iteration 7Q: 3 clusters Score -92585.96 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -92621.929688 Penalty: 3303.645264 Iteration 8Q: 3 clusters Score -92621.93 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -92638.617188 Penalty: 3303.645264 Iteration 9Q: 3 clusters Score -92638.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -92650.609375 Penalty: 3303.645264 Iteration 10Q: 3 clusters Score -92650.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -92662.960938 Penalty: 3303.645264 Iteration 11Q: 3 clusters Score -92662.96 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -92672.468750 Penalty: 3303.645264 Iteration 12Q: 3 clusters Score -92672.47 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -92679.562500 Penalty: 3303.645264 Iteration 13Q: 3 clusters Score -92679.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -92685.031250 Penalty: 3303.645264 Iteration 14Q: 3 clusters Score -92685.03 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -92695.867188 Penalty: 3303.645264 Iteration 15Q: 3 clusters Score -92695.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -92706.460938 Penalty: 3303.645264 Iteration 16Q: 3 clusters Score -92706.46 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -92720.375000 Penalty: 3303.645264 Iteration 17Q: 3 clusters Score -92720.38 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -92737.679688 Penalty: 3303.645264 Iteration 18Q: 3 clusters Score -92737.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -92757.742188 Penalty: 3303.645264 Iteration 19Q: 3 clusters Score -92757.74 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -92784.578125 Penalty: 3303.645264 Iteration 20F: 3 clusters Score -92784.58 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -92821.515625 Penalty: 3303.645264 Iteration 21Q: 3 clusters Score -92821.52 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -92868.523438 Penalty: 3303.645264 Iteration 22Q: 3 clusters Score -92868.52 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -92917.070312 Penalty: 3303.645264 Iteration 23Q: 3 clusters Score -92917.07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -92968.992188 Penalty: 3303.645264 Iteration 24Q: 3 clusters Score -92968.99 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -93028.695312 Penalty: 3303.645264 Iteration 25Q: 3 clusters Score -93028.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -93062.906250 Penalty: 3303.645264 Iteration 26Q: 3 clusters Score -93062.91 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -93091.750000 Penalty: 3303.645264 Iteration 27Q: 3 clusters Score -93091.75 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -93132.054688 Penalty: 3303.645264 Iteration 28Q: 3 clusters Score -93132.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -93197.523438 Penalty: 3303.645264 Iteration 29Q: 3 clusters Score -93197.52 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 497 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -93230.085938 Penalty: 3303.645264 Iteration 30Q: 3 clusters Score -93230.09 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -93247.085938 Penalty: 3303.645264 Iteration 31Q: 3 clusters Score -93247.09 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -93256.234375 Penalty: 3303.645264 Iteration 32Q: 3 clusters Score -93256.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -93257.406250 Penalty: 3303.645264 Iteration 33Q: 3 clusters Score -93257.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -93258.671875 Penalty: 3303.645264 Iteration 34F: 3 clusters Score -93258.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -93263.093750 Penalty: 3303.645264 Iteration 35Q: 3 clusters Score -93263.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -93273.960938 Penalty: 3303.645264 Iteration 36Q: 3 clusters Score -93273.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -93278.476562 Penalty: 3303.645264 Iteration 37Q: 3 clusters Score -93278.48 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -93283.695312 Penalty: 3303.645264 Iteration 38Q: 3 clusters Score -93283.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -93290.726562 Penalty: 3303.645264 Iteration 39Q: 3 clusters Score -93290.73 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -93296.125000 Penalty: 3303.645264 Iteration 40F: 3 clusters Score -93296.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -93297.406250 Penalty: 3303.645264 Iteration 41Q: 3 clusters Score -93297.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -93298.570312 Penalty: 3303.645264 Iteration 42Q: 3 clusters Score -93298.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -93299.234375 Penalty: 3303.645264 Iteration 43Q: 3 clusters Score -93299.23 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -93299.234375 Penalty: 3303.645264 Iteration 44F: 3 clusters Score -93299.23 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (879 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Entering Unmasked Estep Score: -112148.601562 Penalty: 1681.138672 Iteration 0F: 2 clusters Score -112148.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -110272.140625 Penalty: 3362.277344 Iteration 0F: 3 clusters Score -110272.1 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -110506.773438 Penalty: 3362.277344 Iteration 1F: 3 clusters Score -110506.8 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -110565.367188 Penalty: 3362.277344 Iteration 2Q: 3 clusters Score -110565.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 447 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -110600.359375 Penalty: 3362.277344 Iteration 3Q: 3 clusters Score -110600.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -110609.835938 Penalty: 3362.277344 Iteration 4Q: 3 clusters Score -110609.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -110615.703125 Penalty: 3362.277344 Iteration 5Q: 3 clusters Score -110615.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -110619.046875 Penalty: 3362.277344 Iteration 6Q: 3 clusters Score -110619 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -110620.312500 Penalty: 3362.277344 Iteration 7Q: 3 clusters Score -110620.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 440 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -110621.093750 Penalty: 3362.277344 Iteration 8Q: 3 clusters Score -110621.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -110621.789062 Penalty: 3362.277344 Iteration 9Q: 3 clusters Score -110621.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -110622.554688 Penalty: 3362.277344 Iteration 10Q: 3 clusters Score -110622.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 438 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -110622.554688 Penalty: 3362.277344 Iteration 11F: 3 clusters Score -110622.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (41454 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41454 members Entering Unmasked Estep Score: -5353409.000000 Penalty: 2636.820312 Iteration 0F: 2 clusters Score -5353409 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20888 members Mstep: Class 2 contains 20566 members Entering Unmasked Estep Score: -5325473.500000 Penalty: 5273.640625 Iteration 0F: 3 clusters Score -5325474 nChanged 18832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22262 members Mstep: Class 2 contains 19192 members Entering Unmasked Estep Score: -5335893.500000 Penalty: 5273.640625 Iteration 1F: 3 clusters Score -5335894 nChanged 1871 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23173 members Mstep: Class 2 contains 18281 members Entering Unmasked Estep Score: -5336601.000000 Penalty: 5273.640625 Iteration 2Q: 3 clusters Score -5336601 nChanged 2071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24448 members Mstep: Class 2 contains 17006 members Entering Unmasked Estep Score: -5337591.500000 Penalty: 5273.640625 Iteration 3Q: 3 clusters Score -5337592 nChanged 2512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26216 members Mstep: Class 2 contains 15238 members Entering Unmasked Estep Score: -5339142.500000 Penalty: 5273.640625 Iteration 4F: 3 clusters Score -5339142 nChanged 3104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28548 members Mstep: Class 2 contains 12906 members Entering Unmasked Estep Score: -5341441.000000 Penalty: 5273.640625 Iteration 5F: 3 clusters Score -5341441 nChanged 3378 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31250 members Mstep: Class 2 contains 10204 members Entering Unmasked Estep Score: -5344204.000000 Penalty: 5273.640625 Iteration 6F: 3 clusters Score -5344204 nChanged 3096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33908 members Mstep: Class 2 contains 7546 members Entering Unmasked Estep Score: -5347066.500000 Penalty: 5273.640625 Iteration 7F: 3 clusters Score -5347066 nChanged 2165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35749 members Mstep: Class 2 contains 5705 members Entering Unmasked Estep Score: -5349602.000000 Penalty: 5273.640625 Iteration 8F: 3 clusters Score -5349602 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36558 members Mstep: Class 2 contains 4896 members Entering Unmasked Estep Score: -5351277.000000 Penalty: 5273.640625 Iteration 9Q: 3 clusters Score -5351277 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36868 members Mstep: Class 2 contains 4586 members Entering Unmasked Estep Score: -5351844.000000 Penalty: 5273.640625 Iteration 10Q: 3 clusters Score -5351844 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37034 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -5352063.000000 Penalty: 5273.640625 Iteration 11Q: 3 clusters Score -5352063 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37158 members Mstep: Class 2 contains 4296 members Entering Unmasked Estep Score: -5352144.000000 Penalty: 5273.640625 Iteration 12Q: 3 clusters Score -5352144 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37256 members Mstep: Class 2 contains 4198 members Entering Unmasked Estep Score: -5352190.000000 Penalty: 5273.640625 Iteration 13Q: 3 clusters Score -5352190 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37323 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -5352226.000000 Penalty: 5273.640625 Iteration 14Q: 3 clusters Score -5352226 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37361 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -5352229.000000 Penalty: 5273.640625 Iteration 15Q: 3 clusters Score -5352229 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37394 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -5352225.500000 Penalty: 5273.640625 Iteration 16Q: 3 clusters Score -5352226 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37416 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -5352221.500000 Penalty: 5273.640625 Iteration 17Q: 3 clusters Score -5352222 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37439 members Mstep: Class 2 contains 4015 members Entering Unmasked Estep Score: -5352230.000000 Penalty: 5273.640625 Iteration 18Q: 3 clusters Score -5352230 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37451 members Mstep: Class 2 contains 4003 members Entering Unmasked Estep Score: -5352232.000000 Penalty: 5273.640625 Iteration 19Q: 3 clusters Score -5352232 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37460 members Mstep: Class 2 contains 3994 members Entering Unmasked Estep Score: -5352234.500000 Penalty: 5273.640625 Iteration 20F: 3 clusters Score -5352234 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37463 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -5352234.000000 Penalty: 5273.640625 Iteration 21Q: 3 clusters Score -5352234 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37468 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -5352241.500000 Penalty: 5273.640625 Iteration 22Q: 3 clusters Score -5352242 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37473 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -5352235.000000 Penalty: 5273.640625 Iteration 23Q: 3 clusters Score -5352235 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37476 members Mstep: Class 2 contains 3978 members Entering Unmasked Estep Score: -5352238.500000 Penalty: 5273.640625 Iteration 24Q: 3 clusters Score -5352238 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37480 members Mstep: Class 2 contains 3974 members Entering Unmasked Estep Score: -5352233.500000 Penalty: 5273.640625 Iteration 25Q: 3 clusters Score -5352234 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37485 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -5352238.000000 Penalty: 5273.640625 Iteration 26Q: 3 clusters Score -5352238 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37487 members Mstep: Class 2 contains 3967 members Entering Unmasked Estep Score: -5352237.000000 Penalty: 5273.640625 Iteration 27Q: 3 clusters Score -5352237 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37489 members Mstep: Class 2 contains 3965 members Entering Unmasked Estep Score: -5352240.000000 Penalty: 5273.640625 Iteration 28Q: 3 clusters Score -5352240 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37491 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -5352240.500000 Penalty: 5273.640625 Iteration 29Q: 3 clusters Score -5352240 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37493 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -5352239.500000 Penalty: 5273.640625 Iteration 30Q: 3 clusters Score -5352240 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37494 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -5352240.000000 Penalty: 5273.640625 Iteration 31Q: 3 clusters Score -5352240 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37495 members Mstep: Class 2 contains 3959 members Entering Unmasked Estep Score: -5352239.500000 Penalty: 5273.640625 Iteration 32Q: 3 clusters Score -5352240 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37497 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -5352239.500000 Penalty: 5273.640625 Iteration 33Q: 3 clusters Score -5352240 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37497 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -5352239.500000 Penalty: 5273.640625 Iteration 34F: 3 clusters Score -5352240 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2179 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Entering Unmasked Estep Score: -265005.500000 Penalty: 1906.282104 Iteration 0F: 2 clusters Score -265005.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1107 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -262248.781250 Penalty: 3812.564209 Iteration 0F: 3 clusters Score -262248.8 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -262800.437500 Penalty: 3812.564209 Iteration 1F: 3 clusters Score -262800.4 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -263016.250000 Penalty: 3812.564209 Iteration 2F: 3 clusters Score -263016.2 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -263170.218750 Penalty: 3812.564209 Iteration 3F: 3 clusters Score -263170.2 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -263305.593750 Penalty: 3812.564209 Iteration 4Q: 3 clusters Score -263305.6 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -263464.406250 Penalty: 3812.564209 Iteration 5Q: 3 clusters Score -263464.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -263599.312500 Penalty: 3812.564209 Iteration 6Q: 3 clusters Score -263599.3 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -263702.562500 Penalty: 3812.564209 Iteration 7Q: 3 clusters Score -263702.6 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1249 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -263797.562500 Penalty: 3812.564209 Iteration 8Q: 3 clusters Score -263797.6 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -263862.875000 Penalty: 3812.564209 Iteration 9Q: 3 clusters Score -263862.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -263908.687500 Penalty: 3812.564209 Iteration 10Q: 3 clusters Score -263908.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -263943.906250 Penalty: 3812.564209 Iteration 11Q: 3 clusters Score -263943.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -263971.000000 Penalty: 3812.564209 Iteration 12Q: 3 clusters Score -263971 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -263987.218750 Penalty: 3812.564209 Iteration 13Q: 3 clusters Score -263987.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -263999.093750 Penalty: 3812.564209 Iteration 14Q: 3 clusters Score -263999.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 958 members Entering Unmasked Estep Score: -264007.062500 Penalty: 3812.564209 Iteration 15Q: 3 clusters Score -264007.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -264012.156250 Penalty: 3812.564209 Iteration 16Q: 3 clusters Score -264012.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -264018.218750 Penalty: 3812.564209 Iteration 17Q: 3 clusters Score -264018.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -264028.875000 Penalty: 3812.564209 Iteration 18Q: 3 clusters Score -264028.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -264037.093750 Penalty: 3812.564209 Iteration 19Q: 3 clusters Score -264037.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1206 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -264047.156250 Penalty: 3812.564209 Iteration 20F: 3 clusters Score -264047.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -264058.750000 Penalty: 3812.564209 Iteration 21Q: 3 clusters Score -264058.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -264073.218750 Penalty: 3812.564209 Iteration 22Q: 3 clusters Score -264073.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -264086.500000 Penalty: 3812.564209 Iteration 23Q: 3 clusters Score -264086.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -264093.593750 Penalty: 3812.564209 Iteration 24Q: 3 clusters Score -264093.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1001 members Entering Unmasked Estep Score: -264100.218750 Penalty: 3812.564209 Iteration 25Q: 3 clusters Score -264100.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -264102.812500 Penalty: 3812.564209 Iteration 26Q: 3 clusters Score -264102.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1003 members Entering Unmasked Estep Score: -264102.812500 Penalty: 3812.564209 Iteration 27F: 3 clusters Score -264102.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (7567 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7567 members Entering Unmasked Estep Score: -966847.687500 Penalty: 2215.024902 Iteration 0F: 2 clusters Score -966847.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3820 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -960708.125000 Penalty: 4430.049805 Iteration 0F: 3 clusters Score -960708.1 nChanged 3091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -962404.437500 Penalty: 4430.049805 Iteration 1F: 3 clusters Score -962404.4 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4015 members Mstep: Class 2 contains 3552 members Entering Unmasked Estep Score: -962694.812500 Penalty: 4430.049805 Iteration 2F: 3 clusters Score -962694.8 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4119 members Mstep: Class 2 contains 3448 members Entering Unmasked Estep Score: -962926.500000 Penalty: 4430.049805 Iteration 3F: 3 clusters Score -962926.5 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 3353 members Entering Unmasked Estep Score: -963103.250000 Penalty: 4430.049805 Iteration 4Q: 3 clusters Score -963103.2 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4335 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -963243.875000 Penalty: 4430.049805 Iteration 5Q: 3 clusters Score -963243.9 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 3108 members Entering Unmasked Estep Score: -963353.937500 Penalty: 4430.049805 Iteration 6Q: 3 clusters Score -963353.9 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4603 members Mstep: Class 2 contains 2964 members Entering Unmasked Estep Score: -963447.437500 Penalty: 4430.049805 Iteration 7Q: 3 clusters Score -963447.4 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4756 members Mstep: Class 2 contains 2811 members Entering Unmasked Estep Score: -963536.187500 Penalty: 4430.049805 Iteration 8Q: 3 clusters Score -963536.2 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4924 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -963644.062500 Penalty: 4430.049805 Iteration 9Q: 3 clusters Score -963644.1 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5101 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -963760.250000 Penalty: 4430.049805 Iteration 10Q: 3 clusters Score -963760.2 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -963890.750000 Penalty: 4430.049805 Iteration 11Q: 3 clusters Score -963890.8 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5477 members Mstep: Class 2 contains 2090 members Entering Unmasked Estep Score: -964006.562500 Penalty: 4430.049805 Iteration 12Q: 3 clusters Score -964006.6 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5692 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -964144.312500 Penalty: 4430.049805 Iteration 13Q: 3 clusters Score -964144.3 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5901 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -964292.937500 Penalty: 4430.049805 Iteration 14Q: 3 clusters Score -964292.9 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6096 members Mstep: Class 2 contains 1471 members Entering Unmasked Estep Score: -964429.937500 Penalty: 4430.049805 Iteration 15Q: 3 clusters Score -964429.9 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6284 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -964558.937500 Penalty: 4430.049805 Iteration 16Q: 3 clusters Score -964558.9 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6447 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -964678.125000 Penalty: 4430.049805 Iteration 17Q: 3 clusters Score -964678.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6575 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -964768.500000 Penalty: 4430.049805 Iteration 18Q: 3 clusters Score -964768.5 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6702 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -964859.062500 Penalty: 4430.049805 Iteration 19Q: 3 clusters Score -964859.1 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6805 members Mstep: Class 2 contains 762 members Entering Unmasked Estep Score: -964935.687500 Penalty: 4430.049805 Iteration 20F: 3 clusters Score -964935.7 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6891 members Mstep: Class 2 contains 676 members Entering Unmasked Estep Score: -964996.000000 Penalty: 4430.049805 Iteration 21Q: 3 clusters Score -964996 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6952 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -965042.000000 Penalty: 4430.049805 Iteration 22Q: 3 clusters Score -965042 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6999 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -965081.187500 Penalty: 4430.049805 Iteration 23Q: 3 clusters Score -965081.2 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7037 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -965109.812500 Penalty: 4430.049805 Iteration 24Q: 3 clusters Score -965109.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7063 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -965130.312500 Penalty: 4430.049805 Iteration 25Q: 3 clusters Score -965130.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7083 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -965146.500000 Penalty: 4430.049805 Iteration 26Q: 3 clusters Score -965146.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7097 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -965156.562500 Penalty: 4430.049805 Iteration 27Q: 3 clusters Score -965156.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7106 members Mstep: Class 2 contains 461 members Entering Unmasked Estep Score: -965163.312500 Penalty: 4430.049805 Iteration 28Q: 3 clusters Score -965163.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7114 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -965171.625000 Penalty: 4430.049805 Iteration 29Q: 3 clusters Score -965171.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7119 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -965175.812500 Penalty: 4430.049805 Iteration 30Q: 3 clusters Score -965175.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7122 members Mstep: Class 2 contains 445 members Entering Unmasked Estep Score: -965178.750000 Penalty: 4430.049805 Iteration 31Q: 3 clusters Score -965178.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7124 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -965181.187500 Penalty: 4430.049805 Iteration 32Q: 3 clusters Score -965181.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7125 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -965182.187500 Penalty: 4430.049805 Iteration 33Q: 3 clusters Score -965182.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -965183.687500 Penalty: 4430.049805 Iteration 34Q: 3 clusters Score -965183.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7126 members Mstep: Class 2 contains 441 members Entering Unmasked Estep Score: -965183.687500 Penalty: 4430.049805 Iteration 35F: 3 clusters Score -965183.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Entering Unmasked Estep Score: -48422.792969 Penalty: 1514.541626 Iteration 0F: 2 clusters Score -48422.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -46990.636719 Penalty: 3029.083252 Iteration 0F: 3 clusters Score -46990.64 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -47224.359375 Penalty: 3029.083252 Iteration 1F: 3 clusters Score -47224.36 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -47289.625000 Penalty: 3029.083252 Iteration 2Q: 3 clusters Score -47289.62 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -47325.562500 Penalty: 3029.083252 Iteration 3Q: 3 clusters Score -47325.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -47345.738281 Penalty: 3029.083252 Iteration 4Q: 3 clusters Score -47345.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -47387.226562 Penalty: 3029.083252 Iteration 5Q: 3 clusters Score -47387.23 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -47449.691406 Penalty: 3029.083252 Iteration 6Q: 3 clusters Score -47449.69 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 221 members Entering Unmasked Estep Score: -47520.152344 Penalty: 3029.083252 Iteration 7Q: 3 clusters Score -47520.15 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -47701.460938 Penalty: 3029.083252 Iteration 8Q: 3 clusters Score -47701.46 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -47914.152344 Penalty: 3029.083252 Iteration 9F: 3 clusters Score -47914.15 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -48176.246094 Penalty: 3029.083252 Iteration 10F: 3 clusters Score -48176.25 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -48417.734375 Penalty: 3029.083252 Iteration 11Q: 3 clusters Score -48417.73 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -48624.761719 Penalty: 3029.083252 Iteration 12Q: 3 clusters Score -48624.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -48669.304688 Penalty: 3029.083252 Iteration 13Q: 3 clusters Score -48669.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -48697.296875 Penalty: 3029.083252 Iteration 14Q: 3 clusters Score -48697.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 147 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -48749.234375 Penalty: 3029.083252 Iteration 15Q: 3 clusters Score -48749.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 143 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -48800.601562 Penalty: 3029.083252 Iteration 16Q: 3 clusters Score -48800.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -48822.027344 Penalty: 3029.083252 Iteration 17Q: 3 clusters Score -48822.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -48822.027344 Penalty: 3029.083252 Iteration 18F: 3 clusters Score -48822.03 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19800 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5000 members Mstep: Class 5 contains 19662 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41454 members Mstep: Class 9 contains 2179 members Mstep: Class 10 contains 7567 members Mstep: Class 11 contains 141 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 167791 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2994 members Mstep: Class 16 contains 15949 members Mstep: Class 17 contains 25000 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1822 members Mstep: Class 20 contains 103701 members Mstep: Class 21 contains 25214 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Mstep: Class 24 contains 308 members Entering Unmasked Estep Score: -55708160.000000 Penalty: 77417.070312 Splitting cluster 11 changes total score from -55709452.000000 to -55708160.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (693 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Entering Unmasked Estep Score: -77710.656250 Penalty: 1622.175415 Iteration 0F: 2 clusters Score -77710.66 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 349 members Entering Unmasked Estep Score: -76121.875000 Penalty: 3244.350830 Iteration 0F: 3 clusters Score -76121.88 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -76340.734375 Penalty: 3244.350830 Iteration 1F: 3 clusters Score -76340.73 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 403 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -76416.523438 Penalty: 3244.350830 Iteration 2F: 3 clusters Score -76416.52 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -76479.695312 Penalty: 3244.350830 Iteration 3Q: 3 clusters Score -76479.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -76523.929688 Penalty: 3244.350830 Iteration 4Q: 3 clusters Score -76523.93 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -76548.453125 Penalty: 3244.350830 Iteration 5Q: 3 clusters Score -76548.45 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -76595.781250 Penalty: 3244.350830 Iteration 6Q: 3 clusters Score -76595.78 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -76650.351562 Penalty: 3244.350830 Iteration 7Q: 3 clusters Score -76650.35 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -76691.710938 Penalty: 3244.350830 Iteration 8Q: 3 clusters Score -76691.71 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -76744.414062 Penalty: 3244.350830 Iteration 9Q: 3 clusters Score -76744.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -76768.632812 Penalty: 3244.350830 Iteration 10Q: 3 clusters Score -76768.63 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -76792.828125 Penalty: 3244.350830 Iteration 11Q: 3 clusters Score -76792.83 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -76810.617188 Penalty: 3244.350830 Iteration 12Q: 3 clusters Score -76810.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 499 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -76824.718750 Penalty: 3244.350830 Iteration 13Q: 3 clusters Score -76824.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -76828.656250 Penalty: 3244.350830 Iteration 14Q: 3 clusters Score -76828.66 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -76831.148438 Penalty: 3244.350830 Iteration 15Q: 3 clusters Score -76831.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -76836.234375 Penalty: 3244.350830 Iteration 16Q: 3 clusters Score -76836.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -76838.867188 Penalty: 3244.350830 Iteration 17Q: 3 clusters Score -76838.87 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Mstep: Class 2 contains 186 members Entering Unmasked Estep Score: -76842.039062 Penalty: 3244.350830 Iteration 18F: 3 clusters Score -76842.04 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -76850.476562 Penalty: 3244.350830 Iteration 19Q: 3 clusters Score -76850.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -76853.210938 Penalty: 3244.350830 Iteration 20F: 3 clusters Score -76853.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (167791 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167791 members Entering Unmasked Estep Score: -21160316.000000 Penalty: 2983.557617 Iteration 0F: 2 clusters Score -2.116032e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84088 members Mstep: Class 2 contains 83703 members Entering Unmasked Estep Score: -21047888.000000 Penalty: 5967.115234 Iteration 0F: 3 clusters Score -2.104789e+07 nChanged 80576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85926 members Mstep: Class 2 contains 81865 members Entering Unmasked Estep Score: -21095184.000000 Penalty: 5967.115234 Iteration 1F: 3 clusters Score -2.109518e+07 nChanged 4993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87091 members Mstep: Class 2 contains 80700 members Entering Unmasked Estep Score: -21096344.000000 Penalty: 5967.115234 Iteration 2Q: 3 clusters Score -2.109634e+07 nChanged 5388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88857 members Mstep: Class 2 contains 78934 members Entering Unmasked Estep Score: -21097780.000000 Penalty: 5967.115234 Iteration 3Q: 3 clusters Score -2.109778e+07 nChanged 5791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91516 members Mstep: Class 2 contains 76275 members Entering Unmasked Estep Score: -21099586.000000 Penalty: 5967.115234 Iteration 4Q: 3 clusters Score -2.109959e+07 nChanged 6823 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95541 members Mstep: Class 2 contains 72250 members Entering Unmasked Estep Score: -21102498.000000 Penalty: 5967.115234 Iteration 5Q: 3 clusters Score -2.11025e+07 nChanged 8148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101213 members Mstep: Class 2 contains 66578 members Entering Unmasked Estep Score: -21106720.000000 Penalty: 5967.115234 Iteration 6Q: 3 clusters Score -2.110672e+07 nChanged 9374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108407 members Mstep: Class 2 contains 59384 members Entering Unmasked Estep Score: -21112690.000000 Penalty: 5967.115234 Iteration 7F: 3 clusters Score -2.111269e+07 nChanged 10423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 116862 members Mstep: Class 2 contains 50929 members Entering Unmasked Estep Score: -21120262.000000 Penalty: 5967.115234 Iteration 8F: 3 clusters Score -2.112026e+07 nChanged 10121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125355 members Mstep: Class 2 contains 42436 members Entering Unmasked Estep Score: -21127514.000000 Penalty: 5967.115234 Iteration 9F: 3 clusters Score -2.112751e+07 nChanged 9031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133066 members Mstep: Class 2 contains 34725 members Entering Unmasked Estep Score: -21134128.000000 Penalty: 5967.115234 Iteration 10F: 3 clusters Score -2.113413e+07 nChanged 7185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139479 members Mstep: Class 2 contains 28312 members Entering Unmasked Estep Score: -21138958.000000 Penalty: 5967.115234 Iteration 11Q: 3 clusters Score -2.113896e+07 nChanged 5784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144933 members Mstep: Class 2 contains 22858 members Entering Unmasked Estep Score: -21142720.000000 Penalty: 5967.115234 Iteration 12Q: 3 clusters Score -2.114272e+07 nChanged 4918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149773 members Mstep: Class 2 contains 18018 members Entering Unmasked Estep Score: -21145722.000000 Penalty: 5967.115234 Iteration 13Q: 3 clusters Score -2.114572e+07 nChanged 4176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 153941 members Mstep: Class 2 contains 13850 members Entering Unmasked Estep Score: -21148532.000000 Penalty: 5967.115234 Iteration 14Q: 3 clusters Score -2.114853e+07 nChanged 3610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157551 members Mstep: Class 2 contains 10240 members Entering Unmasked Estep Score: -21150948.000000 Penalty: 5967.115234 Iteration 15Q: 3 clusters Score -2.115095e+07 nChanged 3071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 160622 members Mstep: Class 2 contains 7169 members Entering Unmasked Estep Score: -21153188.000000 Penalty: 5967.115234 Iteration 16Q: 3 clusters Score -2.115319e+07 nChanged 2325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162947 members Mstep: Class 2 contains 4844 members Entering Unmasked Estep Score: -21154826.000000 Penalty: 5967.115234 Iteration 17Q: 3 clusters Score -2.115483e+07 nChanged 1636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164583 members Mstep: Class 2 contains 3208 members Entering Unmasked Estep Score: -21155900.000000 Penalty: 5967.115234 Iteration 18Q: 3 clusters Score -2.11559e+07 nChanged 1052 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165633 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -21156484.000000 Penalty: 5967.115234 Iteration 19Q: 3 clusters Score -2.115648e+07 nChanged 645 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166276 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -21156962.000000 Penalty: 5967.115234 Iteration 20F: 3 clusters Score -2.115696e+07 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166696 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -21157298.000000 Penalty: 5967.115234 Iteration 21Q: 3 clusters Score -2.11573e+07 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166914 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -21157450.000000 Penalty: 5967.115234 Iteration 22Q: 3 clusters Score -2.115745e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167042 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -21157534.000000 Penalty: 5967.115234 Iteration 23Q: 3 clusters Score -2.115753e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167116 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -21157582.000000 Penalty: 5967.115234 Iteration 24Q: 3 clusters Score -2.115758e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167146 members Mstep: Class 2 contains 645 members Entering Unmasked Estep Score: -21157626.000000 Penalty: 5967.115234 Iteration 25Q: 3 clusters Score -2.115763e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167167 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -21157610.000000 Penalty: 5967.115234 Iteration 26Q: 3 clusters Score -2.115761e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167181 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -21157622.000000 Penalty: 5967.115234 Iteration 27Q: 3 clusters Score -2.115762e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167193 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -21157650.000000 Penalty: 5967.115234 Iteration 28Q: 3 clusters Score -2.115765e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167206 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -21157652.000000 Penalty: 5967.115234 Iteration 29Q: 3 clusters Score -2.115765e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167224 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -21157670.000000 Penalty: 5967.115234 Iteration 30Q: 3 clusters Score -2.115767e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167235 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -21157688.000000 Penalty: 5967.115234 Iteration 31Q: 3 clusters Score -2.115769e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167240 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -21157688.000000 Penalty: 5967.115234 Iteration 32Q: 3 clusters Score -2.115769e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167245 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -21157706.000000 Penalty: 5967.115234 Iteration 33Q: 3 clusters Score -2.115771e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167252 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -21157694.000000 Penalty: 5967.115234 Iteration 34Q: 3 clusters Score -2.115769e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167259 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -21157700.000000 Penalty: 5967.115234 Iteration 35Q: 3 clusters Score -2.11577e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167265 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -21157720.000000 Penalty: 5967.115234 Iteration 36Q: 3 clusters Score -2.115772e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167272 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -21157732.000000 Penalty: 5967.115234 Iteration 37Q: 3 clusters Score -2.115773e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167276 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -21157746.000000 Penalty: 5967.115234 Iteration 38Q: 3 clusters Score -2.115775e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167280 members Mstep: Class 2 contains 511 members Entering Unmasked Estep Score: -21157736.000000 Penalty: 5967.115234 Iteration 39Q: 3 clusters Score -2.115774e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167283 members Mstep: Class 2 contains 508 members Entering Unmasked Estep Score: -21157748.000000 Penalty: 5967.115234 Iteration 40F: 3 clusters Score -2.115775e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167290 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -21157748.000000 Penalty: 5967.115234 Iteration 41Q: 3 clusters Score -2.115775e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167296 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -21157740.000000 Penalty: 5967.115234 Iteration 42Q: 3 clusters Score -2.115774e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167300 members Mstep: Class 2 contains 491 members Entering Unmasked Estep Score: -21157750.000000 Penalty: 5967.115234 Iteration 43Q: 3 clusters Score -2.115775e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167302 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -21157750.000000 Penalty: 5967.115234 Iteration 44Q: 3 clusters Score -2.115775e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167302 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -21157760.000000 Penalty: 5967.115234 Iteration 45Q: 3 clusters Score -2.115776e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167305 members Mstep: Class 2 contains 486 members Entering Unmasked Estep Score: -21157762.000000 Penalty: 5967.115234 Iteration 46Q: 3 clusters Score -2.115776e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167309 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -21157774.000000 Penalty: 5967.115234 Iteration 47Q: 3 clusters Score -2.115777e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167313 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -21157768.000000 Penalty: 5967.115234 Iteration 48Q: 3 clusters Score -2.115777e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167315 members Mstep: Class 2 contains 476 members Entering Unmasked Estep Score: -21157770.000000 Penalty: 5967.115234 Iteration 49Q: 3 clusters Score -2.115777e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167318 members Mstep: Class 2 contains 473 members Entering Unmasked Estep Score: -21157768.000000 Penalty: 5967.115234 Iteration 50Q: 3 clusters Score -2.115777e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167321 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -21157766.000000 Penalty: 5967.115234 Iteration 51Q: 3 clusters Score -2.115777e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167325 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -21157778.000000 Penalty: 5967.115234 Iteration 52Q: 3 clusters Score -2.115778e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167326 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -21157776.000000 Penalty: 5967.115234 Iteration 53Q: 3 clusters Score -2.115778e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167328 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -21157782.000000 Penalty: 5967.115234 Iteration 54Q: 3 clusters Score -2.115778e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167331 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -21157802.000000 Penalty: 5967.115234 Iteration 55Q: 3 clusters Score -2.11578e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167331 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -21157796.000000 Penalty: 5967.115234 Iteration 56Q: 3 clusters Score -2.11578e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167332 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -21157800.000000 Penalty: 5967.115234 Iteration 57Q: 3 clusters Score -2.11578e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167332 members Mstep: Class 2 contains 459 members Entering Unmasked Estep Score: -21157800.000000 Penalty: 5967.115234 Iteration 58F: 3 clusters Score -2.11578e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Entering Unmasked Estep Score: -49802.070312 Penalty: 1517.833740 Iteration 0F: 2 clusters Score -49802.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -48380.324219 Penalty: 3035.667480 Iteration 0F: 3 clusters Score -48380.32 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -48530.500000 Penalty: 3035.667480 Iteration 1F: 3 clusters Score -48530.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -48608.488281 Penalty: 3035.667480 Iteration 2F: 3 clusters Score -48608.49 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -48621.875000 Penalty: 3035.667480 Iteration 3Q: 3 clusters Score -48621.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -48624.281250 Penalty: 3035.667480 Iteration 4Q: 3 clusters Score -48624.28 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -48629.957031 Penalty: 3035.667480 Iteration 5Q: 3 clusters Score -48629.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -48636.972656 Penalty: 3035.667480 Iteration 6Q: 3 clusters Score -48636.97 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -48647.484375 Penalty: 3035.667480 Iteration 7Q: 3 clusters Score -48647.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -48665.199219 Penalty: 3035.667480 Iteration 8Q: 3 clusters Score -48665.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -48678.843750 Penalty: 3035.667480 Iteration 9Q: 3 clusters Score -48678.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -48688.617188 Penalty: 3035.667480 Iteration 10Q: 3 clusters Score -48688.62 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -48696.609375 Penalty: 3035.667480 Iteration 11Q: 3 clusters Score -48696.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -48696.609375 Penalty: 3035.667480 Iteration 12F: 3 clusters Score -48696.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2994 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2994 members Entering Unmasked Estep Score: -385240.187500 Penalty: 1985.082764 Iteration 0F: 2 clusters Score -385240.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -382008.937500 Penalty: 3970.165527 Iteration 0F: 3 clusters Score -382008.9 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1579 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -382691.593750 Penalty: 3970.165527 Iteration 1F: 3 clusters Score -382691.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1624 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -382864.906250 Penalty: 3970.165527 Iteration 2F: 3 clusters Score -382864.9 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -383003.843750 Penalty: 3970.165527 Iteration 3F: 3 clusters Score -383003.8 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -383127.656250 Penalty: 3970.165527 Iteration 4Q: 3 clusters Score -383127.7 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1732 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -383248.500000 Penalty: 3970.165527 Iteration 5Q: 3 clusters Score -383248.5 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1789 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -383357.343750 Penalty: 3970.165527 Iteration 6Q: 3 clusters Score -383357.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1841 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -383474.156250 Penalty: 3970.165527 Iteration 7Q: 3 clusters Score -383474.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1119 members Entering Unmasked Estep Score: -383575.687500 Penalty: 3970.165527 Iteration 8Q: 3 clusters Score -383575.7 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -383670.125000 Penalty: 3970.165527 Iteration 9Q: 3 clusters Score -383670.1 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1935 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -383762.843750 Penalty: 3970.165527 Iteration 10Q: 3 clusters Score -383762.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1949 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -383835.312500 Penalty: 3970.165527 Iteration 11Q: 3 clusters Score -383835.3 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1961 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -383884.437500 Penalty: 3970.165527 Iteration 12Q: 3 clusters Score -383884.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -383923.843750 Penalty: 3970.165527 Iteration 13Q: 3 clusters Score -383923.8 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 999 members Entering Unmasked Estep Score: -383961.093750 Penalty: 3970.165527 Iteration 14Q: 3 clusters Score -383961.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -383981.687500 Penalty: 3970.165527 Iteration 15Q: 3 clusters Score -383981.7 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -383991.093750 Penalty: 3970.165527 Iteration 16Q: 3 clusters Score -383991.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -383998.156250 Penalty: 3970.165527 Iteration 17Q: 3 clusters Score -383998.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2019 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -384003.718750 Penalty: 3970.165527 Iteration 18Q: 3 clusters Score -384003.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2021 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -384007.468750 Penalty: 3970.165527 Iteration 19Q: 3 clusters Score -384007.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 969 members Entering Unmasked Estep Score: -384009.437500 Penalty: 3970.165527 Iteration 20F: 3 clusters Score -384009.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -384011.687500 Penalty: 3970.165527 Iteration 21Q: 3 clusters Score -384011.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -384014.156250 Penalty: 3970.165527 Iteration 22Q: 3 clusters Score -384014.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -384015.125000 Penalty: 3970.165527 Iteration 23Q: 3 clusters Score -384015.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2035 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -384015.125000 Penalty: 3970.165527 Iteration 24F: 3 clusters Score -384015.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (15949 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15949 members Entering Unmasked Estep Score: -2049007.625000 Penalty: 2399.933594 Iteration 0F: 2 clusters Score -2049008 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8020 members Mstep: Class 2 contains 7929 members Entering Unmasked Estep Score: -2037579.625000 Penalty: 4799.867188 Iteration 0F: 3 clusters Score -2037580 nChanged 6897 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8329 members Mstep: Class 2 contains 7620 members Entering Unmasked Estep Score: -2041320.125000 Penalty: 4799.867188 Iteration 1F: 3 clusters Score -2041320 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8533 members Mstep: Class 2 contains 7416 members Entering Unmasked Estep Score: -2041757.625000 Penalty: 4799.867188 Iteration 2F: 3 clusters Score -2041758 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8801 members Mstep: Class 2 contains 7148 members Entering Unmasked Estep Score: -2042117.250000 Penalty: 4799.867188 Iteration 3F: 3 clusters Score -2042117 nChanged 769 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9152 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -2042455.250000 Penalty: 4799.867188 Iteration 4Q: 3 clusters Score -2042455 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9598 members Mstep: Class 2 contains 6351 members Entering Unmasked Estep Score: -2042803.375000 Penalty: 4799.867188 Iteration 5Q: 3 clusters Score -2042803 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10196 members Mstep: Class 2 contains 5753 members Entering Unmasked Estep Score: -2043212.250000 Penalty: 4799.867188 Iteration 6Q: 3 clusters Score -2043212 nChanged 797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10897 members Mstep: Class 2 contains 5052 members Entering Unmasked Estep Score: -2043694.500000 Penalty: 4799.867188 Iteration 7Q: 3 clusters Score -2043694 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11710 members Mstep: Class 2 contains 4239 members Entering Unmasked Estep Score: -2044278.625000 Penalty: 4799.867188 Iteration 8F: 3 clusters Score -2044279 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12547 members Mstep: Class 2 contains 3402 members Entering Unmasked Estep Score: -2044893.250000 Penalty: 4799.867188 Iteration 9F: 3 clusters Score -2044893 nChanged 753 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13282 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -2045474.500000 Penalty: 4799.867188 Iteration 10Q: 3 clusters Score -2045474 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13914 members Mstep: Class 2 contains 2035 members Entering Unmasked Estep Score: -2045988.250000 Penalty: 4799.867188 Iteration 11Q: 3 clusters Score -2045988 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14383 members Mstep: Class 2 contains 1566 members Entering Unmasked Estep Score: -2046387.625000 Penalty: 4799.867188 Iteration 12Q: 3 clusters Score -2046388 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14700 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -2046708.375000 Penalty: 4799.867188 Iteration 13Q: 3 clusters Score -2046708 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14920 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -2046939.125000 Penalty: 4799.867188 Iteration 14Q: 3 clusters Score -2046939 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15044 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -2047062.500000 Penalty: 4799.867188 Iteration 15Q: 3 clusters Score -2047062 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15118 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -2047131.000000 Penalty: 4799.867188 Iteration 16Q: 3 clusters Score -2047131 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15177 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -2047173.375000 Penalty: 4799.867188 Iteration 17Q: 3 clusters Score -2047173 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15219 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -2047212.125000 Penalty: 4799.867188 Iteration 18Q: 3 clusters Score -2047212 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15248 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -2047224.625000 Penalty: 4799.867188 Iteration 19Q: 3 clusters Score -2047225 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15272 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -2047246.625000 Penalty: 4799.867188 Iteration 20F: 3 clusters Score -2047247 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15284 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -2047263.625000 Penalty: 4799.867188 Iteration 21Q: 3 clusters Score -2047264 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15300 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -2047275.375000 Penalty: 4799.867188 Iteration 22Q: 3 clusters Score -2047275 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15313 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -2047291.125000 Penalty: 4799.867188 Iteration 23Q: 3 clusters Score -2047291 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15326 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -2047300.250000 Penalty: 4799.867188 Iteration 24Q: 3 clusters Score -2047300 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15331 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -2047305.500000 Penalty: 4799.867188 Iteration 25Q: 3 clusters Score -2047306 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15334 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -2047305.375000 Penalty: 4799.867188 Iteration 26Q: 3 clusters Score -2047305 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15334 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -2047305.375000 Penalty: 4799.867188 Iteration 27F: 3 clusters Score -2047305 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (25000 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25000 members Entering Unmasked Estep Score: -3207881.500000 Penalty: 2511.404541 Iteration 0F: 2 clusters Score -3207882 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12417 members Mstep: Class 2 contains 12583 members Entering Unmasked Estep Score: -3190569.750000 Penalty: 5022.809082 Iteration 0F: 3 clusters Score -3190570 nChanged 11207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11694 members Mstep: Class 2 contains 13306 members Entering Unmasked Estep Score: -3196667.000000 Penalty: 5022.809082 Iteration 1F: 3 clusters Score -3196667 nChanged 1203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11187 members Mstep: Class 2 contains 13813 members Entering Unmasked Estep Score: -3197103.500000 Penalty: 5022.809082 Iteration 2Q: 3 clusters Score -3197104 nChanged 1145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10514 members Mstep: Class 2 contains 14486 members Entering Unmasked Estep Score: -3197558.250000 Penalty: 5022.809082 Iteration 3Q: 3 clusters Score -3197558 nChanged 1258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9596 members Mstep: Class 2 contains 15404 members Entering Unmasked Estep Score: -3198213.500000 Penalty: 5022.809082 Iteration 4F: 3 clusters Score -3198214 nChanged 1504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8404 members Mstep: Class 2 contains 16596 members Entering Unmasked Estep Score: -3199251.000000 Penalty: 5022.809082 Iteration 5F: 3 clusters Score -3199251 nChanged 1863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6945 members Mstep: Class 2 contains 18055 members Entering Unmasked Estep Score: -3200801.750000 Penalty: 5022.809082 Iteration 6F: 3 clusters Score -3200802 nChanged 2043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 19716 members Entering Unmasked Estep Score: -3202629.000000 Penalty: 5022.809082 Iteration 7F: 3 clusters Score -3202629 nChanged 1776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3750 members Mstep: Class 2 contains 21250 members Entering Unmasked Estep Score: -3204239.750000 Penalty: 5022.809082 Iteration 8F: 3 clusters Score -3204240 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2676 members Mstep: Class 2 contains 22324 members Entering Unmasked Estep Score: -3205345.500000 Penalty: 5022.809082 Iteration 9Q: 3 clusters Score -3205346 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2081 members Mstep: Class 2 contains 22919 members Entering Unmasked Estep Score: -3205991.750000 Penalty: 5022.809082 Iteration 10Q: 3 clusters Score -3205992 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1737 members Mstep: Class 2 contains 23263 members Entering Unmasked Estep Score: -3206517.000000 Penalty: 5022.809082 Iteration 11Q: 3 clusters Score -3206517 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 23426 members Entering Unmasked Estep Score: -3206961.500000 Penalty: 5022.809082 Iteration 12Q: 3 clusters Score -3206962 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 23502 members Entering Unmasked Estep Score: -3207196.750000 Penalty: 5022.809082 Iteration 13Q: 3 clusters Score -3207197 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 23543 members Entering Unmasked Estep Score: -3207251.000000 Penalty: 5022.809082 Iteration 14Q: 3 clusters Score -3207251 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 23570 members Entering Unmasked Estep Score: -3207278.000000 Penalty: 5022.809082 Iteration 15Q: 3 clusters Score -3207278 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 23585 members Entering Unmasked Estep Score: -3207278.000000 Penalty: 5022.809082 Iteration 16Q: 3 clusters Score -3207278 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 23597 members Entering Unmasked Estep Score: -3207287.250000 Penalty: 5022.809082 Iteration 17Q: 3 clusters Score -3207287 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 23603 members Entering Unmasked Estep Score: -3207291.500000 Penalty: 5022.809082 Iteration 18Q: 3 clusters Score -3207292 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 23614 members Entering Unmasked Estep Score: -3207295.500000 Penalty: 5022.809082 Iteration 19Q: 3 clusters Score -3207296 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 23623 members Entering Unmasked Estep Score: -3207297.500000 Penalty: 5022.809082 Iteration 20F: 3 clusters Score -3207298 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 23628 members Entering Unmasked Estep Score: -3207300.000000 Penalty: 5022.809082 Iteration 21Q: 3 clusters Score -3207300 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 23635 members Entering Unmasked Estep Score: -3207304.250000 Penalty: 5022.809082 Iteration 22Q: 3 clusters Score -3207304 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 23637 members Entering Unmasked Estep Score: -3207306.750000 Penalty: 5022.809082 Iteration 23Q: 3 clusters Score -3207307 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1364 members Mstep: Class 2 contains 23636 members Entering Unmasked Estep Score: -3207305.500000 Penalty: 5022.809082 Iteration 24Q: 3 clusters Score -3207306 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 23638 members Entering Unmasked Estep Score: -3207302.750000 Penalty: 5022.809082 Iteration 25Q: 3 clusters Score -3207303 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1361 members Mstep: Class 2 contains 23639 members Entering Unmasked Estep Score: -3207306.000000 Penalty: 5022.809082 Iteration 26Q: 3 clusters Score -3207306 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 23640 members Entering Unmasked Estep Score: -3207307.750000 Penalty: 5022.809082 Iteration 27Q: 3 clusters Score -3207308 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1360 members Mstep: Class 2 contains 23640 members Entering Unmasked Estep Score: -3207307.750000 Penalty: 5022.809082 Iteration 28F: 3 clusters Score -3207308 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Entering Unmasked Estep Score: -308365.312500 Penalty: 1933.728271 Iteration 0F: 2 clusters Score -308365.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -305502.093750 Penalty: 3867.456543 Iteration 0F: 3 clusters Score -305502.1 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -306073.875000 Penalty: 3867.456543 Iteration 1F: 3 clusters Score -306073.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1277 members Entering Unmasked Estep Score: -306210.125000 Penalty: 3867.456543 Iteration 2F: 3 clusters Score -306210.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1133 members Mstep: Class 2 contains 1301 members Entering Unmasked Estep Score: -306273.406250 Penalty: 3867.456543 Iteration 3Q: 3 clusters Score -306273.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -306312.031250 Penalty: 3867.456543 Iteration 4Q: 3 clusters Score -306312 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 1316 members Entering Unmasked Estep Score: -306338.593750 Penalty: 3867.456543 Iteration 5Q: 3 clusters Score -306338.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -306363.500000 Penalty: 3867.456543 Iteration 6Q: 3 clusters Score -306363.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -306376.187500 Penalty: 3867.456543 Iteration 7Q: 3 clusters Score -306376.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1106 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -306386.062500 Penalty: 3867.456543 Iteration 8Q: 3 clusters Score -306386.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -306391.656250 Penalty: 3867.456543 Iteration 9Q: 3 clusters Score -306391.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -306395.937500 Penalty: 3867.456543 Iteration 10Q: 3 clusters Score -306395.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -306400.281250 Penalty: 3867.456543 Iteration 11Q: 3 clusters Score -306400.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -306402.281250 Penalty: 3867.456543 Iteration 12Q: 3 clusters Score -306402.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1091 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -306403.875000 Penalty: 3867.456543 Iteration 13Q: 3 clusters Score -306403.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -306405.375000 Penalty: 3867.456543 Iteration 14Q: 3 clusters Score -306405.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -306406.937500 Penalty: 3867.456543 Iteration 15Q: 3 clusters Score -306406.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -306410.312500 Penalty: 3867.456543 Iteration 16Q: 3 clusters Score -306410.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -306411.937500 Penalty: 3867.456543 Iteration 17Q: 3 clusters Score -306411.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -306414.125000 Penalty: 3867.456543 Iteration 18Q: 3 clusters Score -306414.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -306415.500000 Penalty: 3867.456543 Iteration 19Q: 3 clusters Score -306415.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -306416.312500 Penalty: 3867.456543 Iteration 20F: 3 clusters Score -306416.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -306417.000000 Penalty: 3867.456543 Iteration 21Q: 3 clusters Score -306417 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1097 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -306417.281250 Penalty: 3867.456543 Iteration 22Q: 3 clusters Score -306417.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -306417.750000 Penalty: 3867.456543 Iteration 23Q: 3 clusters Score -306417.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1098 members Mstep: Class 2 contains 1336 members Entering Unmasked Estep Score: -306417.750000 Penalty: 3867.456543 Iteration 24F: 3 clusters Score -306417.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1822 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Entering Unmasked Estep Score: -231467.578125 Penalty: 1861.907104 Iteration 0F: 2 clusters Score -231467.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -228938.156250 Penalty: 3723.814209 Iteration 0F: 3 clusters Score -228938.2 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -229373.703125 Penalty: 3723.814209 Iteration 1F: 3 clusters Score -229373.7 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -229490.375000 Penalty: 3723.814209 Iteration 2F: 3 clusters Score -229490.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -229552.109375 Penalty: 3723.814209 Iteration 3Q: 3 clusters Score -229552.1 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -229585.640625 Penalty: 3723.814209 Iteration 4Q: 3 clusters Score -229585.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -229601.671875 Penalty: 3723.814209 Iteration 5Q: 3 clusters Score -229601.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -229611.140625 Penalty: 3723.814209 Iteration 6Q: 3 clusters Score -229611.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -229619.062500 Penalty: 3723.814209 Iteration 7Q: 3 clusters Score -229619.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 946 members Entering Unmasked Estep Score: -229623.312500 Penalty: 3723.814209 Iteration 8Q: 3 clusters Score -229623.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -229626.156250 Penalty: 3723.814209 Iteration 9Q: 3 clusters Score -229626.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 873 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -229628.562500 Penalty: 3723.814209 Iteration 10Q: 3 clusters Score -229628.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -229629.640625 Penalty: 3723.814209 Iteration 11Q: 3 clusters Score -229629.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -229629.640625 Penalty: 3723.814209 Iteration 12F: 3 clusters Score -229629.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (103701 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103701 members Entering Unmasked Estep Score: -13257147.000000 Penalty: 2864.218262 Iteration 0F: 2 clusters Score -1.325715e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51863 members Mstep: Class 2 contains 51838 members Entering Unmasked Estep Score: -13187793.000000 Penalty: 5728.436523 Iteration 0F: 3 clusters Score -1.318779e+07 nChanged 49212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51043 members Mstep: Class 2 contains 52658 members Entering Unmasked Estep Score: -13215424.000000 Penalty: 5728.436523 Iteration 1F: 3 clusters Score -1.321542e+07 nChanged 3253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50774 members Mstep: Class 2 contains 52927 members Entering Unmasked Estep Score: -13216175.000000 Penalty: 5728.436523 Iteration 2Q: 3 clusters Score -1.321618e+07 nChanged 3135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50419 members Mstep: Class 2 contains 53282 members Entering Unmasked Estep Score: -13216838.000000 Penalty: 5728.436523 Iteration 3Q: 3 clusters Score -1.321684e+07 nChanged 3145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49866 members Mstep: Class 2 contains 53835 members Entering Unmasked Estep Score: -13217686.000000 Penalty: 5728.436523 Iteration 4Q: 3 clusters Score -1.321769e+07 nChanged 3309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49211 members Mstep: Class 2 contains 54490 members Entering Unmasked Estep Score: -13218637.000000 Penalty: 5728.436523 Iteration 5Q: 3 clusters Score -1.321864e+07 nChanged 3605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48296 members Mstep: Class 2 contains 55405 members Entering Unmasked Estep Score: -13219929.000000 Penalty: 5728.436523 Iteration 6Q: 3 clusters Score -1.321993e+07 nChanged 4197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47089 members Mstep: Class 2 contains 56612 members Entering Unmasked Estep Score: -13221853.000000 Penalty: 5728.436523 Iteration 7Q: 3 clusters Score -1.322185e+07 nChanged 4849 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45704 members Mstep: Class 2 contains 57997 members Entering Unmasked Estep Score: -13224984.000000 Penalty: 5728.436523 Iteration 8Q: 3 clusters Score -1.322498e+07 nChanged 5893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44559 members Mstep: Class 2 contains 59142 members Entering Unmasked Estep Score: -13229400.000000 Penalty: 5728.436523 Iteration 9F: 3 clusters Score -1.32294e+07 nChanged 6684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44089 members Mstep: Class 2 contains 59612 members Entering Unmasked Estep Score: -13234809.000000 Penalty: 5728.436523 Iteration 10F: 3 clusters Score -1.323481e+07 nChanged 6840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44461 members Mstep: Class 2 contains 59240 members Entering Unmasked Estep Score: -13239873.000000 Penalty: 5728.436523 Iteration 11F: 3 clusters Score -1.323987e+07 nChanged 5807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45332 members Mstep: Class 2 contains 58369 members Entering Unmasked Estep Score: -13243014.000000 Penalty: 5728.436523 Iteration 12F: 3 clusters Score -1.324301e+07 nChanged 3862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46346 members Mstep: Class 2 contains 57355 members Entering Unmasked Estep Score: -13244391.000000 Penalty: 5728.436523 Iteration 13Q: 3 clusters Score -1.324439e+07 nChanged 2426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47468 members Mstep: Class 2 contains 56233 members Entering Unmasked Estep Score: -13245222.000000 Penalty: 5728.436523 Iteration 14Q: 3 clusters Score -1.324522e+07 nChanged 1895 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48773 members Mstep: Class 2 contains 54928 members Entering Unmasked Estep Score: -13245950.000000 Penalty: 5728.436523 Iteration 15Q: 3 clusters Score -1.324595e+07 nChanged 1873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50308 members Mstep: Class 2 contains 53393 members Entering Unmasked Estep Score: -13246598.000000 Penalty: 5728.436523 Iteration 16Q: 3 clusters Score -1.32466e+07 nChanged 1923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51981 members Mstep: Class 2 contains 51720 members Entering Unmasked Estep Score: -13247413.000000 Penalty: 5728.436523 Iteration 17Q: 3 clusters Score -1.324741e+07 nChanged 2086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53859 members Mstep: Class 2 contains 49842 members Entering Unmasked Estep Score: -13248386.000000 Penalty: 5728.436523 Iteration 18Q: 3 clusters Score -1.324839e+07 nChanged 2243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55908 members Mstep: Class 2 contains 47793 members Entering Unmasked Estep Score: -13249562.000000 Penalty: 5728.436523 Iteration 19Q: 3 clusters Score -1.324956e+07 nChanged 2254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58024 members Mstep: Class 2 contains 45677 members Entering Unmasked Estep Score: -13250903.000000 Penalty: 5728.436523 Iteration 20F: 3 clusters Score -1.32509e+07 nChanged 2131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60063 members Mstep: Class 2 contains 43638 members Entering Unmasked Estep Score: -13251952.000000 Penalty: 5728.436523 Iteration 21Q: 3 clusters Score -1.325195e+07 nChanged 1906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61891 members Mstep: Class 2 contains 41810 members Entering Unmasked Estep Score: -13252827.000000 Penalty: 5728.436523 Iteration 22Q: 3 clusters Score -1.325283e+07 nChanged 1732 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63561 members Mstep: Class 2 contains 40140 members Entering Unmasked Estep Score: -13253602.000000 Penalty: 5728.436523 Iteration 23Q: 3 clusters Score -1.32536e+07 nChanged 1544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65071 members Mstep: Class 2 contains 38630 members Entering Unmasked Estep Score: -13254209.000000 Penalty: 5728.436523 Iteration 24Q: 3 clusters Score -1.325421e+07 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66367 members Mstep: Class 2 contains 37334 members Entering Unmasked Estep Score: -13254673.000000 Penalty: 5728.436523 Iteration 25Q: 3 clusters Score -1.325467e+07 nChanged 1208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67567 members Mstep: Class 2 contains 36134 members Entering Unmasked Estep Score: -13254979.000000 Penalty: 5728.436523 Iteration 26Q: 3 clusters Score -1.325498e+07 nChanged 1046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68611 members Mstep: Class 2 contains 35090 members Entering Unmasked Estep Score: -13255235.000000 Penalty: 5728.436523 Iteration 27Q: 3 clusters Score -1.325524e+07 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69537 members Mstep: Class 2 contains 34164 members Entering Unmasked Estep Score: -13255488.000000 Penalty: 5728.436523 Iteration 28Q: 3 clusters Score -1.325549e+07 nChanged 837 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70368 members Mstep: Class 2 contains 33333 members Entering Unmasked Estep Score: -13255689.000000 Penalty: 5728.436523 Iteration 29Q: 3 clusters Score -1.325569e+07 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71060 members Mstep: Class 2 contains 32641 members Entering Unmasked Estep Score: -13255863.000000 Penalty: 5728.436523 Iteration 30Q: 3 clusters Score -1.325586e+07 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71638 members Mstep: Class 2 contains 32063 members Entering Unmasked Estep Score: -13256019.000000 Penalty: 5728.436523 Iteration 31Q: 3 clusters Score -1.325602e+07 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72193 members Mstep: Class 2 contains 31508 members Entering Unmasked Estep Score: -13256120.000000 Penalty: 5728.436523 Iteration 32Q: 3 clusters Score -1.325612e+07 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72737 members Mstep: Class 2 contains 30964 members Entering Unmasked Estep Score: -13256224.000000 Penalty: 5728.436523 Iteration 33Q: 3 clusters Score -1.325622e+07 nChanged 476 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73211 members Mstep: Class 2 contains 30490 members Entering Unmasked Estep Score: -13256230.000000 Penalty: 5728.436523 Iteration 34Q: 3 clusters Score -1.325623e+07 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73660 members Mstep: Class 2 contains 30041 members Entering Unmasked Estep Score: -13256271.000000 Penalty: 5728.436523 Iteration 35Q: 3 clusters Score -1.325627e+07 nChanged 416 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74074 members Mstep: Class 2 contains 29627 members Entering Unmasked Estep Score: -13256279.000000 Penalty: 5728.436523 Iteration 36Q: 3 clusters Score -1.325628e+07 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74438 members Mstep: Class 2 contains 29263 members Entering Unmasked Estep Score: -13256394.000000 Penalty: 5728.436523 Iteration 37Q: 3 clusters Score -1.325639e+07 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74762 members Mstep: Class 2 contains 28939 members Entering Unmasked Estep Score: -13256414.000000 Penalty: 5728.436523 Iteration 38Q: 3 clusters Score -1.325641e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75036 members Mstep: Class 2 contains 28665 members Entering Unmasked Estep Score: -13256483.000000 Penalty: 5728.436523 Iteration 39Q: 3 clusters Score -1.325648e+07 nChanged 262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75298 members Mstep: Class 2 contains 28403 members Entering Unmasked Estep Score: -13256529.000000 Penalty: 5728.436523 Iteration 40F: 3 clusters Score -1.325653e+07 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75536 members Mstep: Class 2 contains 28165 members Entering Unmasked Estep Score: -13256574.000000 Penalty: 5728.436523 Iteration 41Q: 3 clusters Score -1.325657e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75734 members Mstep: Class 2 contains 27967 members Entering Unmasked Estep Score: -13256599.000000 Penalty: 5728.436523 Iteration 42Q: 3 clusters Score -1.32566e+07 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75929 members Mstep: Class 2 contains 27772 members Entering Unmasked Estep Score: -13256633.000000 Penalty: 5728.436523 Iteration 43Q: 3 clusters Score -1.325663e+07 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76101 members Mstep: Class 2 contains 27600 members Entering Unmasked Estep Score: -13256646.000000 Penalty: 5728.436523 Iteration 44Q: 3 clusters Score -1.325665e+07 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76250 members Mstep: Class 2 contains 27451 members Entering Unmasked Estep Score: -13256655.000000 Penalty: 5728.436523 Iteration 45Q: 3 clusters Score -1.325666e+07 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76388 members Mstep: Class 2 contains 27313 members Entering Unmasked Estep Score: -13256680.000000 Penalty: 5728.436523 Iteration 46Q: 3 clusters Score -1.325668e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76497 members Mstep: Class 2 contains 27204 members Entering Unmasked Estep Score: -13256669.000000 Penalty: 5728.436523 Iteration 47Q: 3 clusters Score -1.325667e+07 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76593 members Mstep: Class 2 contains 27108 members Entering Unmasked Estep Score: -13256679.000000 Penalty: 5728.436523 Iteration 48Q: 3 clusters Score -1.325668e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76675 members Mstep: Class 2 contains 27026 members Entering Unmasked Estep Score: -13256697.000000 Penalty: 5728.436523 Iteration 49Q: 3 clusters Score -1.32567e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76746 members Mstep: Class 2 contains 26955 members Entering Unmasked Estep Score: -13256714.000000 Penalty: 5728.436523 Iteration 50Q: 3 clusters Score -1.325671e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76814 members Mstep: Class 2 contains 26887 members Entering Unmasked Estep Score: -13256693.000000 Penalty: 5728.436523 Iteration 51Q: 3 clusters Score -1.325669e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76880 members Mstep: Class 2 contains 26821 members Entering Unmasked Estep Score: -13256709.000000 Penalty: 5728.436523 Iteration 52Q: 3 clusters Score -1.325671e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76941 members Mstep: Class 2 contains 26760 members Entering Unmasked Estep Score: -13256720.000000 Penalty: 5728.436523 Iteration 53Q: 3 clusters Score -1.325672e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76999 members Mstep: Class 2 contains 26702 members Entering Unmasked Estep Score: -13256707.000000 Penalty: 5728.436523 Iteration 54Q: 3 clusters Score -1.325671e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77047 members Mstep: Class 2 contains 26654 members Entering Unmasked Estep Score: -13256722.000000 Penalty: 5728.436523 Iteration 55Q: 3 clusters Score -1.325672e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77084 members Mstep: Class 2 contains 26617 members Entering Unmasked Estep Score: -13256712.000000 Penalty: 5728.436523 Iteration 56Q: 3 clusters Score -1.325671e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77109 members Mstep: Class 2 contains 26592 members Entering Unmasked Estep Score: -13256704.000000 Penalty: 5728.436523 Iteration 57Q: 3 clusters Score -1.32567e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77133 members Mstep: Class 2 contains 26568 members Entering Unmasked Estep Score: -13256710.000000 Penalty: 5728.436523 Iteration 58Q: 3 clusters Score -1.325671e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77150 members Mstep: Class 2 contains 26551 members Entering Unmasked Estep Score: -13256723.000000 Penalty: 5728.436523 Iteration 59Q: 3 clusters Score -1.325672e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77165 members Mstep: Class 2 contains 26536 members Entering Unmasked Estep Score: -13256708.000000 Penalty: 5728.436523 Iteration 60F: 3 clusters Score -1.325671e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77180 members Mstep: Class 2 contains 26521 members Entering Unmasked Estep Score: -13256695.000000 Penalty: 5728.436523 Iteration 61Q: 3 clusters Score -1.32567e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77191 members Mstep: Class 2 contains 26510 members Entering Unmasked Estep Score: -13256699.000000 Penalty: 5728.436523 Iteration 62Q: 3 clusters Score -1.32567e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77206 members Mstep: Class 2 contains 26495 members Entering Unmasked Estep Score: -13256694.000000 Penalty: 5728.436523 Iteration 63Q: 3 clusters Score -1.325669e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77222 members Mstep: Class 2 contains 26479 members Entering Unmasked Estep Score: -13256691.000000 Penalty: 5728.436523 Iteration 64Q: 3 clusters Score -1.325669e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77236 members Mstep: Class 2 contains 26465 members Entering Unmasked Estep Score: -13256711.000000 Penalty: 5728.436523 Iteration 65Q: 3 clusters Score -1.325671e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77252 members Mstep: Class 2 contains 26449 members Entering Unmasked Estep Score: -13256705.000000 Penalty: 5728.436523 Iteration 66Q: 3 clusters Score -1.32567e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77265 members Mstep: Class 2 contains 26436 members Entering Unmasked Estep Score: -13256688.000000 Penalty: 5728.436523 Iteration 67Q: 3 clusters Score -1.325669e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77279 members Mstep: Class 2 contains 26422 members Entering Unmasked Estep Score: -13256678.000000 Penalty: 5728.436523 Iteration 68Q: 3 clusters Score -1.325668e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77292 members Mstep: Class 2 contains 26409 members Entering Unmasked Estep Score: -13256705.000000 Penalty: 5728.436523 Iteration 69Q: 3 clusters Score -1.32567e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77304 members Mstep: Class 2 contains 26397 members Entering Unmasked Estep Score: -13256701.000000 Penalty: 5728.436523 Iteration 70Q: 3 clusters Score -1.32567e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77308 members Mstep: Class 2 contains 26393 members Entering Unmasked Estep Score: -13256699.000000 Penalty: 5728.436523 Iteration 71Q: 3 clusters Score -1.32567e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77312 members Mstep: Class 2 contains 26389 members Entering Unmasked Estep Score: -13256699.000000 Penalty: 5728.436523 Iteration 72Q: 3 clusters Score -1.32567e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77314 members Mstep: Class 2 contains 26387 members Entering Unmasked Estep Score: -13256699.000000 Penalty: 5728.436523 Iteration 73Q: 3 clusters Score -1.32567e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 77314 members Mstep: Class 2 contains 26387 members Entering Unmasked Estep Score: -13256699.000000 Penalty: 5728.436523 Iteration 74F: 3 clusters Score -1.32567e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (25214 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25214 members Entering Unmasked Estep Score: -3229920.000000 Penalty: 2513.518311 Iteration 0F: 2 clusters Score -3229920 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12730 members Mstep: Class 2 contains 12484 members Entering Unmasked Estep Score: -3212456.250000 Penalty: 5027.036621 Iteration 0F: 3 clusters Score -3212456 nChanged 11251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13781 members Mstep: Class 2 contains 11433 members Entering Unmasked Estep Score: -3218664.000000 Penalty: 5027.036621 Iteration 1F: 3 clusters Score -3218664 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14519 members Mstep: Class 2 contains 10695 members Entering Unmasked Estep Score: -3219444.000000 Penalty: 5027.036621 Iteration 2F: 3 clusters Score -3219444 nChanged 1575 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15488 members Mstep: Class 2 contains 9726 members Entering Unmasked Estep Score: -3220354.500000 Penalty: 5027.036621 Iteration 3F: 3 clusters Score -3220354 nChanged 1681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16679 members Mstep: Class 2 contains 8535 members Entering Unmasked Estep Score: -3221510.500000 Penalty: 5027.036621 Iteration 4F: 3 clusters Score -3221510 nChanged 1742 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18051 members Mstep: Class 2 contains 7163 members Entering Unmasked Estep Score: -3222837.750000 Penalty: 5027.036621 Iteration 5F: 3 clusters Score -3222838 nChanged 1636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19481 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -3224210.500000 Penalty: 5027.036621 Iteration 6F: 3 clusters Score -3224210 nChanged 1442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20799 members Mstep: Class 2 contains 4415 members Entering Unmasked Estep Score: -3225497.250000 Penalty: 5027.036621 Iteration 7F: 3 clusters Score -3225497 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21892 members Mstep: Class 2 contains 3322 members Entering Unmasked Estep Score: -3226513.750000 Penalty: 5027.036621 Iteration 8Q: 3 clusters Score -3226514 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22664 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -3227142.000000 Penalty: 5027.036621 Iteration 9Q: 3 clusters Score -3227142 nChanged 543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23187 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -3227568.000000 Penalty: 5027.036621 Iteration 10Q: 3 clusters Score -3227568 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23559 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -3227838.000000 Penalty: 5027.036621 Iteration 11Q: 3 clusters Score -3227838 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23810 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -3227994.250000 Penalty: 5027.036621 Iteration 12Q: 3 clusters Score -3227994 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23977 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -3228104.250000 Penalty: 5027.036621 Iteration 13Q: 3 clusters Score -3228104 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24073 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -3228150.250000 Penalty: 5027.036621 Iteration 14Q: 3 clusters Score -3228150 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24142 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -3228180.750000 Penalty: 5027.036621 Iteration 15Q: 3 clusters Score -3228181 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24198 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -3228201.250000 Penalty: 5027.036621 Iteration 16Q: 3 clusters Score -3228201 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24239 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -3228220.000000 Penalty: 5027.036621 Iteration 17Q: 3 clusters Score -3228220 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24271 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -3228240.000000 Penalty: 5027.036621 Iteration 18Q: 3 clusters Score -3228240 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24289 members Mstep: Class 2 contains 925 members Entering Unmasked Estep Score: -3228252.500000 Penalty: 5027.036621 Iteration 19Q: 3 clusters Score -3228252 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24303 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -3228254.500000 Penalty: 5027.036621 Iteration 20F: 3 clusters Score -3228254 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24316 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -3228269.750000 Penalty: 5027.036621 Iteration 21Q: 3 clusters Score -3228270 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24336 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -3228281.000000 Penalty: 5027.036621 Iteration 22Q: 3 clusters Score -3228281 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24357 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -3228291.000000 Penalty: 5027.036621 Iteration 23Q: 3 clusters Score -3228291 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24372 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -3228301.500000 Penalty: 5027.036621 Iteration 24Q: 3 clusters Score -3228302 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24381 members Mstep: Class 2 contains 833 members Entering Unmasked Estep Score: -3228309.750000 Penalty: 5027.036621 Iteration 25Q: 3 clusters Score -3228310 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24394 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -3228310.750000 Penalty: 5027.036621 Iteration 26Q: 3 clusters Score -3228311 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24404 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -3228320.500000 Penalty: 5027.036621 Iteration 27Q: 3 clusters Score -3228320 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24408 members Mstep: Class 2 contains 806 members Entering Unmasked Estep Score: -3228319.250000 Penalty: 5027.036621 Iteration 28Q: 3 clusters Score -3228319 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24412 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -3228321.000000 Penalty: 5027.036621 Iteration 29Q: 3 clusters Score -3228321 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24413 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -3228322.500000 Penalty: 5027.036621 Iteration 30Q: 3 clusters Score -3228322 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24413 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -3228322.500000 Penalty: 5027.036621 Iteration 31F: 3 clusters Score -3228322 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (556 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Entering Unmasked Estep Score: -60278.640625 Penalty: 1567.550537 Iteration 0F: 2 clusters Score -60278.64 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 285 members Entering Unmasked Estep Score: -58746.992188 Penalty: 3135.101074 Iteration 0F: 3 clusters Score -58746.99 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -59004.722656 Penalty: 3135.101074 Iteration 1F: 3 clusters Score -59004.72 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -59179.492188 Penalty: 3135.101074 Iteration 2F: 3 clusters Score -59179.49 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -59440.210938 Penalty: 3135.101074 Iteration 3F: 3 clusters Score -59440.21 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -59725.242188 Penalty: 3135.101074 Iteration 4F: 3 clusters Score -59725.24 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -59944.238281 Penalty: 3135.101074 Iteration 5F: 3 clusters Score -59944.24 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -60144.429688 Penalty: 3135.101074 Iteration 6Q: 3 clusters Score -60144.43 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -60347.589844 Penalty: 3135.101074 Iteration 7Q: 3 clusters Score -60347.59 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -60499.789062 Penalty: 3135.101074 Iteration 8Q: 3 clusters Score -60499.79 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -60643.351562 Penalty: 3135.101074 Iteration 9Q: 3 clusters Score -60643.35 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -60698.273438 Penalty: 3135.101074 Iteration 10Q: 3 clusters Score -60698.27 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -60707.203125 Penalty: 3135.101074 Iteration 11Q: 3 clusters Score -60707.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -60711.359375 Penalty: 3135.101074 Iteration 12F: 3 clusters Score -60711.36 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -60752.871094 Penalty: 3135.101074 Iteration 13Q: 3 clusters Score -60752.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -60981.855469 Penalty: 3135.101074 Iteration 14Q: 3 clusters Score -60981.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -61197.917969 Penalty: 3135.101074 Iteration 15Q: 3 clusters Score -61197.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -61197.917969 Penalty: 3135.101074 Iteration 16F: 3 clusters Score -61197.92 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19800 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5000 members Mstep: Class 5 contains 19662 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41454 members Mstep: Class 9 contains 2179 members Mstep: Class 10 contains 7567 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 167791 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2994 members Mstep: Class 16 contains 15949 members Mstep: Class 17 contains 25000 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1822 members Mstep: Class 20 contains 103701 members Mstep: Class 21 contains 25214 members Mstep: Class 22 contains 179 members Mstep: Class 23 contains 483 members Mstep: Class 24 contains 377 members Entering Unmasked Estep Score: -55708764.000000 Penalty: 77417.070312 Splitting cluster 22 changes total score from -55709452.000000 to -55708764.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (483 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Entering Unmasked Estep Score: -54902.382812 Penalty: 1532.644043 Iteration 0F: 2 clusters Score -54902.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -53420.222656 Penalty: 3065.288086 Iteration 0F: 3 clusters Score -53420.22 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -53657.335938 Penalty: 3065.288086 Iteration 1F: 3 clusters Score -53657.34 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -53737.640625 Penalty: 3065.288086 Iteration 2Q: 3 clusters Score -53737.64 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -53769.082031 Penalty: 3065.288086 Iteration 3Q: 3 clusters Score -53769.08 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -53793.367188 Penalty: 3065.288086 Iteration 4Q: 3 clusters Score -53793.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -53802.429688 Penalty: 3065.288086 Iteration 5Q: 3 clusters Score -53802.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -53807.839844 Penalty: 3065.288086 Iteration 6Q: 3 clusters Score -53807.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -53809.089844 Penalty: 3065.288086 Iteration 7Q: 3 clusters Score -53809.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -53809.089844 Penalty: 3065.288086 Iteration 8F: 3 clusters Score -53809.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19800 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5000 members Mstep: Class 5 contains 19662 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41454 members Mstep: Class 9 contains 2179 members Mstep: Class 10 contains 7567 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 167791 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2994 members Mstep: Class 16 contains 15949 members Mstep: Class 17 contains 25000 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1822 members Mstep: Class 20 contains 103701 members Mstep: Class 21 contains 25214 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709496.000000 Penalty: 74191.359375 Iteration 199Q: 24 clusters Score -5.57095e+07 nChanged 452 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19790 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5000 members Mstep: Class 5 contains 19675 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41429 members Mstep: Class 9 contains 2187 members Mstep: Class 10 contains 7566 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 167955 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2992 members Mstep: Class 16 contains 15834 members Mstep: Class 17 contains 25000 members Mstep: Class 18 contains 2436 members Mstep: Class 19 contains 1823 members Mstep: Class 20 contains 103660 members Mstep: Class 21 contains 25220 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709616.000000 Penalty: 74191.359375 Iteration 200F: 24 clusters Score -5.570962e+07 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19785 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5000 members Mstep: Class 5 contains 19694 members Mstep: Class 6 contains 781 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41407 members Mstep: Class 9 contains 2196 members Mstep: Class 10 contains 7566 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 168120 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2991 members Mstep: Class 16 contains 15737 members Mstep: Class 17 contains 25000 members Mstep: Class 18 contains 2436 members Mstep: Class 19 contains 1825 members Mstep: Class 20 contains 103590 members Mstep: Class 21 contains 25220 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709664.000000 Penalty: 74191.359375 Iteration 201Q: 24 clusters Score -5.570966e+07 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19775 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5002 members Mstep: Class 5 contains 19712 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41392 members Mstep: Class 9 contains 2197 members Mstep: Class 10 contains 7567 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 692 members Mstep: Class 13 contains 168238 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2991 members Mstep: Class 16 contains 15682 members Mstep: Class 17 contains 25002 members Mstep: Class 18 contains 2436 members Mstep: Class 19 contains 1829 members Mstep: Class 20 contains 103523 members Mstep: Class 21 contains 25221 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709672.000000 Penalty: 74191.359375 Iteration 202Q: 24 clusters Score -5.570967e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19769 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5000 members Mstep: Class 5 contains 19727 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 879 members Mstep: Class 8 contains 41388 members Mstep: Class 9 contains 2198 members Mstep: Class 10 contains 7568 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 168354 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2988 members Mstep: Class 16 contains 15624 members Mstep: Class 17 contains 25004 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 103455 members Mstep: Class 21 contains 25223 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709656.000000 Penalty: 74191.359375 Iteration 203Q: 24 clusters Score -5.570966e+07 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19769 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19740 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41383 members Mstep: Class 9 contains 2201 members Mstep: Class 10 contains 7566 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 168444 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15574 members Mstep: Class 17 contains 25007 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 103403 members Mstep: Class 21 contains 25225 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709664.000000 Penalty: 74191.359375 Iteration 204Q: 24 clusters Score -5.570966e+07 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19766 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5000 members Mstep: Class 5 contains 19748 members Mstep: Class 6 contains 782 members Mstep: Class 7 contains 881 members Mstep: Class 8 contains 41374 members Mstep: Class 9 contains 2212 members Mstep: Class 10 contains 7565 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 168528 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2988 members Mstep: Class 16 contains 15517 members Mstep: Class 17 contains 25008 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 103368 members Mstep: Class 21 contains 25222 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709676.000000 Penalty: 74191.359375 Iteration 205Q: 24 clusters Score -5.570968e+07 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19765 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5002 members Mstep: Class 5 contains 19749 members Mstep: Class 6 contains 784 members Mstep: Class 7 contains 881 members Mstep: Class 8 contains 41365 members Mstep: Class 9 contains 2215 members Mstep: Class 10 contains 7565 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 168623 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2990 members Mstep: Class 16 contains 15470 members Mstep: Class 17 contains 25009 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 103325 members Mstep: Class 21 contains 25216 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709616.000000 Penalty: 74191.359375 Iteration 206Q: 24 clusters Score -5.570962e+07 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19765 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5002 members Mstep: Class 5 contains 19749 members Mstep: Class 6 contains 784 members Mstep: Class 7 contains 881 members Mstep: Class 8 contains 41353 members Mstep: Class 9 contains 2217 members Mstep: Class 10 contains 7565 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 168713 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2989 members Mstep: Class 16 contains 15431 members Mstep: Class 17 contains 25008 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 103291 members Mstep: Class 21 contains 25211 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709644.000000 Penalty: 74191.359375 Iteration 207Q: 24 clusters Score -5.570964e+07 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19766 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5002 members Mstep: Class 5 contains 19751 members Mstep: Class 6 contains 784 members Mstep: Class 7 contains 881 members Mstep: Class 8 contains 41344 members Mstep: Class 9 contains 2220 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 168811 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2989 members Mstep: Class 16 contains 15395 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2435 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 103235 members Mstep: Class 21 contains 25206 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709608.000000 Penalty: 74191.359375 Iteration 208Q: 24 clusters Score -5.570961e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19769 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5003 members Mstep: Class 5 contains 19756 members Mstep: Class 6 contains 784 members Mstep: Class 7 contains 881 members Mstep: Class 8 contains 41337 members Mstep: Class 9 contains 2227 members Mstep: Class 10 contains 7565 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 168888 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2988 members Mstep: Class 16 contains 15342 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2435 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 103203 members Mstep: Class 21 contains 25205 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709640.000000 Penalty: 74191.359375 Iteration 209Q: 24 clusters Score -5.570964e+07 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19766 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5003 members Mstep: Class 5 contains 19761 members Mstep: Class 6 contains 784 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41332 members Mstep: Class 9 contains 2231 members Mstep: Class 10 contains 7566 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 168962 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15306 members Mstep: Class 17 contains 25011 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 103164 members Mstep: Class 21 contains 25206 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709560.000000 Penalty: 74191.359375 Iteration 210Q: 24 clusters Score -5.570956e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19761 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5002 members Mstep: Class 5 contains 19759 members Mstep: Class 6 contains 784 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41330 members Mstep: Class 9 contains 2234 members Mstep: Class 10 contains 7567 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169021 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15283 members Mstep: Class 17 contains 25011 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 103135 members Mstep: Class 21 contains 25205 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709508.000000 Penalty: 74191.359375 Iteration 211Q: 24 clusters Score -5.570951e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19759 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4999 members Mstep: Class 5 contains 19763 members Mstep: Class 6 contains 785 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41329 members Mstep: Class 9 contains 2235 members Mstep: Class 10 contains 7566 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169069 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15270 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 103108 members Mstep: Class 21 contains 25199 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709484.000000 Penalty: 74191.359375 Iteration 212Q: 24 clusters Score -5.570948e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19760 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 5000 members Mstep: Class 5 contains 19767 members Mstep: Class 6 contains 786 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41328 members Mstep: Class 9 contains 2238 members Mstep: Class 10 contains 7567 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169094 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15259 members Mstep: Class 17 contains 25009 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 103089 members Mstep: Class 21 contains 25195 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709516.000000 Penalty: 74191.359375 Iteration 213Q: 24 clusters Score -5.570952e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19761 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4999 members Mstep: Class 5 contains 19769 members Mstep: Class 6 contains 786 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41330 members Mstep: Class 9 contains 2241 members Mstep: Class 10 contains 7567 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169119 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15245 members Mstep: Class 17 contains 25009 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 103073 members Mstep: Class 21 contains 25193 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709560.000000 Penalty: 74191.359375 Iteration 214Q: 24 clusters Score -5.570956e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19761 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4997 members Mstep: Class 5 contains 19768 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41328 members Mstep: Class 9 contains 2241 members Mstep: Class 10 contains 7568 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169143 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2986 members Mstep: Class 16 contains 15243 members Mstep: Class 17 contains 25009 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 103056 members Mstep: Class 21 contains 25192 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709532.000000 Penalty: 74191.359375 Iteration 215Q: 24 clusters Score -5.570953e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19760 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4997 members Mstep: Class 5 contains 19769 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41324 members Mstep: Class 9 contains 2241 members Mstep: Class 10 contains 7567 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169172 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2986 members Mstep: Class 16 contains 15238 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 103037 members Mstep: Class 21 contains 25191 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709592.000000 Penalty: 74191.359375 Iteration 216Q: 24 clusters Score -5.570959e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19761 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19772 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41321 members Mstep: Class 9 contains 2242 members Mstep: Class 10 contains 7565 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169187 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2986 members Mstep: Class 16 contains 15229 members Mstep: Class 17 contains 25011 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 103029 members Mstep: Class 21 contains 25191 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709572.000000 Penalty: 74191.359375 Iteration 217Q: 24 clusters Score -5.570957e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19761 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4999 members Mstep: Class 5 contains 19775 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41319 members Mstep: Class 9 contains 2242 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169200 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2986 members Mstep: Class 16 contains 15229 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 103016 members Mstep: Class 21 contains 25191 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709580.000000 Penalty: 74191.359375 Iteration 218Q: 24 clusters Score -5.570958e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19759 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19774 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41318 members Mstep: Class 9 contains 2242 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169217 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15224 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 103009 members Mstep: Class 21 contains 25190 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709612.000000 Penalty: 74191.359375 Iteration 219Q: 24 clusters Score -5.570961e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19757 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19773 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41316 members Mstep: Class 9 contains 2243 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169239 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15219 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102998 members Mstep: Class 21 contains 25188 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709608.000000 Penalty: 74191.359375 Iteration 220F: 24 clusters Score -5.570961e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19753 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19773 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41313 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169262 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15213 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102987 members Mstep: Class 21 contains 25188 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709556.000000 Penalty: 74191.359375 Iteration 221Q: 24 clusters Score -5.570956e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19753 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19774 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41311 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169275 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15207 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102981 members Mstep: Class 21 contains 25188 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709552.000000 Penalty: 74191.359375 Iteration 222Q: 24 clusters Score -5.570955e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19753 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19775 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41309 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169284 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15203 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102977 members Mstep: Class 21 contains 25188 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709572.000000 Penalty: 74191.359375 Iteration 223Q: 24 clusters Score -5.570957e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19753 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19776 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41305 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169289 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15201 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102977 members Mstep: Class 21 contains 25188 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709592.000000 Penalty: 74191.359375 Iteration 224Q: 24 clusters Score -5.570959e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19753 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19778 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41304 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169290 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15200 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102976 members Mstep: Class 21 contains 25188 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709600.000000 Penalty: 74191.359375 Iteration 225Q: 24 clusters Score -5.57096e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19753 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19778 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41303 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169295 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15199 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102973 members Mstep: Class 21 contains 25188 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709592.000000 Penalty: 74191.359375 Iteration 226Q: 24 clusters Score -5.570959e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19753 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19778 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41302 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169300 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15198 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102970 members Mstep: Class 21 contains 25188 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709604.000000 Penalty: 74191.359375 Iteration 227Q: 24 clusters Score -5.57096e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19753 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19778 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41302 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169303 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15199 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102966 members Mstep: Class 21 contains 25188 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709596.000000 Penalty: 74191.359375 Iteration 228Q: 24 clusters Score -5.57096e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19753 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19778 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41302 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169306 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15199 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102963 members Mstep: Class 21 contains 25188 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709608.000000 Penalty: 74191.359375 Iteration 229Q: 24 clusters Score -5.570961e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19753 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19778 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41302 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169307 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15199 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102962 members Mstep: Class 21 contains 25188 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709604.000000 Penalty: 74191.359375 Iteration 230Q: 24 clusters Score -5.57096e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19754 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19779 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41302 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169306 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15199 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102961 members Mstep: Class 21 contains 25188 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709616.000000 Penalty: 74191.359375 Iteration 231Q: 24 clusters Score -5.570962e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19756 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19781 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41302 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169304 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15199 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102959 members Mstep: Class 21 contains 25188 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709624.000000 Penalty: 74191.359375 Iteration 232Q: 24 clusters Score -5.570962e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19757 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19782 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41302 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169305 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15199 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102956 members Mstep: Class 21 contains 25188 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709612.000000 Penalty: 74191.359375 Iteration 233Q: 24 clusters Score -5.570961e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19755 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19785 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41301 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169309 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15199 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102953 members Mstep: Class 21 contains 25187 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709652.000000 Penalty: 74191.359375 Iteration 234Q: 24 clusters Score -5.570965e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19756 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19786 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41299 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169312 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15199 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102950 members Mstep: Class 21 contains 25187 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709656.000000 Penalty: 74191.359375 Iteration 235Q: 24 clusters Score -5.570966e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19756 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19787 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41298 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169316 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15199 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102947 members Mstep: Class 21 contains 25186 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709644.000000 Penalty: 74191.359375 Iteration 236Q: 24 clusters Score -5.570964e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19757 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19788 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41297 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169317 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15199 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102945 members Mstep: Class 21 contains 25186 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709624.000000 Penalty: 74191.359375 Iteration 237Q: 24 clusters Score -5.570962e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19757 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19789 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41297 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169316 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15199 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102945 members Mstep: Class 21 contains 25186 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709620.000000 Penalty: 74191.359375 Iteration 238Q: 24 clusters Score -5.570962e+07 nChanged 2 Entering ConstructFrom: Score: -55709620.000000 Penalty: 74191.359375 Entering ConstructFrom: Trying to split cluster 1 (19757 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19757 members Entering Unmasked Estep Score: -2549824.750000 Penalty: 2453.033203 Iteration 0F: 2 clusters Score -2549825 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9853 members Mstep: Class 2 contains 9904 members Entering Unmasked Estep Score: -2535816.500000 Penalty: 4906.066406 Iteration 0F: 3 clusters Score -2535816 nChanged 8614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9811 members Mstep: Class 2 contains 9946 members Entering Unmasked Estep Score: -2540509.000000 Penalty: 4906.066406 Iteration 1F: 3 clusters Score -2540509 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9891 members Mstep: Class 2 contains 9866 members Entering Unmasked Estep Score: -2540943.500000 Penalty: 4906.066406 Iteration 2F: 3 clusters Score -2540944 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10033 members Mstep: Class 2 contains 9724 members Entering Unmasked Estep Score: -2541289.500000 Penalty: 4906.066406 Iteration 3Q: 3 clusters Score -2541290 nChanged 905 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10250 members Mstep: Class 2 contains 9507 members Entering Unmasked Estep Score: -2541678.000000 Penalty: 4906.066406 Iteration 4Q: 3 clusters Score -2541678 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10518 members Mstep: Class 2 contains 9239 members Entering Unmasked Estep Score: -2542102.750000 Penalty: 4906.066406 Iteration 5Q: 3 clusters Score -2542103 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10876 members Mstep: Class 2 contains 8881 members Entering Unmasked Estep Score: -2542703.000000 Penalty: 4906.066406 Iteration 6F: 3 clusters Score -2542703 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11373 members Mstep: Class 2 contains 8384 members Entering Unmasked Estep Score: -2543562.750000 Penalty: 4906.066406 Iteration 7F: 3 clusters Score -2543563 nChanged 1328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11973 members Mstep: Class 2 contains 7784 members Entering Unmasked Estep Score: -2544602.750000 Penalty: 4906.066406 Iteration 8F: 3 clusters Score -2544603 nChanged 1332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12625 members Mstep: Class 2 contains 7132 members Entering Unmasked Estep Score: -2545790.750000 Penalty: 4906.066406 Iteration 9F: 3 clusters Score -2545791 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13276 members Mstep: Class 2 contains 6481 members Entering Unmasked Estep Score: -2546982.750000 Penalty: 4906.066406 Iteration 10F: 3 clusters Score -2546983 nChanged 960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13758 members Mstep: Class 2 contains 5999 members Entering Unmasked Estep Score: -2547877.500000 Penalty: 4906.066406 Iteration 11Q: 3 clusters Score -2547878 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14060 members Mstep: Class 2 contains 5697 members Entering Unmasked Estep Score: -2548391.500000 Penalty: 4906.066406 Iteration 12Q: 3 clusters Score -2548392 nChanged 441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14263 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -2548725.250000 Penalty: 4906.066406 Iteration 13Q: 3 clusters Score -2548725 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14440 members Mstep: Class 2 contains 5317 members Entering Unmasked Estep Score: -2548929.000000 Penalty: 4906.066406 Iteration 14Q: 3 clusters Score -2548929 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14563 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -2549033.750000 Penalty: 4906.066406 Iteration 15Q: 3 clusters Score -2549034 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14634 members Mstep: Class 2 contains 5123 members Entering Unmasked Estep Score: -2549079.250000 Penalty: 4906.066406 Iteration 16Q: 3 clusters Score -2549079 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14693 members Mstep: Class 2 contains 5064 members Entering Unmasked Estep Score: -2549085.500000 Penalty: 4906.066406 Iteration 17Q: 3 clusters Score -2549086 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14734 members Mstep: Class 2 contains 5023 members Entering Unmasked Estep Score: -2549104.250000 Penalty: 4906.066406 Iteration 18Q: 3 clusters Score -2549104 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14762 members Mstep: Class 2 contains 4995 members Entering Unmasked Estep Score: -2549110.000000 Penalty: 4906.066406 Iteration 19Q: 3 clusters Score -2549110 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14789 members Mstep: Class 2 contains 4968 members Entering Unmasked Estep Score: -2549124.500000 Penalty: 4906.066406 Iteration 20F: 3 clusters Score -2549124 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14816 members Mstep: Class 2 contains 4941 members Entering Unmasked Estep Score: -2549127.250000 Penalty: 4906.066406 Iteration 21Q: 3 clusters Score -2549127 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14838 members Mstep: Class 2 contains 4919 members Entering Unmasked Estep Score: -2549132.750000 Penalty: 4906.066406 Iteration 22Q: 3 clusters Score -2549133 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14859 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -2549133.000000 Penalty: 4906.066406 Iteration 23Q: 3 clusters Score -2549133 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14890 members Mstep: Class 2 contains 4867 members Entering Unmasked Estep Score: -2549136.000000 Penalty: 4906.066406 Iteration 24Q: 3 clusters Score -2549136 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14923 members Mstep: Class 2 contains 4834 members Entering Unmasked Estep Score: -2549143.000000 Penalty: 4906.066406 Iteration 25Q: 3 clusters Score -2549143 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14938 members Mstep: Class 2 contains 4819 members Entering Unmasked Estep Score: -2549142.000000 Penalty: 4906.066406 Iteration 26Q: 3 clusters Score -2549142 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14948 members Mstep: Class 2 contains 4809 members Entering Unmasked Estep Score: -2549149.750000 Penalty: 4906.066406 Iteration 27Q: 3 clusters Score -2549150 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14958 members Mstep: Class 2 contains 4799 members Entering Unmasked Estep Score: -2549144.250000 Penalty: 4906.066406 Iteration 28Q: 3 clusters Score -2549144 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14966 members Mstep: Class 2 contains 4791 members Entering Unmasked Estep Score: -2549144.750000 Penalty: 4906.066406 Iteration 29Q: 3 clusters Score -2549145 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14972 members Mstep: Class 2 contains 4785 members Entering Unmasked Estep Score: -2549151.250000 Penalty: 4906.066406 Iteration 30Q: 3 clusters Score -2549151 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14977 members Mstep: Class 2 contains 4780 members Entering Unmasked Estep Score: -2549150.000000 Penalty: 4906.066406 Iteration 31Q: 3 clusters Score -2549150 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14980 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -2549151.250000 Penalty: 4906.066406 Iteration 32Q: 3 clusters Score -2549151 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14983 members Mstep: Class 2 contains 4774 members Entering Unmasked Estep Score: -2549148.500000 Penalty: 4906.066406 Iteration 33Q: 3 clusters Score -2549148 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14984 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -2549150.750000 Penalty: 4906.066406 Iteration 34Q: 3 clusters Score -2549151 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14984 members Mstep: Class 2 contains 4773 members Entering Unmasked Estep Score: -2549150.750000 Penalty: 4906.066406 Iteration 35F: 3 clusters Score -2549151 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Entering Unmasked Estep Score: -47899.601562 Penalty: 1506.115112 Iteration 0F: 2 clusters Score -47899.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -46461.152344 Penalty: 3012.230225 Iteration 0F: 3 clusters Score -46461.15 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -46683.640625 Penalty: 3012.230225 Iteration 1F: 3 clusters Score -46683.64 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -46764.371094 Penalty: 3012.230225 Iteration 2Q: 3 clusters Score -46764.37 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -46795.839844 Penalty: 3012.230225 Iteration 3Q: 3 clusters Score -46795.84 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -46808.218750 Penalty: 3012.230225 Iteration 4Q: 3 clusters Score -46808.22 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -46808.218750 Penalty: 3012.230225 Iteration 5F: 3 clusters Score -46808.22 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (165 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Entering Unmasked Estep Score: -19242.335938 Penalty: 1266.274536 Iteration 0F: 2 clusters Score -19242.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76 members Mstep: Class 2 contains 89 members Entering Unmasked Estep Score: -18220.966797 Penalty: 2532.549072 Iteration 0F: 3 clusters Score -18220.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74 members Mstep: Class 2 contains 91 members Entering Unmasked Estep Score: -18232.427734 Penalty: 2532.549072 Iteration 1Q: 3 clusters Score -18232.43 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -18242.355469 Penalty: 2532.549072 Iteration 2Q: 3 clusters Score -18242.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73 members Mstep: Class 2 contains 92 members Entering Unmasked Estep Score: -18242.355469 Penalty: 2532.549072 Iteration 3F: 3 clusters Score -18242.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4998 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Entering Unmasked Estep Score: -638935.062500 Penalty: 2112.164795 Iteration 0F: 2 clusters Score -638935.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -634398.562500 Penalty: 4224.329590 Iteration 0F: 3 clusters Score -634398.6 nChanged 1867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -635467.937500 Penalty: 4224.329590 Iteration 1F: 3 clusters Score -635467.9 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2350 members Mstep: Class 2 contains 2648 members Entering Unmasked Estep Score: -635690.125000 Penalty: 4224.329590 Iteration 2F: 3 clusters Score -635690.1 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2283 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -635825.562500 Penalty: 4224.329590 Iteration 3Q: 3 clusters Score -635825.6 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -635917.750000 Penalty: 4224.329590 Iteration 4Q: 3 clusters Score -635917.8 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 2842 members Entering Unmasked Estep Score: -635991.187500 Penalty: 4224.329590 Iteration 5Q: 3 clusters Score -635991.2 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2089 members Mstep: Class 2 contains 2909 members Entering Unmasked Estep Score: -636057.937500 Penalty: 4224.329590 Iteration 6Q: 3 clusters Score -636057.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 2981 members Entering Unmasked Estep Score: -636125.437500 Penalty: 4224.329590 Iteration 7Q: 3 clusters Score -636125.4 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -636188.500000 Penalty: 4224.329590 Iteration 8Q: 3 clusters Score -636188.5 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -636238.562500 Penalty: 4224.329590 Iteration 9Q: 3 clusters Score -636238.6 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 3193 members Entering Unmasked Estep Score: -636291.187500 Penalty: 4224.329590 Iteration 10Q: 3 clusters Score -636291.2 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1722 members Mstep: Class 2 contains 3276 members Entering Unmasked Estep Score: -636342.562500 Penalty: 4224.329590 Iteration 11Q: 3 clusters Score -636342.6 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1657 members Mstep: Class 2 contains 3341 members Entering Unmasked Estep Score: -636381.062500 Penalty: 4224.329590 Iteration 12Q: 3 clusters Score -636381.1 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1589 members Mstep: Class 2 contains 3409 members Entering Unmasked Estep Score: -636420.812500 Penalty: 4224.329590 Iteration 13Q: 3 clusters Score -636420.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 3485 members Entering Unmasked Estep Score: -636469.187500 Penalty: 4224.329590 Iteration 14Q: 3 clusters Score -636469.2 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1436 members Mstep: Class 2 contains 3562 members Entering Unmasked Estep Score: -636516.937500 Penalty: 4224.329590 Iteration 15Q: 3 clusters Score -636516.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 3632 members Entering Unmasked Estep Score: -636556.625000 Penalty: 4224.329590 Iteration 16Q: 3 clusters Score -636556.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 3699 members Entering Unmasked Estep Score: -636595.437500 Penalty: 4224.329590 Iteration 17Q: 3 clusters Score -636595.4 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 3774 members Entering Unmasked Estep Score: -636647.875000 Penalty: 4224.329590 Iteration 18Q: 3 clusters Score -636647.9 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -636695.875000 Penalty: 4224.329590 Iteration 19Q: 3 clusters Score -636695.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -636744.125000 Penalty: 4224.329590 Iteration 20F: 3 clusters Score -636744.1 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 3958 members Entering Unmasked Estep Score: -636791.937500 Penalty: 4224.329590 Iteration 21Q: 3 clusters Score -636791.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -636839.250000 Penalty: 4224.329590 Iteration 22Q: 3 clusters Score -636839.2 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 4070 members Entering Unmasked Estep Score: -636891.875000 Penalty: 4224.329590 Iteration 23Q: 3 clusters Score -636891.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 884 members Mstep: Class 2 contains 4114 members Entering Unmasked Estep Score: -636976.812500 Penalty: 4224.329590 Iteration 24Q: 3 clusters Score -636976.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 4160 members Entering Unmasked Estep Score: -637130.187500 Penalty: 4224.329590 Iteration 25Q: 3 clusters Score -637130.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 805 members Mstep: Class 2 contains 4193 members Entering Unmasked Estep Score: -637233.875000 Penalty: 4224.329590 Iteration 26Q: 3 clusters Score -637233.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 4220 members Entering Unmasked Estep Score: -637281.625000 Penalty: 4224.329590 Iteration 27Q: 3 clusters Score -637281.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 4229 members Entering Unmasked Estep Score: -637308.250000 Penalty: 4224.329590 Iteration 28Q: 3 clusters Score -637308.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -637330.937500 Penalty: 4224.329590 Iteration 29Q: 3 clusters Score -637330.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -637346.875000 Penalty: 4224.329590 Iteration 30Q: 3 clusters Score -637346.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -637357.812500 Penalty: 4224.329590 Iteration 31Q: 3 clusters Score -637357.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -637365.312500 Penalty: 4224.329590 Iteration 32Q: 3 clusters Score -637365.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 760 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -637371.687500 Penalty: 4224.329590 Iteration 33Q: 3 clusters Score -637371.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -637372.687500 Penalty: 4224.329590 Iteration 34Q: 3 clusters Score -637372.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -637372.500000 Penalty: 4224.329590 Iteration 35Q: 3 clusters Score -637372.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 4235 members Entering Unmasked Estep Score: -637372.500000 Penalty: 4224.329590 Iteration 36F: 3 clusters Score -637372.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (19790 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19790 members Entering Unmasked Estep Score: -2449258.750000 Penalty: 2453.447021 Iteration 0F: 2 clusters Score -2449259 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9989 members Mstep: Class 2 contains 9801 members Entering Unmasked Estep Score: -2435352.500000 Penalty: 4906.894043 Iteration 0F: 3 clusters Score -2435352 nChanged 8720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10321 members Mstep: Class 2 contains 9469 members Entering Unmasked Estep Score: -2439983.250000 Penalty: 4906.894043 Iteration 1F: 3 clusters Score -2439983 nChanged 1061 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10624 members Mstep: Class 2 contains 9166 members Entering Unmasked Estep Score: -2440372.750000 Penalty: 4906.894043 Iteration 2F: 3 clusters Score -2440373 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11020 members Mstep: Class 2 contains 8770 members Entering Unmasked Estep Score: -2440769.000000 Penalty: 4906.894043 Iteration 3Q: 3 clusters Score -2440769 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11551 members Mstep: Class 2 contains 8239 members Entering Unmasked Estep Score: -2441170.250000 Penalty: 4906.894043 Iteration 4Q: 3 clusters Score -2441170 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12219 members Mstep: Class 2 contains 7571 members Entering Unmasked Estep Score: -2441650.500000 Penalty: 4906.894043 Iteration 5Q: 3 clusters Score -2441650 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13110 members Mstep: Class 2 contains 6680 members Entering Unmasked Estep Score: -2442355.000000 Penalty: 4906.894043 Iteration 6F: 3 clusters Score -2442355 nChanged 1259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14153 members Mstep: Class 2 contains 5637 members Entering Unmasked Estep Score: -2443412.500000 Penalty: 4906.894043 Iteration 7F: 3 clusters Score -2443412 nChanged 1459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15366 members Mstep: Class 2 contains 4424 members Entering Unmasked Estep Score: -2444763.000000 Penalty: 4906.894043 Iteration 8F: 3 clusters Score -2444763 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16590 members Mstep: Class 2 contains 3200 members Entering Unmasked Estep Score: -2446166.500000 Penalty: 4906.894043 Iteration 9F: 3 clusters Score -2446166 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17526 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -2447172.250000 Penalty: 4906.894043 Iteration 10F: 3 clusters Score -2447172 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18116 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -2447752.250000 Penalty: 4906.894043 Iteration 11Q: 3 clusters Score -2447752 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18435 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -2448030.250000 Penalty: 4906.894043 Iteration 12Q: 3 clusters Score -2448030 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18623 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -2448151.000000 Penalty: 4906.894043 Iteration 13Q: 3 clusters Score -2448151 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18721 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -2448216.000000 Penalty: 4906.894043 Iteration 14Q: 3 clusters Score -2448216 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18788 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -2448251.750000 Penalty: 4906.894043 Iteration 15Q: 3 clusters Score -2448252 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18830 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -2448289.500000 Penalty: 4906.894043 Iteration 16Q: 3 clusters Score -2448290 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18860 members Mstep: Class 2 contains 930 members Entering Unmasked Estep Score: -2448318.500000 Penalty: 4906.894043 Iteration 17Q: 3 clusters Score -2448318 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18878 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -2448341.750000 Penalty: 4906.894043 Iteration 18Q: 3 clusters Score -2448342 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18907 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -2448366.000000 Penalty: 4906.894043 Iteration 19Q: 3 clusters Score -2448366 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18930 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -2448390.000000 Penalty: 4906.894043 Iteration 20F: 3 clusters Score -2448390 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18951 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -2448415.500000 Penalty: 4906.894043 Iteration 21Q: 3 clusters Score -2448416 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18963 members Mstep: Class 2 contains 827 members Entering Unmasked Estep Score: -2448430.250000 Penalty: 4906.894043 Iteration 22Q: 3 clusters Score -2448430 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18968 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -2448432.250000 Penalty: 4906.894043 Iteration 23Q: 3 clusters Score -2448432 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18973 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -2448446.250000 Penalty: 4906.894043 Iteration 24Q: 3 clusters Score -2448446 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18979 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -2448446.750000 Penalty: 4906.894043 Iteration 25Q: 3 clusters Score -2448447 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18981 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -2448450.500000 Penalty: 4906.894043 Iteration 26Q: 3 clusters Score -2448450 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18983 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -2448450.750000 Penalty: 4906.894043 Iteration 27Q: 3 clusters Score -2448451 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18985 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -2448454.250000 Penalty: 4906.894043 Iteration 28Q: 3 clusters Score -2448454 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18990 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -2448457.250000 Penalty: 4906.894043 Iteration 29Q: 3 clusters Score -2448457 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18994 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -2448458.250000 Penalty: 4906.894043 Iteration 30Q: 3 clusters Score -2448458 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18996 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -2448460.250000 Penalty: 4906.894043 Iteration 31Q: 3 clusters Score -2448460 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18995 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -2448457.250000 Penalty: 4906.894043 Iteration 32Q: 3 clusters Score -2448457 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18997 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -2448460.000000 Penalty: 4906.894043 Iteration 33Q: 3 clusters Score -2448460 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18998 members Mstep: Class 2 contains 792 members Entering Unmasked Estep Score: -2448461.250000 Penalty: 4906.894043 Iteration 34Q: 3 clusters Score -2448461 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18999 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -2448461.750000 Penalty: 4906.894043 Iteration 35Q: 3 clusters Score -2448462 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19000 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -2448461.500000 Penalty: 4906.894043 Iteration 36Q: 3 clusters Score -2448462 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19001 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -2448459.750000 Penalty: 4906.894043 Iteration 37Q: 3 clusters Score -2448460 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19000 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -2448462.000000 Penalty: 4906.894043 Iteration 38Q: 3 clusters Score -2448462 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18999 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -2448463.750000 Penalty: 4906.894043 Iteration 39Q: 3 clusters Score -2448464 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18999 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -2448463.750000 Penalty: 4906.894043 Iteration 40F: 3 clusters Score -2448464 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (787 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Entering Unmasked Estep Score: -94583.656250 Penalty: 1653.720581 Iteration 0F: 2 clusters Score -94583.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -92803.500000 Penalty: 3307.441162 Iteration 0F: 3 clusters Score -92803.5 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -93055.562500 Penalty: 3307.441162 Iteration 1F: 3 clusters Score -93055.56 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -93213.851562 Penalty: 3307.441162 Iteration 2F: 3 clusters Score -93213.85 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -93303.492188 Penalty: 3307.441162 Iteration 3Q: 3 clusters Score -93303.49 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -93375.007812 Penalty: 3307.441162 Iteration 4Q: 3 clusters Score -93375.01 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -93449.976562 Penalty: 3307.441162 Iteration 5Q: 3 clusters Score -93449.98 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 427 members Entering Unmasked Estep Score: -93558.421875 Penalty: 3307.441162 Iteration 6F: 3 clusters Score -93558.42 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -93605.890625 Penalty: 3307.441162 Iteration 7Q: 3 clusters Score -93605.89 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -93648.351562 Penalty: 3307.441162 Iteration 8Q: 3 clusters Score -93648.35 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -93679.843750 Penalty: 3307.441162 Iteration 9Q: 3 clusters Score -93679.84 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -93703.132812 Penalty: 3307.441162 Iteration 10Q: 3 clusters Score -93703.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -93710.820312 Penalty: 3307.441162 Iteration 11Q: 3 clusters Score -93710.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -93722.179688 Penalty: 3307.441162 Iteration 12Q: 3 clusters Score -93722.18 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -93741.687500 Penalty: 3307.441162 Iteration 13Q: 3 clusters Score -93741.69 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -93763.757812 Penalty: 3307.441162 Iteration 14Q: 3 clusters Score -93763.76 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -93779.000000 Penalty: 3307.441162 Iteration 15Q: 3 clusters Score -93779 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -93796.820312 Penalty: 3307.441162 Iteration 16Q: 3 clusters Score -93796.82 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -93806.046875 Penalty: 3307.441162 Iteration 17Q: 3 clusters Score -93806.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -93813.476562 Penalty: 3307.441162 Iteration 18Q: 3 clusters Score -93813.48 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 430 members Entering Unmasked Estep Score: -93820.468750 Penalty: 3307.441162 Iteration 19Q: 3 clusters Score -93820.47 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -93822.929688 Penalty: 3307.441162 Iteration 20F: 3 clusters Score -93822.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -93826.398438 Penalty: 3307.441162 Iteration 21Q: 3 clusters Score -93826.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 422 members Entering Unmasked Estep Score: -93830.070312 Penalty: 3307.441162 Iteration 22Q: 3 clusters Score -93830.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 366 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -93834.023438 Penalty: 3307.441162 Iteration 23Q: 3 clusters Score -93834.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -93836.351562 Penalty: 3307.441162 Iteration 24Q: 3 clusters Score -93836.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -93837.695312 Penalty: 3307.441162 Iteration 25Q: 3 clusters Score -93837.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -93837.695312 Penalty: 3307.441162 Iteration 26F: 3 clusters Score -93837.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (880 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Entering Unmasked Estep Score: -112272.687500 Penalty: 1681.420654 Iteration 0F: 2 clusters Score -112272.7 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 444 members Entering Unmasked Estep Score: -110446.335938 Penalty: 3362.841309 Iteration 0F: 3 clusters Score -110446.3 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -110680.359375 Penalty: 3362.841309 Iteration 1F: 3 clusters Score -110680.4 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 424 members Entering Unmasked Estep Score: -110724.835938 Penalty: 3362.841309 Iteration 2Q: 3 clusters Score -110724.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 418 members Entering Unmasked Estep Score: -110752.429688 Penalty: 3362.841309 Iteration 3Q: 3 clusters Score -110752.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -110765.148438 Penalty: 3362.841309 Iteration 4Q: 3 clusters Score -110765.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -110767.546875 Penalty: 3362.841309 Iteration 5Q: 3 clusters Score -110767.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -110768.742188 Penalty: 3362.841309 Iteration 6Q: 3 clusters Score -110768.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -110771.937500 Penalty: 3362.841309 Iteration 7Q: 3 clusters Score -110771.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -110771.937500 Penalty: 3362.841309 Iteration 8F: 3 clusters Score -110771.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (41297 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41297 members Entering Unmasked Estep Score: -5333612.500000 Penalty: 2635.879150 Iteration 0F: 2 clusters Score -5333612 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20549 members Mstep: Class 2 contains 20748 members Entering Unmasked Estep Score: -5305653.500000 Penalty: 5271.758301 Iteration 0F: 3 clusters Score -5305654 nChanged 18819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19982 members Mstep: Class 2 contains 21315 members Entering Unmasked Estep Score: -5315946.000000 Penalty: 5271.758301 Iteration 1F: 3 clusters Score -5315946 nChanged 1873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19741 members Mstep: Class 2 contains 21556 members Entering Unmasked Estep Score: -5316571.500000 Penalty: 5271.758301 Iteration 2Q: 3 clusters Score -5316572 nChanged 1816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19447 members Mstep: Class 2 contains 21850 members Entering Unmasked Estep Score: -5317374.500000 Penalty: 5271.758301 Iteration 3Q: 3 clusters Score -5317374 nChanged 1903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19074 members Mstep: Class 2 contains 22223 members Entering Unmasked Estep Score: -5318307.000000 Penalty: 5271.758301 Iteration 4Q: 3 clusters Score -5318307 nChanged 2137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18613 members Mstep: Class 2 contains 22684 members Entering Unmasked Estep Score: -5319532.500000 Penalty: 5271.758301 Iteration 5F: 3 clusters Score -5319532 nChanged 2222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18179 members Mstep: Class 2 contains 23118 members Entering Unmasked Estep Score: -5320842.500000 Penalty: 5271.758301 Iteration 6F: 3 clusters Score -5320842 nChanged 2204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17777 members Mstep: Class 2 contains 23520 members Entering Unmasked Estep Score: -5322144.500000 Penalty: 5271.758301 Iteration 7F: 3 clusters Score -5322144 nChanged 2126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17453 members Mstep: Class 2 contains 23844 members Entering Unmasked Estep Score: -5323236.500000 Penalty: 5271.758301 Iteration 8F: 3 clusters Score -5323236 nChanged 2013 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17136 members Mstep: Class 2 contains 24161 members Entering Unmasked Estep Score: -5324300.000000 Penalty: 5271.758301 Iteration 9Q: 3 clusters Score -5324300 nChanged 1838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16864 members Mstep: Class 2 contains 24433 members Entering Unmasked Estep Score: -5325179.000000 Penalty: 5271.758301 Iteration 10Q: 3 clusters Score -5325179 nChanged 1635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16577 members Mstep: Class 2 contains 24720 members Entering Unmasked Estep Score: -5325990.000000 Penalty: 5271.758301 Iteration 11Q: 3 clusters Score -5325990 nChanged 1410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16287 members Mstep: Class 2 contains 25010 members Entering Unmasked Estep Score: -5326579.500000 Penalty: 5271.758301 Iteration 12Q: 3 clusters Score -5326580 nChanged 1112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16015 members Mstep: Class 2 contains 25282 members Entering Unmasked Estep Score: -5326963.500000 Penalty: 5271.758301 Iteration 13Q: 3 clusters Score -5326964 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15777 members Mstep: Class 2 contains 25520 members Entering Unmasked Estep Score: -5327184.000000 Penalty: 5271.758301 Iteration 14Q: 3 clusters Score -5327184 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15548 members Mstep: Class 2 contains 25749 members Entering Unmasked Estep Score: -5327335.000000 Penalty: 5271.758301 Iteration 15Q: 3 clusters Score -5327335 nChanged 519 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15313 members Mstep: Class 2 contains 25984 members Entering Unmasked Estep Score: -5327448.000000 Penalty: 5271.758301 Iteration 16Q: 3 clusters Score -5327448 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15092 members Mstep: Class 2 contains 26205 members Entering Unmasked Estep Score: -5327552.500000 Penalty: 5271.758301 Iteration 17Q: 3 clusters Score -5327552 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14881 members Mstep: Class 2 contains 26416 members Entering Unmasked Estep Score: -5327648.500000 Penalty: 5271.758301 Iteration 18Q: 3 clusters Score -5327648 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14654 members Mstep: Class 2 contains 26643 members Entering Unmasked Estep Score: -5327723.000000 Penalty: 5271.758301 Iteration 19Q: 3 clusters Score -5327723 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14435 members Mstep: Class 2 contains 26862 members Entering Unmasked Estep Score: -5327785.500000 Penalty: 5271.758301 Iteration 20F: 3 clusters Score -5327786 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14236 members Mstep: Class 2 contains 27061 members Entering Unmasked Estep Score: -5327818.500000 Penalty: 5271.758301 Iteration 21Q: 3 clusters Score -5327818 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14025 members Mstep: Class 2 contains 27272 members Entering Unmasked Estep Score: -5327868.000000 Penalty: 5271.758301 Iteration 22Q: 3 clusters Score -5327868 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13799 members Mstep: Class 2 contains 27498 members Entering Unmasked Estep Score: -5327918.500000 Penalty: 5271.758301 Iteration 23Q: 3 clusters Score -5327918 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13573 members Mstep: Class 2 contains 27724 members Entering Unmasked Estep Score: -5327975.000000 Penalty: 5271.758301 Iteration 24Q: 3 clusters Score -5327975 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13357 members Mstep: Class 2 contains 27940 members Entering Unmasked Estep Score: -5328019.500000 Penalty: 5271.758301 Iteration 25Q: 3 clusters Score -5328020 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13138 members Mstep: Class 2 contains 28159 members Entering Unmasked Estep Score: -5328067.000000 Penalty: 5271.758301 Iteration 26Q: 3 clusters Score -5328067 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12935 members Mstep: Class 2 contains 28362 members Entering Unmasked Estep Score: -5328110.000000 Penalty: 5271.758301 Iteration 27Q: 3 clusters Score -5328110 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12716 members Mstep: Class 2 contains 28581 members Entering Unmasked Estep Score: -5328141.000000 Penalty: 5271.758301 Iteration 28Q: 3 clusters Score -5328141 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12489 members Mstep: Class 2 contains 28808 members Entering Unmasked Estep Score: -5328174.000000 Penalty: 5271.758301 Iteration 29Q: 3 clusters Score -5328174 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12265 members Mstep: Class 2 contains 29032 members Entering Unmasked Estep Score: -5328199.000000 Penalty: 5271.758301 Iteration 30Q: 3 clusters Score -5328199 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12026 members Mstep: Class 2 contains 29271 members Entering Unmasked Estep Score: -5328261.000000 Penalty: 5271.758301 Iteration 31Q: 3 clusters Score -5328261 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11739 members Mstep: Class 2 contains 29558 members Entering Unmasked Estep Score: -5328315.500000 Penalty: 5271.758301 Iteration 32Q: 3 clusters Score -5328316 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11455 members Mstep: Class 2 contains 29842 members Entering Unmasked Estep Score: -5328374.500000 Penalty: 5271.758301 Iteration 33Q: 3 clusters Score -5328374 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11163 members Mstep: Class 2 contains 30134 members Entering Unmasked Estep Score: -5328439.000000 Penalty: 5271.758301 Iteration 34Q: 3 clusters Score -5328439 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10874 members Mstep: Class 2 contains 30423 members Entering Unmasked Estep Score: -5328509.500000 Penalty: 5271.758301 Iteration 35Q: 3 clusters Score -5328510 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10578 members Mstep: Class 2 contains 30719 members Entering Unmasked Estep Score: -5328585.000000 Penalty: 5271.758301 Iteration 36Q: 3 clusters Score -5328585 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10301 members Mstep: Class 2 contains 30996 members Entering Unmasked Estep Score: -5328642.500000 Penalty: 5271.758301 Iteration 37Q: 3 clusters Score -5328642 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10037 members Mstep: Class 2 contains 31260 members Entering Unmasked Estep Score: -5328680.000000 Penalty: 5271.758301 Iteration 38Q: 3 clusters Score -5328680 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9805 members Mstep: Class 2 contains 31492 members Entering Unmasked Estep Score: -5328728.000000 Penalty: 5271.758301 Iteration 39Q: 3 clusters Score -5328728 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9572 members Mstep: Class 2 contains 31725 members Entering Unmasked Estep Score: -5328762.500000 Penalty: 5271.758301 Iteration 40F: 3 clusters Score -5328762 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9318 members Mstep: Class 2 contains 31979 members Entering Unmasked Estep Score: -5328819.000000 Penalty: 5271.758301 Iteration 41Q: 3 clusters Score -5328819 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9066 members Mstep: Class 2 contains 32231 members Entering Unmasked Estep Score: -5328865.500000 Penalty: 5271.758301 Iteration 42Q: 3 clusters Score -5328866 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8807 members Mstep: Class 2 contains 32490 members Entering Unmasked Estep Score: -5328919.000000 Penalty: 5271.758301 Iteration 43Q: 3 clusters Score -5328919 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8547 members Mstep: Class 2 contains 32750 members Entering Unmasked Estep Score: -5328975.500000 Penalty: 5271.758301 Iteration 44Q: 3 clusters Score -5328976 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8311 members Mstep: Class 2 contains 32986 members Entering Unmasked Estep Score: -5328991.000000 Penalty: 5271.758301 Iteration 45Q: 3 clusters Score -5328991 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8090 members Mstep: Class 2 contains 33207 members Entering Unmasked Estep Score: -5329036.500000 Penalty: 5271.758301 Iteration 46Q: 3 clusters Score -5329036 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7881 members Mstep: Class 2 contains 33416 members Entering Unmasked Estep Score: -5329084.500000 Penalty: 5271.758301 Iteration 47Q: 3 clusters Score -5329084 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7654 members Mstep: Class 2 contains 33643 members Entering Unmasked Estep Score: -5329142.500000 Penalty: 5271.758301 Iteration 48Q: 3 clusters Score -5329142 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7434 members Mstep: Class 2 contains 33863 members Entering Unmasked Estep Score: -5329203.000000 Penalty: 5271.758301 Iteration 49Q: 3 clusters Score -5329203 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7214 members Mstep: Class 2 contains 34083 members Entering Unmasked Estep Score: -5329229.500000 Penalty: 5271.758301 Iteration 50Q: 3 clusters Score -5329230 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7000 members Mstep: Class 2 contains 34297 members Entering Unmasked Estep Score: -5329265.000000 Penalty: 5271.758301 Iteration 51Q: 3 clusters Score -5329265 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6791 members Mstep: Class 2 contains 34506 members Entering Unmasked Estep Score: -5329322.000000 Penalty: 5271.758301 Iteration 52Q: 3 clusters Score -5329322 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6585 members Mstep: Class 2 contains 34712 members Entering Unmasked Estep Score: -5329354.000000 Penalty: 5271.758301 Iteration 53Q: 3 clusters Score -5329354 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6381 members Mstep: Class 2 contains 34916 members Entering Unmasked Estep Score: -5329391.500000 Penalty: 5271.758301 Iteration 54Q: 3 clusters Score -5329392 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6161 members Mstep: Class 2 contains 35136 members Entering Unmasked Estep Score: -5329465.000000 Penalty: 5271.758301 Iteration 55Q: 3 clusters Score -5329465 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5938 members Mstep: Class 2 contains 35359 members Entering Unmasked Estep Score: -5329524.500000 Penalty: 5271.758301 Iteration 56Q: 3 clusters Score -5329524 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5724 members Mstep: Class 2 contains 35573 members Entering Unmasked Estep Score: -5329579.000000 Penalty: 5271.758301 Iteration 57Q: 3 clusters Score -5329579 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5509 members Mstep: Class 2 contains 35788 members Entering Unmasked Estep Score: -5329604.500000 Penalty: 5271.758301 Iteration 58Q: 3 clusters Score -5329604 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5322 members Mstep: Class 2 contains 35975 members Entering Unmasked Estep Score: -5329657.500000 Penalty: 5271.758301 Iteration 59Q: 3 clusters Score -5329658 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5119 members Mstep: Class 2 contains 36178 members Entering Unmasked Estep Score: -5329687.000000 Penalty: 5271.758301 Iteration 60F: 3 clusters Score -5329687 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4921 members Mstep: Class 2 contains 36376 members Entering Unmasked Estep Score: -5329742.000000 Penalty: 5271.758301 Iteration 61Q: 3 clusters Score -5329742 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4727 members Mstep: Class 2 contains 36570 members Entering Unmasked Estep Score: -5329797.500000 Penalty: 5271.758301 Iteration 62Q: 3 clusters Score -5329798 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4546 members Mstep: Class 2 contains 36751 members Entering Unmasked Estep Score: -5329854.000000 Penalty: 5271.758301 Iteration 63Q: 3 clusters Score -5329854 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 36918 members Entering Unmasked Estep Score: -5329882.000000 Penalty: 5271.758301 Iteration 64Q: 3 clusters Score -5329882 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4216 members Mstep: Class 2 contains 37081 members Entering Unmasked Estep Score: -5329910.500000 Penalty: 5271.758301 Iteration 65Q: 3 clusters Score -5329910 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4052 members Mstep: Class 2 contains 37245 members Entering Unmasked Estep Score: -5329954.000000 Penalty: 5271.758301 Iteration 66Q: 3 clusters Score -5329954 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3869 members Mstep: Class 2 contains 37428 members Entering Unmasked Estep Score: -5329987.500000 Penalty: 5271.758301 Iteration 67Q: 3 clusters Score -5329988 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3672 members Mstep: Class 2 contains 37625 members Entering Unmasked Estep Score: -5330052.500000 Penalty: 5271.758301 Iteration 68Q: 3 clusters Score -5330052 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 37819 members Entering Unmasked Estep Score: -5330118.500000 Penalty: 5271.758301 Iteration 69Q: 3 clusters Score -5330118 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3286 members Mstep: Class 2 contains 38011 members Entering Unmasked Estep Score: -5330176.000000 Penalty: 5271.758301 Iteration 70Q: 3 clusters Score -5330176 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3083 members Mstep: Class 2 contains 38214 members Entering Unmasked Estep Score: -5330257.500000 Penalty: 5271.758301 Iteration 71Q: 3 clusters Score -5330258 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2875 members Mstep: Class 2 contains 38422 members Entering Unmasked Estep Score: -5330306.000000 Penalty: 5271.758301 Iteration 72Q: 3 clusters Score -5330306 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 38614 members Entering Unmasked Estep Score: -5330379.500000 Penalty: 5271.758301 Iteration 73Q: 3 clusters Score -5330380 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 38802 members Entering Unmasked Estep Score: -5330439.500000 Penalty: 5271.758301 Iteration 74Q: 3 clusters Score -5330440 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 38973 members Entering Unmasked Estep Score: -5330513.000000 Penalty: 5271.758301 Iteration 75Q: 3 clusters Score -5330513 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2156 members Mstep: Class 2 contains 39141 members Entering Unmasked Estep Score: -5330593.000000 Penalty: 5271.758301 Iteration 76Q: 3 clusters Score -5330593 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1997 members Mstep: Class 2 contains 39300 members Entering Unmasked Estep Score: -5330666.000000 Penalty: 5271.758301 Iteration 77Q: 3 clusters Score -5330666 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 39444 members Entering Unmasked Estep Score: -5330745.000000 Penalty: 5271.758301 Iteration 78Q: 3 clusters Score -5330745 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 39589 members Entering Unmasked Estep Score: -5330795.500000 Penalty: 5271.758301 Iteration 79Q: 3 clusters Score -5330796 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1575 members Mstep: Class 2 contains 39722 members Entering Unmasked Estep Score: -5330865.500000 Penalty: 5271.758301 Iteration 80F: 3 clusters Score -5330866 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 39823 members Entering Unmasked Estep Score: -5330907.000000 Penalty: 5271.758301 Iteration 81Q: 3 clusters Score -5330907 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 39920 members Entering Unmasked Estep Score: -5330945.000000 Penalty: 5271.758301 Iteration 82Q: 3 clusters Score -5330945 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 40006 members Entering Unmasked Estep Score: -5330988.000000 Penalty: 5271.758301 Iteration 83Q: 3 clusters Score -5330988 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 40085 members Entering Unmasked Estep Score: -5331030.500000 Penalty: 5271.758301 Iteration 84Q: 3 clusters Score -5331030 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 40166 members Entering Unmasked Estep Score: -5331069.500000 Penalty: 5271.758301 Iteration 85Q: 3 clusters Score -5331070 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 40235 members Entering Unmasked Estep Score: -5331112.000000 Penalty: 5271.758301 Iteration 86Q: 3 clusters Score -5331112 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 40304 members Entering Unmasked Estep Score: -5331157.500000 Penalty: 5271.758301 Iteration 87Q: 3 clusters Score -5331158 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 40362 members Entering Unmasked Estep Score: -5331195.500000 Penalty: 5271.758301 Iteration 88Q: 3 clusters Score -5331196 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 40407 members Entering Unmasked Estep Score: -5331220.500000 Penalty: 5271.758301 Iteration 89Q: 3 clusters Score -5331220 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 40442 members Entering Unmasked Estep Score: -5331244.500000 Penalty: 5271.758301 Iteration 90Q: 3 clusters Score -5331244 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 40487 members Entering Unmasked Estep Score: -5331270.000000 Penalty: 5271.758301 Iteration 91Q: 3 clusters Score -5331270 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 40527 members Entering Unmasked Estep Score: -5331291.000000 Penalty: 5271.758301 Iteration 92Q: 3 clusters Score -5331291 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 40553 members Entering Unmasked Estep Score: -5331305.500000 Penalty: 5271.758301 Iteration 93Q: 3 clusters Score -5331306 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 40572 members Entering Unmasked Estep Score: -5331314.000000 Penalty: 5271.758301 Iteration 94Q: 3 clusters Score -5331314 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 40584 members Entering Unmasked Estep Score: -5331326.500000 Penalty: 5271.758301 Iteration 95Q: 3 clusters Score -5331326 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 40597 members Entering Unmasked Estep Score: -5331336.000000 Penalty: 5271.758301 Iteration 96Q: 3 clusters Score -5331336 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 40612 members Entering Unmasked Estep Score: 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Entering Unmasked Estep Score: -5331374.500000 Penalty: 5271.758301 Iteration 105Q: 3 clusters Score -5331374 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 40650 members Entering Unmasked Estep Score: -5331375.500000 Penalty: 5271.758301 Iteration 106Q: 3 clusters Score -5331376 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 40653 members Entering Unmasked Estep Score: -5331372.000000 Penalty: 5271.758301 Iteration 107Q: 3 clusters Score -5331372 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 40655 members Entering Unmasked Estep Score: -5331378.000000 Penalty: 5271.758301 Iteration 108Q: 3 clusters Score -5331378 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 40658 members Entering Unmasked Estep Score: -5331379.000000 Penalty: 5271.758301 Iteration 109Q: 3 clusters Score -5331379 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 40658 members Entering Unmasked Estep Score: -5331379.000000 Penalty: 5271.758301 Iteration 110F: 3 clusters Score -5331379 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Entering Unmasked Estep Score: -273106.937500 Penalty: 1913.571777 Iteration 0F: 2 clusters Score -273106.9 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 1106 members Entering Unmasked Estep Score: -270324.218750 Penalty: 3827.143555 Iteration 0F: 3 clusters Score -270324.2 nChanged 757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -270888.562500 Penalty: 3827.143555 Iteration 1F: 3 clusters Score -270888.6 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1021 members Entering Unmasked Estep Score: -271114.281250 Penalty: 3827.143555 Iteration 2F: 3 clusters Score -271114.3 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -271300.281250 Penalty: 3827.143555 Iteration 3F: 3 clusters Score -271300.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -271453.656250 Penalty: 3827.143555 Iteration 4F: 3 clusters Score -271453.7 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -271553.218750 Penalty: 3827.143555 Iteration 5Q: 3 clusters Score -271553.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -271629.656250 Penalty: 3827.143555 Iteration 6Q: 3 clusters Score -271629.7 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 941 members Entering Unmasked Estep Score: -271704.343750 Penalty: 3827.143555 Iteration 7Q: 3 clusters Score -271704.3 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -271783.437500 Penalty: 3827.143555 Iteration 8Q: 3 clusters Score -271783.4 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -271847.812500 Penalty: 3827.143555 Iteration 9Q: 3 clusters Score -271847.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -271906.968750 Penalty: 3827.143555 Iteration 10Q: 3 clusters Score -271907 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1302 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -271953.875000 Penalty: 3827.143555 Iteration 11Q: 3 clusters Score -271953.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -271987.281250 Penalty: 3827.143555 Iteration 12Q: 3 clusters Score -271987.3 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -272017.531250 Penalty: 3827.143555 Iteration 13Q: 3 clusters Score -272017.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1262 members Mstep: Class 2 contains 982 members Entering Unmasked Estep Score: -272053.625000 Penalty: 3827.143555 Iteration 14Q: 3 clusters Score -272053.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1255 members Mstep: Class 2 contains 989 members Entering Unmasked Estep Score: -272076.125000 Penalty: 3827.143555 Iteration 15Q: 3 clusters Score -272076.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -272096.718750 Penalty: 3827.143555 Iteration 16Q: 3 clusters Score -272096.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -272124.218750 Penalty: 3827.143555 Iteration 17Q: 3 clusters Score -272124.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -272151.031250 Penalty: 3827.143555 Iteration 18Q: 3 clusters Score -272151 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -272177.968750 Penalty: 3827.143555 Iteration 19Q: 3 clusters Score -272178 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1040 members Entering Unmasked Estep Score: -272196.937500 Penalty: 3827.143555 Iteration 20F: 3 clusters Score -272196.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -272207.687500 Penalty: 3827.143555 Iteration 21Q: 3 clusters Score -272207.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -272220.031250 Penalty: 3827.143555 Iteration 22Q: 3 clusters Score -272220 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 1060 members Entering Unmasked Estep Score: -272229.187500 Penalty: 3827.143555 Iteration 23Q: 3 clusters Score -272229.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -272237.562500 Penalty: 3827.143555 Iteration 24Q: 3 clusters Score -272237.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -272243.406250 Penalty: 3827.143555 Iteration 25Q: 3 clusters Score -272243.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -272245.500000 Penalty: 3827.143555 Iteration 26Q: 3 clusters Score -272245.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -272246.375000 Penalty: 3827.143555 Iteration 27Q: 3 clusters Score -272246.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1076 members Entering Unmasked Estep Score: -272246.375000 Penalty: 3827.143555 Iteration 28F: 3 clusters Score -272246.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (7564 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7564 members Entering Unmasked Estep Score: -966474.312500 Penalty: 2214.926514 Iteration 0F: 2 clusters Score -966474.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3767 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -960406.125000 Penalty: 4429.853027 Iteration 0F: 3 clusters Score -960406.1 nChanged 3048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3683 members Mstep: Class 2 contains 3881 members Entering Unmasked Estep Score: -962012.375000 Penalty: 4429.853027 Iteration 1F: 3 clusters Score -962012.4 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3608 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -962259.937500 Penalty: 4429.853027 Iteration 2F: 3 clusters Score -962259.9 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -962404.375000 Penalty: 4429.853027 Iteration 3Q: 3 clusters Score -962404.4 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3488 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -962517.937500 Penalty: 4429.853027 Iteration 4Q: 3 clusters Score -962517.9 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3433 members Mstep: Class 2 contains 4131 members Entering Unmasked Estep Score: -962598.125000 Penalty: 4429.853027 Iteration 5Q: 3 clusters Score -962598.1 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3367 members Mstep: Class 2 contains 4197 members Entering Unmasked Estep Score: -962676.562500 Penalty: 4429.853027 Iteration 6Q: 3 clusters Score -962676.6 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3321 members Mstep: Class 2 contains 4243 members Entering Unmasked Estep Score: -962749.562500 Penalty: 4429.853027 Iteration 7Q: 3 clusters Score -962749.6 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3264 members Mstep: Class 2 contains 4300 members Entering Unmasked Estep Score: -962817.812500 Penalty: 4429.853027 Iteration 8Q: 3 clusters Score -962817.8 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3207 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -962875.000000 Penalty: 4429.853027 Iteration 9Q: 3 clusters Score -962875 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3148 members Mstep: Class 2 contains 4416 members Entering Unmasked Estep Score: -962924.937500 Penalty: 4429.853027 Iteration 10Q: 3 clusters Score -962924.9 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3084 members Mstep: Class 2 contains 4480 members Entering Unmasked Estep Score: -962982.125000 Penalty: 4429.853027 Iteration 11Q: 3 clusters Score -962982.1 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -963042.250000 Penalty: 4429.853027 Iteration 12Q: 3 clusters Score -963042.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 4637 members Entering Unmasked Estep Score: -963097.187500 Penalty: 4429.853027 Iteration 13Q: 3 clusters Score -963097.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2838 members Mstep: Class 2 contains 4726 members Entering Unmasked Estep Score: -963168.062500 Penalty: 4429.853027 Iteration 14Q: 3 clusters Score -963168.1 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 4820 members Entering Unmasked Estep Score: -963250.812500 Penalty: 4429.853027 Iteration 15Q: 3 clusters Score -963250.8 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 4925 members Entering Unmasked Estep Score: -963343.812500 Penalty: 4429.853027 Iteration 16Q: 3 clusters Score -963343.8 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 5058 members Entering Unmasked Estep Score: -963444.812500 Penalty: 4429.853027 Iteration 17Q: 3 clusters Score -963444.8 nChanged 196 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2370 members Mstep: Class 2 contains 5194 members Entering Unmasked Estep Score: -963550.562500 Penalty: 4429.853027 Iteration 18Q: 3 clusters Score -963550.6 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2242 members Mstep: Class 2 contains 5322 members Entering Unmasked Estep Score: -963637.250000 Penalty: 4429.853027 Iteration 19Q: 3 clusters Score -963637.2 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2134 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -963722.687500 Penalty: 4429.853027 Iteration 20F: 3 clusters Score -963722.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 5533 members Entering Unmasked Estep Score: -963824.875000 Penalty: 4429.853027 Iteration 21Q: 3 clusters Score -963824.9 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -963941.812500 Penalty: 4429.853027 Iteration 22Q: 3 clusters Score -963941.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 5733 members Entering Unmasked Estep Score: -964085.500000 Penalty: 4429.853027 Iteration 23Q: 3 clusters Score -964085.5 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1749 members Mstep: Class 2 contains 5815 members Entering Unmasked Estep Score: -964209.625000 Penalty: 4429.853027 Iteration 24Q: 3 clusters Score -964209.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 5888 members Entering Unmasked Estep Score: -964314.250000 Penalty: 4429.853027 Iteration 25Q: 3 clusters Score -964314.2 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 5951 members Entering Unmasked Estep Score: -964376.687500 Penalty: 4429.853027 Iteration 26Q: 3 clusters Score -964376.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 6012 members Entering Unmasked Estep Score: -964430.437500 Penalty: 4429.853027 Iteration 27Q: 3 clusters Score -964430.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 6063 members Entering Unmasked Estep Score: -964474.562500 Penalty: 4429.853027 Iteration 28Q: 3 clusters Score -964474.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 6097 members Entering Unmasked Estep Score: -964504.625000 Penalty: 4429.853027 Iteration 29Q: 3 clusters Score -964504.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 6124 members Entering Unmasked Estep Score: -964530.437500 Penalty: 4429.853027 Iteration 30Q: 3 clusters Score -964530.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 6151 members Entering Unmasked Estep Score: -964550.000000 Penalty: 4429.853027 Iteration 31Q: 3 clusters Score -964550 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 6173 members Entering Unmasked Estep Score: -964566.875000 Penalty: 4429.853027 Iteration 32Q: 3 clusters Score -964566.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 6192 members Entering Unmasked Estep Score: -964584.000000 Penalty: 4429.853027 Iteration 33Q: 3 clusters Score -964584 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 6211 members Entering Unmasked Estep Score: -964599.062500 Penalty: 4429.853027 Iteration 34Q: 3 clusters Score -964599.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 6225 members Entering Unmasked Estep Score: -964607.312500 Penalty: 4429.853027 Iteration 35Q: 3 clusters Score -964607.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 6242 members Entering Unmasked Estep Score: -964615.312500 Penalty: 4429.853027 Iteration 36Q: 3 clusters Score -964615.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 6248 members Entering Unmasked Estep Score: -964618.250000 Penalty: 4429.853027 Iteration 37Q: 3 clusters Score -964618.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 6250 members Entering Unmasked Estep Score: -964619.312500 Penalty: 4429.853027 Iteration 38Q: 3 clusters Score -964619.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 6254 members Entering Unmasked Estep Score: -964621.562500 Penalty: 4429.853027 Iteration 39Q: 3 clusters Score -964621.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 6258 members Entering Unmasked Estep Score: -964622.437500 Penalty: 4429.853027 Iteration 40F: 3 clusters Score -964622.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1303 members Mstep: Class 2 contains 6261 members Entering Unmasked Estep Score: -964622.000000 Penalty: 4429.853027 Iteration 41Q: 3 clusters Score -964622 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 6265 members Entering Unmasked Estep Score: -964624.687500 Penalty: 4429.853027 Iteration 42Q: 3 clusters Score -964624.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 6269 members Entering Unmasked Estep Score: -964626.875000 Penalty: 4429.853027 Iteration 43Q: 3 clusters Score -964626.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -964626.187500 Penalty: 4429.853027 Iteration 44Q: 3 clusters Score -964626.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 6275 members Entering Unmasked Estep Score: -964628.562500 Penalty: 4429.853027 Iteration 45Q: 3 clusters Score -964628.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 6278 members Entering Unmasked Estep Score: -964631.125000 Penalty: 4429.853027 Iteration 46Q: 3 clusters Score -964631.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 6278 members Entering Unmasked Estep Score: -964632.750000 Penalty: 4429.853027 Iteration 47Q: 3 clusters Score -964632.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1285 members Mstep: Class 2 contains 6279 members Entering Unmasked Estep Score: -964631.937500 Penalty: 4429.853027 Iteration 48Q: 3 clusters Score -964631.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 6281 members Entering Unmasked Estep Score: -964633.937500 Penalty: 4429.853027 Iteration 49Q: 3 clusters Score -964633.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1281 members Mstep: Class 2 contains 6283 members Entering Unmasked Estep Score: -964634.062500 Penalty: 4429.853027 Iteration 50Q: 3 clusters Score -964634.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 6285 members Entering Unmasked Estep Score: -964634.000000 Penalty: 4429.853027 Iteration 51Q: 3 clusters Score -964634 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 6286 members Entering Unmasked Estep Score: -964634.687500 Penalty: 4429.853027 Iteration 52Q: 3 clusters Score -964634.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 6288 members Entering Unmasked Estep Score: -964634.437500 Penalty: 4429.853027 Iteration 53Q: 3 clusters Score -964634.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -964636.437500 Penalty: 4429.853027 Iteration 54Q: 3 clusters Score -964636.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 6289 members Entering Unmasked Estep Score: -964636.437500 Penalty: 4429.853027 Iteration 55F: 3 clusters Score -964636.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Entering Unmasked Estep Score: -48422.792969 Penalty: 1514.541626 Iteration 0F: 2 clusters Score -48422.79 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 229 members Entering Unmasked Estep Score: -47017.351562 Penalty: 3029.083252 Iteration 0F: 3 clusters Score -47017.35 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -47269.335938 Penalty: 3029.083252 Iteration 1F: 3 clusters Score -47269.34 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -47359.550781 Penalty: 3029.083252 Iteration 2F: 3 clusters Score -47359.55 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -47468.058594 Penalty: 3029.083252 Iteration 3F: 3 clusters Score -47468.06 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -47579.113281 Penalty: 3029.083252 Iteration 4Q: 3 clusters Score -47579.11 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -47698.902344 Penalty: 3029.083252 Iteration 5Q: 3 clusters Score -47698.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -47726.875000 Penalty: 3029.083252 Iteration 6Q: 3 clusters Score -47726.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -47764.113281 Penalty: 3029.083252 Iteration 7Q: 3 clusters Score -47764.11 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -47797.285156 Penalty: 3029.083252 Iteration 8Q: 3 clusters Score -47797.29 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -47849.957031 Penalty: 3029.083252 Iteration 9Q: 3 clusters Score -47849.96 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -47905.312500 Penalty: 3029.083252 Iteration 10Q: 3 clusters Score -47905.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -47935.050781 Penalty: 3029.083252 Iteration 11Q: 3 clusters Score -47935.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -47955.570312 Penalty: 3029.083252 Iteration 12Q: 3 clusters Score -47955.57 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -47967.546875 Penalty: 3029.083252 Iteration 13Q: 3 clusters Score -47967.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -47987.859375 Penalty: 3029.083252 Iteration 14Q: 3 clusters Score -47987.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -47999.835938 Penalty: 3029.083252 Iteration 15Q: 3 clusters Score -47999.84 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -48008.402344 Penalty: 3029.083252 Iteration 16Q: 3 clusters Score -48008.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -48036.300781 Penalty: 3029.083252 Iteration 17Q: 3 clusters Score -48036.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 170 members Entering Unmasked Estep Score: -48057.234375 Penalty: 3029.083252 Iteration 18Q: 3 clusters Score -48057.23 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -48089.785156 Penalty: 3029.083252 Iteration 19Q: 3 clusters Score -48089.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -48094.570312 Penalty: 3029.083252 Iteration 20F: 3 clusters Score -48094.57 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -48108.804688 Penalty: 3029.083252 Iteration 21Q: 3 clusters Score -48108.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -48125.746094 Penalty: 3029.083252 Iteration 22Q: 3 clusters Score -48125.75 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -48136.789062 Penalty: 3029.083252 Iteration 23Q: 3 clusters Score -48136.79 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -48136.789062 Penalty: 3029.083252 Iteration 24F: 3 clusters Score -48136.79 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (693 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Entering Unmasked Estep Score: -77723.968750 Penalty: 1622.175415 Iteration 0F: 2 clusters Score -77723.97 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 349 members Entering Unmasked Estep Score: -76112.460938 Penalty: 3244.350830 Iteration 0F: 3 clusters Score -76112.46 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -76346.773438 Penalty: 3244.350830 Iteration 1F: 3 clusters Score -76346.77 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 353 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -76427.351562 Penalty: 3244.350830 Iteration 2F: 3 clusters Score -76427.35 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -76471.265625 Penalty: 3244.350830 Iteration 3Q: 3 clusters Score -76471.27 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 368 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -76505.890625 Penalty: 3244.350830 Iteration 4Q: 3 clusters Score -76505.89 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -76534.804688 Penalty: 3244.350830 Iteration 5Q: 3 clusters Score -76534.8 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -76555.179688 Penalty: 3244.350830 Iteration 6Q: 3 clusters Score -76555.18 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -76564.765625 Penalty: 3244.350830 Iteration 7Q: 3 clusters Score -76564.77 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -76572.656250 Penalty: 3244.350830 Iteration 8Q: 3 clusters Score -76572.66 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -76583.250000 Penalty: 3244.350830 Iteration 9Q: 3 clusters Score -76583.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -76585.906250 Penalty: 3244.350830 Iteration 10Q: 3 clusters Score -76585.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -76585.906250 Penalty: 3244.350830 Iteration 11F: 3 clusters Score -76585.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (169316 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169316 members Entering Unmasked Estep Score: -21352084.000000 Penalty: 2985.801514 Iteration 0F: 2 clusters Score -2.135208e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84820 members Mstep: Class 2 contains 84496 members Entering Unmasked Estep Score: -21238988.000000 Penalty: 5971.603027 Iteration 0F: 3 clusters Score -2.123899e+07 nChanged 81103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87759 members Mstep: Class 2 contains 81557 members Entering Unmasked Estep Score: -21286310.000000 Penalty: 5971.603027 Iteration 1F: 3 clusters Score -2.128631e+07 nChanged 5199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89564 members Mstep: Class 2 contains 79752 members Entering Unmasked Estep Score: -21287700.000000 Penalty: 5971.603027 Iteration 2Q: 3 clusters Score -2.12877e+07 nChanged 5709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92193 members Mstep: Class 2 contains 77123 members Entering Unmasked Estep Score: -21289414.000000 Penalty: 5971.603027 Iteration 3Q: 3 clusters Score -2.128941e+07 nChanged 6484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96137 members Mstep: Class 2 contains 73179 members Entering Unmasked Estep Score: -21291850.000000 Penalty: 5971.603027 Iteration 4Q: 3 clusters Score -2.129185e+07 nChanged 7807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101850 members Mstep: Class 2 contains 67466 members Entering Unmasked Estep Score: -21295576.000000 Penalty: 5971.603027 Iteration 5Q: 3 clusters Score -2.129558e+07 nChanged 9757 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109977 members Mstep: Class 2 contains 59339 members Entering Unmasked Estep Score: -21301350.000000 Penalty: 5971.603027 Iteration 6F: 3 clusters Score -2.130135e+07 nChanged 11863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 120726 members Mstep: Class 2 contains 48590 members Entering Unmasked Estep Score: -21310114.000000 Penalty: 5971.603027 Iteration 7F: 3 clusters Score -2.131011e+07 nChanged 13187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 133285 members Mstep: Class 2 contains 36031 members Entering Unmasked Estep Score: -21321162.000000 Penalty: 5971.603027 Iteration 8F: 3 clusters Score -2.132116e+07 nChanged 12276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 145307 members Mstep: Class 2 contains 24009 members Entering Unmasked Estep Score: -21332402.000000 Penalty: 5971.603027 Iteration 9F: 3 clusters Score -2.13324e+07 nChanged 9157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154370 members Mstep: Class 2 contains 14946 members Entering Unmasked Estep Score: -21341094.000000 Penalty: 5971.603027 Iteration 10F: 3 clusters Score -2.134109e+07 nChanged 5457 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 159723 members Mstep: Class 2 contains 9593 members Entering Unmasked Estep Score: -21346086.000000 Penalty: 5971.603027 Iteration 11Q: 3 clusters Score -2.134609e+07 nChanged 2896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162473 members Mstep: Class 2 contains 6843 members Entering Unmasked Estep Score: -21348534.000000 Penalty: 5971.603027 Iteration 12Q: 3 clusters Score -2.134853e+07 nChanged 1599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163904 members Mstep: Class 2 contains 5412 members Entering Unmasked Estep Score: -21349774.000000 Penalty: 5971.603027 Iteration 13Q: 3 clusters Score -2.134977e+07 nChanged 974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164722 members Mstep: Class 2 contains 4594 members Entering Unmasked Estep Score: -21350532.000000 Penalty: 5971.603027 Iteration 14Q: 3 clusters Score -2.135053e+07 nChanged 607 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165201 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -21350924.000000 Penalty: 5971.603027 Iteration 15Q: 3 clusters Score -2.135092e+07 nChanged 421 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165510 members Mstep: Class 2 contains 3806 members Entering Unmasked Estep Score: -21351156.000000 Penalty: 5971.603027 Iteration 16Q: 3 clusters Score -2.135116e+07 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165705 members Mstep: Class 2 contains 3611 members Entering Unmasked Estep Score: -21351228.000000 Penalty: 5971.603027 Iteration 17Q: 3 clusters Score -2.135123e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165827 members Mstep: Class 2 contains 3489 members Entering Unmasked Estep Score: -21351338.000000 Penalty: 5971.603027 Iteration 18Q: 3 clusters Score -2.135134e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165915 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -21351338.000000 Penalty: 5971.603027 Iteration 19Q: 3 clusters Score -2.135134e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165973 members Mstep: Class 2 contains 3343 members Entering Unmasked Estep Score: -21351330.000000 Penalty: 5971.603027 Iteration 20F: 3 clusters Score -2.135133e+07 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166031 members Mstep: Class 2 contains 3285 members Entering Unmasked Estep Score: -21351344.000000 Penalty: 5971.603027 Iteration 21Q: 3 clusters Score -2.135134e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166071 members Mstep: Class 2 contains 3245 members Entering Unmasked Estep Score: -21351356.000000 Penalty: 5971.603027 Iteration 22Q: 3 clusters Score -2.135136e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166083 members Mstep: Class 2 contains 3233 members Entering Unmasked Estep Score: -21351356.000000 Penalty: 5971.603027 Iteration 23Q: 3 clusters Score -2.135136e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166102 members Mstep: Class 2 contains 3214 members Entering Unmasked Estep Score: -21351386.000000 Penalty: 5971.603027 Iteration 24Q: 3 clusters Score -2.135139e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166111 members Mstep: Class 2 contains 3205 members Entering Unmasked Estep Score: -21351372.000000 Penalty: 5971.603027 Iteration 25Q: 3 clusters Score -2.135137e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166120 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -21351378.000000 Penalty: 5971.603027 Iteration 26Q: 3 clusters Score -2.135138e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166120 members Mstep: Class 2 contains 3196 members Entering Unmasked Estep Score: -21351376.000000 Penalty: 5971.603027 Iteration 27Q: 3 clusters Score -2.135138e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166127 members Mstep: Class 2 contains 3189 members Entering Unmasked Estep Score: -21351378.000000 Penalty: 5971.603027 Iteration 28Q: 3 clusters Score -2.135138e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166134 members Mstep: Class 2 contains 3182 members Entering Unmasked Estep Score: -21351372.000000 Penalty: 5971.603027 Iteration 29Q: 3 clusters Score -2.135137e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166140 members Mstep: Class 2 contains 3176 members Entering Unmasked Estep Score: -21351358.000000 Penalty: 5971.603027 Iteration 30Q: 3 clusters Score -2.135136e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166143 members Mstep: Class 2 contains 3173 members Entering Unmasked Estep Score: -21351366.000000 Penalty: 5971.603027 Iteration 31Q: 3 clusters Score -2.135137e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166144 members Mstep: Class 2 contains 3172 members Entering Unmasked Estep Score: -21351356.000000 Penalty: 5971.603027 Iteration 32Q: 3 clusters Score -2.135136e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166146 members Mstep: Class 2 contains 3170 members Entering Unmasked Estep Score: -21351364.000000 Penalty: 5971.603027 Iteration 33Q: 3 clusters Score -2.135136e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166147 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -21351362.000000 Penalty: 5971.603027 Iteration 34Q: 3 clusters Score -2.135136e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166147 members Mstep: Class 2 contains 3169 members Entering Unmasked Estep Score: -21351362.000000 Penalty: 5971.603027 Iteration 35F: 3 clusters Score -2.135136e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Entering Unmasked Estep Score: -49802.070312 Penalty: 1517.833740 Iteration 0F: 2 clusters Score -49802.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -48371.746094 Penalty: 3035.667480 Iteration 0F: 3 clusters Score -48371.75 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -48587.734375 Penalty: 3035.667480 Iteration 1F: 3 clusters Score -48587.73 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -48675.261719 Penalty: 3035.667480 Iteration 2F: 3 clusters Score -48675.26 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -48704.351562 Penalty: 3035.667480 Iteration 3Q: 3 clusters Score -48704.35 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -48724.828125 Penalty: 3035.667480 Iteration 4Q: 3 clusters Score -48724.83 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -48737.562500 Penalty: 3035.667480 Iteration 5Q: 3 clusters Score -48737.56 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -48774.074219 Penalty: 3035.667480 Iteration 6Q: 3 clusters Score -48774.07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -48822.242188 Penalty: 3035.667480 Iteration 7Q: 3 clusters Score -48822.24 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -48903.906250 Penalty: 3035.667480 Iteration 8Q: 3 clusters Score -48903.91 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -49035.511719 Penalty: 3035.667480 Iteration 9Q: 3 clusters Score -49035.51 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -49121.082031 Penalty: 3035.667480 Iteration 10Q: 3 clusters Score -49121.08 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -49191.691406 Penalty: 3035.667480 Iteration 11Q: 3 clusters Score -49191.69 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -49218.257812 Penalty: 3035.667480 Iteration 12Q: 3 clusters Score -49218.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -49238.894531 Penalty: 3035.667480 Iteration 13Q: 3 clusters Score -49238.89 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -49260.343750 Penalty: 3035.667480 Iteration 14Q: 3 clusters Score -49260.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -49275.503906 Penalty: 3035.667480 Iteration 15Q: 3 clusters Score -49275.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -49304.812500 Penalty: 3035.667480 Iteration 16Q: 3 clusters Score -49304.81 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -49319.046875 Penalty: 3035.667480 Iteration 17Q: 3 clusters Score -49319.05 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -49328.488281 Penalty: 3035.667480 Iteration 18Q: 3 clusters Score -49328.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -49340.132812 Penalty: 3035.667480 Iteration 19Q: 3 clusters Score -49340.13 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -49354.753906 Penalty: 3035.667480 Iteration 20F: 3 clusters Score -49354.75 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -49363.632812 Penalty: 3035.667480 Iteration 21Q: 3 clusters Score -49363.63 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -49363.632812 Penalty: 3035.667480 Iteration 22F: 3 clusters Score -49363.63 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2987 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Entering Unmasked Estep Score: -384301.531250 Penalty: 1984.502075 Iteration 0F: 2 clusters Score -384301.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 1477 members Entering Unmasked Estep Score: -381049.125000 Penalty: 3969.004150 Iteration 0F: 3 clusters Score -381049.1 nChanged 1031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -381687.062500 Penalty: 3969.004150 Iteration 1F: 3 clusters Score -381687.1 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -381818.062500 Penalty: 3969.004150 Iteration 2F: 3 clusters Score -381818.1 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1529 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -381901.062500 Penalty: 3969.004150 Iteration 3Q: 3 clusters Score -381901.1 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1466 members Entering Unmasked Estep Score: -381957.500000 Penalty: 3969.004150 Iteration 4Q: 3 clusters Score -381957.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -381993.718750 Penalty: 3969.004150 Iteration 5Q: 3 clusters Score -381993.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1504 members Mstep: Class 2 contains 1483 members Entering Unmasked Estep Score: -382027.718750 Penalty: 3969.004150 Iteration 6Q: 3 clusters Score -382027.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -382067.843750 Penalty: 3969.004150 Iteration 7Q: 3 clusters Score -382067.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1497 members Mstep: Class 2 contains 1490 members Entering Unmasked Estep Score: -382107.500000 Penalty: 3969.004150 Iteration 8Q: 3 clusters Score -382107.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -382156.312500 Penalty: 3969.004150 Iteration 9Q: 3 clusters Score -382156.3 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -382225.875000 Penalty: 3969.004150 Iteration 10Q: 3 clusters Score -382225.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -382286.156250 Penalty: 3969.004150 Iteration 11Q: 3 clusters Score -382286.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1446 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -382356.562500 Penalty: 3969.004150 Iteration 12Q: 3 clusters Score -382356.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1417 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -382442.125000 Penalty: 3969.004150 Iteration 13Q: 3 clusters Score -382442.1 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -382533.156250 Penalty: 3969.004150 Iteration 14Q: 3 clusters Score -382533.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -382627.812500 Penalty: 3969.004150 Iteration 15Q: 3 clusters Score -382627.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1273 members Mstep: Class 2 contains 1714 members Entering Unmasked Estep Score: -382726.000000 Penalty: 3969.004150 Iteration 16Q: 3 clusters Score -382726 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1767 members Entering Unmasked Estep Score: -382823.468750 Penalty: 3969.004150 Iteration 17Q: 3 clusters Score -382823.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -382909.500000 Penalty: 3969.004150 Iteration 18Q: 3 clusters Score -382909.5 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 1859 members Entering Unmasked Estep Score: -382956.625000 Penalty: 3969.004150 Iteration 19Q: 3 clusters Score -382956.6 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 1895 members Entering Unmasked Estep Score: -382988.437500 Penalty: 3969.004150 Iteration 20F: 3 clusters Score -382988.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -383003.000000 Penalty: 3969.004150 Iteration 21Q: 3 clusters Score -383003 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 1919 members Entering Unmasked Estep Score: -383010.781250 Penalty: 3969.004150 Iteration 22Q: 3 clusters Score -383010.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -383021.156250 Penalty: 3969.004150 Iteration 23Q: 3 clusters Score -383021.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -383031.812500 Penalty: 3969.004150 Iteration 24Q: 3 clusters Score -383031.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -383043.375000 Penalty: 3969.004150 Iteration 25Q: 3 clusters Score -383043.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -383049.906250 Penalty: 3969.004150 Iteration 26Q: 3 clusters Score -383049.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1955 members Entering Unmasked Estep Score: -383054.718750 Penalty: 3969.004150 Iteration 27Q: 3 clusters Score -383054.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -383058.843750 Penalty: 3969.004150 Iteration 28Q: 3 clusters Score -383058.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1957 members Entering Unmasked Estep Score: -383063.375000 Penalty: 3969.004150 Iteration 29Q: 3 clusters Score -383063.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1025 members Mstep: Class 2 contains 1962 members Entering Unmasked Estep Score: -383065.937500 Penalty: 3969.004150 Iteration 30Q: 3 clusters Score -383065.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 1963 members Entering Unmasked Estep Score: -383067.062500 Penalty: 3969.004150 Iteration 31Q: 3 clusters Score -383067.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 1964 members Entering Unmasked Estep Score: -383068.468750 Penalty: 3969.004150 Iteration 32Q: 3 clusters Score -383068.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 1966 members Entering Unmasked Estep Score: -383069.250000 Penalty: 3969.004150 Iteration 33Q: 3 clusters Score -383069.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 1968 members Entering Unmasked Estep Score: -383070.437500 Penalty: 3969.004150 Iteration 34Q: 3 clusters Score -383070.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -383070.718750 Penalty: 3969.004150 Iteration 35Q: 3 clusters Score -383070.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1017 members Mstep: Class 2 contains 1970 members Entering Unmasked Estep Score: -383070.656250 Penalty: 3969.004150 Iteration 36Q: 3 clusters Score -383070.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -383071.281250 Penalty: 3969.004150 Iteration 37Q: 3 clusters Score -383071.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1016 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -383071.281250 Penalty: 3969.004150 Iteration 38F: 3 clusters Score -383071.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (15198 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15198 members Entering Unmasked Estep Score: -1954178.375000 Penalty: 2387.971924 Iteration 0F: 2 clusters Score -1954178 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7594 members Mstep: Class 2 contains 7604 members Entering Unmasked Estep Score: -1943180.000000 Penalty: 4775.943848 Iteration 0F: 3 clusters Score -1943180 nChanged 6449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7553 members Mstep: Class 2 contains 7645 members Entering Unmasked Estep Score: -1946655.625000 Penalty: 4775.943848 Iteration 1F: 3 clusters Score -1946656 nChanged 805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7496 members Mstep: Class 2 contains 7702 members Entering Unmasked Estep Score: -1946970.125000 Penalty: 4775.943848 Iteration 2F: 3 clusters Score -1946970 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7386 members Mstep: Class 2 contains 7812 members Entering Unmasked Estep Score: -1947220.375000 Penalty: 4775.943848 Iteration 3Q: 3 clusters Score -1947220 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7274 members Mstep: Class 2 contains 7924 members Entering Unmasked Estep Score: -1947422.875000 Penalty: 4775.943848 Iteration 4Q: 3 clusters Score -1947423 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7137 members Mstep: Class 2 contains 8061 members Entering Unmasked Estep Score: -1947611.000000 Penalty: 4775.943848 Iteration 5Q: 3 clusters Score -1947611 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6955 members Mstep: Class 2 contains 8243 members Entering Unmasked Estep Score: -1947817.125000 Penalty: 4775.943848 Iteration 6Q: 3 clusters Score -1947817 nChanged 501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6778 members Mstep: Class 2 contains 8420 members Entering Unmasked Estep Score: -1948025.750000 Penalty: 4775.943848 Iteration 7Q: 3 clusters Score -1948026 nChanged 518 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6530 members Mstep: Class 2 contains 8668 members Entering Unmasked Estep Score: -1948282.750000 Penalty: 4775.943848 Iteration 8Q: 3 clusters Score -1948283 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6239 members Mstep: Class 2 contains 8959 members Entering Unmasked Estep Score: -1948638.875000 Penalty: 4775.943848 Iteration 9Q: 3 clusters Score -1948639 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5900 members Mstep: Class 2 contains 9298 members Entering Unmasked Estep Score: -1949060.375000 Penalty: 4775.943848 Iteration 10Q: 3 clusters Score -1949060 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5625 members Mstep: Class 2 contains 9573 members Entering Unmasked Estep Score: -1949458.000000 Penalty: 4775.943848 Iteration 11Q: 3 clusters Score -1949458 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5376 members Mstep: Class 2 contains 9822 members Entering Unmasked Estep Score: -1949924.250000 Penalty: 4775.943848 Iteration 12Q: 3 clusters Score -1949924 nChanged 614 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 9948 members Entering Unmasked Estep Score: -1950392.000000 Penalty: 4775.943848 Iteration 13Q: 3 clusters Score -1950392 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 10013 members Entering Unmasked Estep Score: -1950820.750000 Penalty: 4775.943848 Iteration 14Q: 3 clusters Score -1950821 nChanged 517 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 10018 members Entering Unmasked Estep Score: -1951128.750000 Penalty: 4775.943848 Iteration 15Q: 3 clusters Score -1951129 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 9959 members Entering Unmasked Estep Score: -1951370.000000 Penalty: 4775.943848 Iteration 16Q: 3 clusters Score -1951370 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5354 members Mstep: Class 2 contains 9844 members Entering Unmasked Estep Score: -1951609.375000 Penalty: 4775.943848 Iteration 17Q: 3 clusters Score -1951609 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 9684 members Entering Unmasked Estep Score: -1951797.750000 Penalty: 4775.943848 Iteration 18Q: 3 clusters Score -1951798 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5728 members Mstep: Class 2 contains 9470 members Entering Unmasked Estep Score: -1951971.125000 Penalty: 4775.943848 Iteration 19Q: 3 clusters Score -1951971 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5962 members Mstep: Class 2 contains 9236 members Entering Unmasked Estep Score: -1952127.000000 Penalty: 4775.943848 Iteration 20F: 3 clusters Score -1952127 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6212 members Mstep: Class 2 contains 8986 members Entering Unmasked Estep Score: -1952313.625000 Penalty: 4775.943848 Iteration 21Q: 3 clusters Score -1952314 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6476 members Mstep: Class 2 contains 8722 members Entering Unmasked Estep Score: -1952518.500000 Penalty: 4775.943848 Iteration 22Q: 3 clusters Score -1952518 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 8450 members Entering Unmasked Estep Score: -1952755.500000 Penalty: 4775.943848 Iteration 23Q: 3 clusters Score -1952756 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7038 members Mstep: Class 2 contains 8160 members Entering Unmasked Estep Score: -1952980.250000 Penalty: 4775.943848 Iteration 24Q: 3 clusters Score -1952980 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7300 members Mstep: Class 2 contains 7898 members Entering Unmasked Estep Score: -1953154.125000 Penalty: 4775.943848 Iteration 25Q: 3 clusters Score -1953154 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7521 members Mstep: Class 2 contains 7677 members Entering Unmasked Estep Score: -1953267.500000 Penalty: 4775.943848 Iteration 26Q: 3 clusters Score -1953268 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7723 members Mstep: Class 2 contains 7475 members Entering Unmasked Estep Score: -1953365.375000 Penalty: 4775.943848 Iteration 27Q: 3 clusters Score -1953365 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7887 members Mstep: Class 2 contains 7311 members Entering Unmasked Estep Score: -1953430.250000 Penalty: 4775.943848 Iteration 28Q: 3 clusters Score -1953430 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8037 members Mstep: Class 2 contains 7161 members Entering Unmasked Estep Score: -1953482.625000 Penalty: 4775.943848 Iteration 29Q: 3 clusters Score -1953483 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8159 members Mstep: Class 2 contains 7039 members Entering Unmasked Estep Score: -1953526.625000 Penalty: 4775.943848 Iteration 30Q: 3 clusters Score -1953527 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8266 members Mstep: Class 2 contains 6932 members Entering Unmasked Estep Score: -1953555.500000 Penalty: 4775.943848 Iteration 31Q: 3 clusters Score -1953556 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8347 members Mstep: Class 2 contains 6851 members Entering Unmasked Estep Score: -1953576.375000 Penalty: 4775.943848 Iteration 32Q: 3 clusters Score -1953576 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8397 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -1953585.500000 Penalty: 4775.943848 Iteration 33Q: 3 clusters Score -1953586 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8434 members Mstep: Class 2 contains 6764 members Entering Unmasked Estep Score: -1953598.500000 Penalty: 4775.943848 Iteration 34Q: 3 clusters Score -1953598 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8474 members Mstep: Class 2 contains 6724 members Entering Unmasked Estep Score: -1953599.875000 Penalty: 4775.943848 Iteration 35Q: 3 clusters Score -1953600 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8500 members Mstep: Class 2 contains 6698 members Entering Unmasked Estep Score: -1953606.250000 Penalty: 4775.943848 Iteration 36Q: 3 clusters Score -1953606 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8515 members Mstep: Class 2 contains 6683 members Entering Unmasked Estep Score: -1953606.000000 Penalty: 4775.943848 Iteration 37Q: 3 clusters Score -1953606 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8529 members Mstep: Class 2 contains 6669 members Entering Unmasked Estep Score: -1953615.250000 Penalty: 4775.943848 Iteration 38Q: 3 clusters Score -1953615 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8541 members Mstep: Class 2 contains 6657 members Entering Unmasked Estep Score: -1953614.000000 Penalty: 4775.943848 Iteration 39Q: 3 clusters Score -1953614 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8555 members Mstep: Class 2 contains 6643 members Entering Unmasked Estep Score: -1953616.625000 Penalty: 4775.943848 Iteration 40F: 3 clusters Score -1953617 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8575 members Mstep: Class 2 contains 6623 members Entering Unmasked Estep Score: -1953620.250000 Penalty: 4775.943848 Iteration 41Q: 3 clusters Score -1953620 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8586 members Mstep: Class 2 contains 6612 members Entering Unmasked Estep Score: -1953624.625000 Penalty: 4775.943848 Iteration 42Q: 3 clusters Score -1953625 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8596 members Mstep: Class 2 contains 6602 members Entering Unmasked Estep Score: -1953627.375000 Penalty: 4775.943848 Iteration 43Q: 3 clusters Score -1953627 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8602 members Mstep: Class 2 contains 6596 members Entering Unmasked Estep Score: -1953629.500000 Penalty: 4775.943848 Iteration 44Q: 3 clusters Score -1953630 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8608 members Mstep: Class 2 contains 6590 members Entering Unmasked Estep Score: -1953631.875000 Penalty: 4775.943848 Iteration 45Q: 3 clusters Score -1953632 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8615 members Mstep: Class 2 contains 6583 members Entering Unmasked Estep Score: -1953631.000000 Penalty: 4775.943848 Iteration 46Q: 3 clusters Score -1953631 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8626 members Mstep: Class 2 contains 6572 members Entering Unmasked Estep Score: -1953633.875000 Penalty: 4775.943848 Iteration 47Q: 3 clusters Score -1953634 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8639 members Mstep: Class 2 contains 6559 members Entering Unmasked Estep Score: -1953630.625000 Penalty: 4775.943848 Iteration 48Q: 3 clusters Score -1953631 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8653 members Mstep: Class 2 contains 6545 members Entering Unmasked Estep Score: -1953631.250000 Penalty: 4775.943848 Iteration 49Q: 3 clusters Score -1953631 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8664 members Mstep: Class 2 contains 6534 members Entering Unmasked Estep Score: -1953632.250000 Penalty: 4775.943848 Iteration 50Q: 3 clusters Score -1953632 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8672 members Mstep: Class 2 contains 6526 members Entering Unmasked Estep Score: -1953635.125000 Penalty: 4775.943848 Iteration 51Q: 3 clusters Score -1953635 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8680 members Mstep: Class 2 contains 6518 members Entering Unmasked Estep Score: -1953635.750000 Penalty: 4775.943848 Iteration 52Q: 3 clusters Score -1953636 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8689 members Mstep: Class 2 contains 6509 members Entering Unmasked Estep Score: -1953633.750000 Penalty: 4775.943848 Iteration 53Q: 3 clusters Score -1953634 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8694 members Mstep: Class 2 contains 6504 members Entering Unmasked Estep Score: -1953630.875000 Penalty: 4775.943848 Iteration 54Q: 3 clusters Score -1953631 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8697 members Mstep: Class 2 contains 6501 members Entering Unmasked Estep Score: -1953635.875000 Penalty: 4775.943848 Iteration 55Q: 3 clusters Score -1953636 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8699 members Mstep: Class 2 contains 6499 members Entering Unmasked Estep Score: -1953634.375000 Penalty: 4775.943848 Iteration 56Q: 3 clusters Score -1953634 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8703 members Mstep: Class 2 contains 6495 members Entering Unmasked Estep Score: -1953631.875000 Penalty: 4775.943848 Iteration 57Q: 3 clusters Score -1953632 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8711 members Mstep: Class 2 contains 6487 members Entering Unmasked Estep Score: -1953636.625000 Penalty: 4775.943848 Iteration 58Q: 3 clusters Score -1953637 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8723 members Mstep: Class 2 contains 6475 members Entering Unmasked Estep Score: -1953637.875000 Penalty: 4775.943848 Iteration 59Q: 3 clusters Score -1953638 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8734 members Mstep: Class 2 contains 6464 members Entering Unmasked Estep Score: -1953635.625000 Penalty: 4775.943848 Iteration 60F: 3 clusters Score -1953636 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8746 members Mstep: Class 2 contains 6452 members Entering Unmasked Estep Score: -1953640.375000 Penalty: 4775.943848 Iteration 61Q: 3 clusters Score -1953640 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8761 members Mstep: Class 2 contains 6437 members Entering Unmasked Estep Score: -1953646.750000 Penalty: 4775.943848 Iteration 62Q: 3 clusters Score -1953647 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8769 members Mstep: Class 2 contains 6429 members Entering Unmasked Estep Score: -1953648.875000 Penalty: 4775.943848 Iteration 63Q: 3 clusters Score -1953649 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8774 members Mstep: Class 2 contains 6424 members Entering Unmasked Estep Score: -1953644.375000 Penalty: 4775.943848 Iteration 64Q: 3 clusters Score -1953644 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8779 members Mstep: Class 2 contains 6419 members Entering Unmasked Estep Score: -1953647.750000 Penalty: 4775.943848 Iteration 65Q: 3 clusters Score -1953648 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8780 members Mstep: Class 2 contains 6418 members Entering Unmasked Estep Score: -1953643.500000 Penalty: 4775.943848 Iteration 66Q: 3 clusters Score -1953644 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8783 members Mstep: Class 2 contains 6415 members Entering Unmasked Estep Score: -1953646.250000 Penalty: 4775.943848 Iteration 67Q: 3 clusters Score -1953646 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8788 members Mstep: Class 2 contains 6410 members Entering Unmasked Estep Score: -1953646.625000 Penalty: 4775.943848 Iteration 68Q: 3 clusters Score -1953647 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8793 members Mstep: Class 2 contains 6405 members Entering Unmasked Estep Score: -1953648.125000 Penalty: 4775.943848 Iteration 69Q: 3 clusters Score -1953648 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8796 members Mstep: Class 2 contains 6402 members Entering Unmasked Estep Score: -1953648.375000 Penalty: 4775.943848 Iteration 70Q: 3 clusters Score -1953648 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8805 members Mstep: Class 2 contains 6393 members Entering Unmasked Estep Score: -1953646.250000 Penalty: 4775.943848 Iteration 71Q: 3 clusters Score -1953646 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8806 members Mstep: Class 2 contains 6392 members Entering Unmasked Estep Score: -1953646.375000 Penalty: 4775.943848 Iteration 72Q: 3 clusters Score -1953646 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8807 members Mstep: Class 2 contains 6391 members Entering Unmasked Estep Score: -1953644.625000 Penalty: 4775.943848 Iteration 73Q: 3 clusters Score -1953645 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8808 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -1953646.125000 Penalty: 4775.943848 Iteration 74Q: 3 clusters Score -1953646 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8808 members Mstep: Class 2 contains 6390 members Entering Unmasked Estep Score: -1953646.125000 Penalty: 4775.943848 Iteration 75F: 3 clusters Score -1953646 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (25010 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25010 members Entering Unmasked Estep Score: -3209131.750000 Penalty: 2511.503662 Iteration 0F: 2 clusters Score -3209132 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12489 members Mstep: Class 2 contains 12521 members Entering Unmasked Estep Score: -3191917.000000 Penalty: 5023.007324 Iteration 0F: 3 clusters Score -3191917 nChanged 11172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12329 members Mstep: Class 2 contains 12681 members Entering Unmasked Estep Score: -3197826.750000 Penalty: 5023.007324 Iteration 1F: 3 clusters Score -3197827 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12197 members Mstep: Class 2 contains 12813 members Entering Unmasked Estep Score: -3198428.250000 Penalty: 5023.007324 Iteration 2F: 3 clusters Score -3198428 nChanged 1386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11943 members Mstep: Class 2 contains 13067 members Entering Unmasked Estep Score: -3199263.750000 Penalty: 5023.007324 Iteration 3F: 3 clusters Score -3199264 nChanged 1480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11483 members Mstep: Class 2 contains 13527 members Entering Unmasked Estep Score: -3200331.250000 Penalty: 5023.007324 Iteration 4F: 3 clusters Score -3200331 nChanged 1707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10718 members Mstep: Class 2 contains 14292 members Entering Unmasked Estep Score: -3201455.250000 Penalty: 5023.007324 Iteration 5F: 3 clusters Score -3201455 nChanged 1794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9638 members Mstep: Class 2 contains 15372 members Entering Unmasked Estep Score: -3202546.750000 Penalty: 5023.007324 Iteration 6F: 3 clusters Score -3202547 nChanged 1601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8493 members Mstep: Class 2 contains 16517 members Entering Unmasked Estep Score: -3203573.250000 Penalty: 5023.007324 Iteration 7F: 3 clusters Score -3203573 nChanged 1352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7361 members Mstep: Class 2 contains 17649 members Entering Unmasked Estep Score: -3204431.250000 Penalty: 5023.007324 Iteration 8F: 3 clusters Score -3204431 nChanged 1071 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6374 members Mstep: Class 2 contains 18636 members Entering Unmasked Estep Score: -3205116.750000 Penalty: 5023.007324 Iteration 9Q: 3 clusters Score -3205117 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 19496 members Entering Unmasked Estep Score: -3205701.750000 Penalty: 5023.007324 Iteration 10Q: 3 clusters Score -3205702 nChanged 752 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 20222 members Entering Unmasked Estep Score: -3206197.500000 Penalty: 5023.007324 Iteration 11Q: 3 clusters Score -3206198 nChanged 596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4208 members Mstep: Class 2 contains 20802 members Entering Unmasked Estep Score: -3206670.500000 Penalty: 5023.007324 Iteration 12Q: 3 clusters Score -3206670 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3748 members Mstep: Class 2 contains 21262 members Entering Unmasked Estep Score: -3207044.750000 Penalty: 5023.007324 Iteration 13Q: 3 clusters Score -3207045 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3395 members Mstep: Class 2 contains 21615 members Entering Unmasked Estep Score: -3207311.750000 Penalty: 5023.007324 Iteration 14Q: 3 clusters Score -3207312 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3125 members Mstep: Class 2 contains 21885 members Entering Unmasked Estep Score: -3207470.750000 Penalty: 5023.007324 Iteration 15Q: 3 clusters Score -3207471 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2887 members Mstep: Class 2 contains 22123 members Entering Unmasked Estep Score: -3207625.250000 Penalty: 5023.007324 Iteration 16Q: 3 clusters Score -3207625 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 22321 members Entering Unmasked Estep Score: -3207726.000000 Penalty: 5023.007324 Iteration 17Q: 3 clusters Score -3207726 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2549 members Mstep: Class 2 contains 22461 members Entering Unmasked Estep Score: -3207787.500000 Penalty: 5023.007324 Iteration 18Q: 3 clusters Score -3207788 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2445 members Mstep: Class 2 contains 22565 members Entering Unmasked Estep Score: -3207832.500000 Penalty: 5023.007324 Iteration 19Q: 3 clusters Score -3207832 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2360 members Mstep: Class 2 contains 22650 members Entering Unmasked Estep Score: -3207863.250000 Penalty: 5023.007324 Iteration 20F: 3 clusters Score -3207863 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 22739 members Entering Unmasked Estep Score: -3207899.500000 Penalty: 5023.007324 Iteration 21Q: 3 clusters Score -3207900 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2193 members Mstep: Class 2 contains 22817 members Entering Unmasked Estep Score: -3207935.250000 Penalty: 5023.007324 Iteration 22Q: 3 clusters Score -3207935 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2123 members Mstep: Class 2 contains 22887 members Entering Unmasked Estep Score: -3207959.750000 Penalty: 5023.007324 Iteration 23Q: 3 clusters Score -3207960 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2061 members Mstep: Class 2 contains 22949 members Entering Unmasked Estep Score: -3207980.500000 Penalty: 5023.007324 Iteration 24Q: 3 clusters Score -3207980 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 23001 members Entering Unmasked Estep Score: -3208015.250000 Penalty: 5023.007324 Iteration 25Q: 3 clusters Score -3208015 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 23052 members Entering Unmasked Estep Score: -3208040.500000 Penalty: 5023.007324 Iteration 26Q: 3 clusters Score -3208040 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 23099 members Entering Unmasked Estep Score: -3208071.000000 Penalty: 5023.007324 Iteration 27Q: 3 clusters Score -3208071 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1855 members Mstep: Class 2 contains 23155 members Entering Unmasked Estep Score: -3208110.250000 Penalty: 5023.007324 Iteration 28Q: 3 clusters Score -3208110 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1800 members Mstep: Class 2 contains 23210 members Entering Unmasked Estep Score: -3208141.750000 Penalty: 5023.007324 Iteration 29Q: 3 clusters Score -3208142 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 23268 members Entering Unmasked Estep Score: -3208185.500000 Penalty: 5023.007324 Iteration 30Q: 3 clusters Score -3208186 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1672 members Mstep: Class 2 contains 23338 members Entering Unmasked Estep Score: -3208263.250000 Penalty: 5023.007324 Iteration 31Q: 3 clusters Score -3208263 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1600 members Mstep: Class 2 contains 23410 members Entering Unmasked Estep Score: -3208351.500000 Penalty: 5023.007324 Iteration 32Q: 3 clusters Score -3208352 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1536 members Mstep: Class 2 contains 23474 members Entering Unmasked Estep Score: -3208433.250000 Penalty: 5023.007324 Iteration 33Q: 3 clusters Score -3208433 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 23523 members Entering Unmasked Estep Score: -3208472.500000 Penalty: 5023.007324 Iteration 34Q: 3 clusters Score -3208472 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 23561 members Entering Unmasked Estep Score: -3208506.000000 Penalty: 5023.007324 Iteration 35Q: 3 clusters Score -3208506 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 23590 members Entering Unmasked Estep Score: -3208525.750000 Penalty: 5023.007324 Iteration 36Q: 3 clusters Score -3208526 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1397 members Mstep: Class 2 contains 23613 members Entering Unmasked Estep Score: -3208528.750000 Penalty: 5023.007324 Iteration 37Q: 3 clusters Score -3208529 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 23629 members Entering Unmasked Estep Score: -3208540.500000 Penalty: 5023.007324 Iteration 38Q: 3 clusters Score -3208540 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1372 members Mstep: Class 2 contains 23638 members Entering Unmasked Estep Score: -3208545.250000 Penalty: 5023.007324 Iteration 39Q: 3 clusters Score -3208545 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 23642 members Entering Unmasked Estep Score: -3208542.250000 Penalty: 5023.007324 Iteration 40F: 3 clusters Score -3208542 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 23651 members Entering Unmasked Estep Score: -3208545.250000 Penalty: 5023.007324 Iteration 41Q: 3 clusters Score -3208545 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1354 members Mstep: Class 2 contains 23656 members Entering Unmasked Estep Score: -3208549.500000 Penalty: 5023.007324 Iteration 42Q: 3 clusters Score -3208550 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1352 members Mstep: Class 2 contains 23658 members Entering Unmasked Estep Score: -3208549.250000 Penalty: 5023.007324 Iteration 43Q: 3 clusters Score -3208549 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 23662 members Entering Unmasked Estep Score: -3208552.250000 Penalty: 5023.007324 Iteration 44Q: 3 clusters Score -3208552 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1344 members Mstep: Class 2 contains 23666 members Entering Unmasked Estep Score: -3208553.500000 Penalty: 5023.007324 Iteration 45Q: 3 clusters Score -3208554 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 23667 members Entering Unmasked Estep Score: -3208555.250000 Penalty: 5023.007324 Iteration 46Q: 3 clusters Score -3208555 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 23668 members Entering Unmasked Estep Score: -3208552.250000 Penalty: 5023.007324 Iteration 47Q: 3 clusters Score -3208552 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 23669 members Entering Unmasked Estep Score: -3208552.500000 Penalty: 5023.007324 Iteration 48Q: 3 clusters Score -3208552 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 23669 members Entering Unmasked Estep Score: -3208552.500000 Penalty: 5023.007324 Iteration 49F: 3 clusters Score -3208552 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Entering Unmasked Estep Score: -308359.218750 Penalty: 1933.728271 Iteration 0F: 2 clusters Score -308359.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -305500.156250 Penalty: 3867.456543 Iteration 0F: 3 clusters Score -305500.2 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -306045.343750 Penalty: 3867.456543 Iteration 1F: 3 clusters Score -306045.3 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -306192.968750 Penalty: 3867.456543 Iteration 2F: 3 clusters Score -306193 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -306297.593750 Penalty: 3867.456543 Iteration 3F: 3 clusters Score -306297.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -306364.781250 Penalty: 3867.456543 Iteration 4Q: 3 clusters Score -306364.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -306412.406250 Penalty: 3867.456543 Iteration 5Q: 3 clusters Score -306412.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 1521 members Entering Unmasked Estep Score: -306450.718750 Penalty: 3867.456543 Iteration 6Q: 3 clusters Score -306450.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -306479.093750 Penalty: 3867.456543 Iteration 7Q: 3 clusters Score -306479.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -306495.593750 Penalty: 3867.456543 Iteration 8Q: 3 clusters Score -306495.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -306511.593750 Penalty: 3867.456543 Iteration 9Q: 3 clusters Score -306511.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -306525.187500 Penalty: 3867.456543 Iteration 10Q: 3 clusters Score -306525.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -306534.500000 Penalty: 3867.456543 Iteration 11Q: 3 clusters Score -306534.5 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -306547.625000 Penalty: 3867.456543 Iteration 12Q: 3 clusters Score -306547.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 1632 members Entering Unmasked Estep Score: -306562.687500 Penalty: 3867.456543 Iteration 13Q: 3 clusters Score -306562.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -306574.125000 Penalty: 3867.456543 Iteration 14Q: 3 clusters Score -306574.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -306581.375000 Penalty: 3867.456543 Iteration 15Q: 3 clusters Score -306581.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 768 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -306590.437500 Penalty: 3867.456543 Iteration 16Q: 3 clusters Score -306590.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -306603.125000 Penalty: 3867.456543 Iteration 17Q: 3 clusters Score -306603.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -306620.625000 Penalty: 3867.456543 Iteration 18Q: 3 clusters Score -306620.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -306637.812500 Penalty: 3867.456543 Iteration 19Q: 3 clusters Score -306637.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -306650.250000 Penalty: 3867.456543 Iteration 20F: 3 clusters Score -306650.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -306655.031250 Penalty: 3867.456543 Iteration 21Q: 3 clusters Score -306655 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -306659.250000 Penalty: 3867.456543 Iteration 22Q: 3 clusters Score -306659.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 678 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -306664.468750 Penalty: 3867.456543 Iteration 23Q: 3 clusters Score -306664.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 1764 members Entering Unmasked Estep Score: -306670.156250 Penalty: 3867.456543 Iteration 24Q: 3 clusters Score -306670.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 665 members Mstep: Class 2 contains 1769 members Entering Unmasked Estep Score: -306673.343750 Penalty: 3867.456543 Iteration 25Q: 3 clusters Score -306673.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 1773 members Entering Unmasked Estep Score: -306677.500000 Penalty: 3867.456543 Iteration 26Q: 3 clusters Score -306677.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -306682.093750 Penalty: 3867.456543 Iteration 27Q: 3 clusters Score -306682.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -306689.500000 Penalty: 3867.456543 Iteration 28Q: 3 clusters Score -306689.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 1793 members Entering Unmasked Estep Score: -306694.968750 Penalty: 3867.456543 Iteration 29Q: 3 clusters Score -306695 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 1798 members Entering Unmasked Estep Score: -306699.031250 Penalty: 3867.456543 Iteration 30Q: 3 clusters Score -306699 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 1803 members Entering Unmasked Estep Score: -306701.750000 Penalty: 3867.456543 Iteration 31Q: 3 clusters Score -306701.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 1804 members Entering Unmasked Estep Score: -306704.250000 Penalty: 3867.456543 Iteration 32Q: 3 clusters Score -306704.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -306704.906250 Penalty: 3867.456543 Iteration 33Q: 3 clusters Score -306704.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 1806 members Entering Unmasked Estep Score: -306705.937500 Penalty: 3867.456543 Iteration 34Q: 3 clusters Score -306705.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 626 members Mstep: Class 2 contains 1808 members Entering Unmasked Estep Score: -306706.593750 Penalty: 3867.456543 Iteration 35Q: 3 clusters Score -306706.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -306706.906250 Penalty: 3867.456543 Iteration 36Q: 3 clusters Score -306706.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -306706.906250 Penalty: 3867.456543 Iteration 37F: 3 clusters Score -306706.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Entering Unmasked Estep Score: -232964.593750 Penalty: 1863.535156 Iteration 0F: 2 clusters Score -232964.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -230450.359375 Penalty: 3727.070312 Iteration 0F: 3 clusters Score -230450.4 nChanged 577 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -230847.265625 Penalty: 3727.070312 Iteration 1F: 3 clusters Score -230847.3 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -230957.406250 Penalty: 3727.070312 Iteration 2F: 3 clusters Score -230957.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -231017.062500 Penalty: 3727.070312 Iteration 3Q: 3 clusters Score -231017.1 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 912 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -231057.562500 Penalty: 3727.070312 Iteration 4Q: 3 clusters Score -231057.6 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -231089.781250 Penalty: 3727.070312 Iteration 5Q: 3 clusters Score -231089.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 932 members Entering Unmasked Estep Score: -231109.671875 Penalty: 3727.070312 Iteration 6Q: 3 clusters Score -231109.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -231126.125000 Penalty: 3727.070312 Iteration 7Q: 3 clusters Score -231126.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 934 members Entering Unmasked Estep Score: -231133.546875 Penalty: 3727.070312 Iteration 8Q: 3 clusters Score -231133.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -231139.046875 Penalty: 3727.070312 Iteration 9Q: 3 clusters Score -231139 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -231141.343750 Penalty: 3727.070312 Iteration 10Q: 3 clusters Score -231141.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 896 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -231143.812500 Penalty: 3727.070312 Iteration 11Q: 3 clusters Score -231143.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -231145.312500 Penalty: 3727.070312 Iteration 12Q: 3 clusters Score -231145.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -231146.062500 Penalty: 3727.070312 Iteration 13Q: 3 clusters Score -231146.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -231146.625000 Penalty: 3727.070312 Iteration 14Q: 3 clusters Score -231146.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -231146.625000 Penalty: 3727.070312 Iteration 15F: 3 clusters Score -231146.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (102945 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102945 members Entering Unmasked Estep Score: -13161366.000000 Penalty: 2862.403564 Iteration 0F: 2 clusters Score -1.316137e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51354 members Mstep: Class 2 contains 51591 members Entering Unmasked Estep Score: -13092175.000000 Penalty: 5724.807129 Iteration 0F: 3 clusters Score -1.309218e+07 nChanged 48862 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49698 members Mstep: Class 2 contains 53247 members Entering Unmasked Estep Score: -13120574.000000 Penalty: 5724.807129 Iteration 1F: 3 clusters Score -1.312057e+07 nChanged 3481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48563 members Mstep: Class 2 contains 54382 members Entering Unmasked Estep Score: -13121288.000000 Penalty: 5724.807129 Iteration 2Q: 3 clusters Score -1.312129e+07 nChanged 3490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 46883 members Mstep: Class 2 contains 56062 members Entering Unmasked Estep Score: -13122265.000000 Penalty: 5724.807129 Iteration 3Q: 3 clusters Score -1.312226e+07 nChanged 3805 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44302 members Mstep: Class 2 contains 58643 members Entering Unmasked Estep Score: -13123476.000000 Penalty: 5724.807129 Iteration 4Q: 3 clusters Score -1.312348e+07 nChanged 4543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40511 members Mstep: Class 2 contains 62434 members Entering Unmasked Estep Score: -13125350.000000 Penalty: 5724.807129 Iteration 5Q: 3 clusters Score -1.312535e+07 nChanged 5853 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35118 members Mstep: Class 2 contains 67827 members Entering Unmasked Estep Score: -13128564.000000 Penalty: 5724.807129 Iteration 6F: 3 clusters Score -1.312856e+07 nChanged 7307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28071 members Mstep: Class 2 contains 74874 members Entering Unmasked Estep Score: -13133898.000000 Penalty: 5724.807129 Iteration 7F: 3 clusters Score -1.31339e+07 nChanged 8234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19935 members Mstep: Class 2 contains 83010 members Entering Unmasked Estep Score: -13141056.000000 Penalty: 5724.807129 Iteration 8F: 3 clusters Score -1.314106e+07 nChanged 7539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12434 members Mstep: Class 2 contains 90511 members Entering Unmasked Estep Score: -13148266.000000 Penalty: 5724.807129 Iteration 9F: 3 clusters Score -1.314827e+07 nChanged 5309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7149 members Mstep: Class 2 contains 95796 members Entering Unmasked Estep Score: -13153273.000000 Penalty: 5724.807129 Iteration 10F: 3 clusters Score -1.315327e+07 nChanged 3063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4096 members Mstep: Class 2 contains 98849 members Entering Unmasked Estep Score: -13156098.000000 Penalty: 5724.807129 Iteration 11Q: 3 clusters Score -1.31561e+07 nChanged 1722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 100555 members Entering Unmasked Estep Score: -13157453.000000 Penalty: 5724.807129 Iteration 12Q: 3 clusters Score -1.315745e+07 nChanged 892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 101433 members Entering Unmasked Estep Score: -13158136.000000 Penalty: 5724.807129 Iteration 13Q: 3 clusters Score -1.315814e+07 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 101861 members Entering Unmasked Estep Score: -13158527.000000 Penalty: 5724.807129 Iteration 14Q: 3 clusters Score -1.315853e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 102083 members Entering Unmasked Estep Score: -13158726.000000 Penalty: 5724.807129 Iteration 15Q: 3 clusters Score -1.315873e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 755 members Mstep: Class 2 contains 102190 members Entering Unmasked Estep Score: -13158848.000000 Penalty: 5724.807129 Iteration 16Q: 3 clusters Score -1.315885e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 102251 members Entering Unmasked Estep Score: -13158930.000000 Penalty: 5724.807129 Iteration 17Q: 3 clusters Score -1.315893e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 102291 members Entering Unmasked Estep Score: -13158976.000000 Penalty: 5724.807129 Iteration 18Q: 3 clusters Score -1.315898e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 102317 members Entering Unmasked Estep Score: -13159004.000000 Penalty: 5724.807129 Iteration 19Q: 3 clusters Score -1.3159e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 102325 members Entering Unmasked Estep Score: -13159041.000000 Penalty: 5724.807129 Iteration 20F: 3 clusters Score -1.315904e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 102338 members Entering Unmasked Estep Score: -13159053.000000 Penalty: 5724.807129 Iteration 21Q: 3 clusters Score -1.315905e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 102349 members Entering Unmasked Estep Score: -13159056.000000 Penalty: 5724.807129 Iteration 22Q: 3 clusters Score -1.315906e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 102358 members Entering Unmasked Estep Score: -13159062.000000 Penalty: 5724.807129 Iteration 23Q: 3 clusters Score -1.315906e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 102367 members Entering Unmasked Estep Score: -13159081.000000 Penalty: 5724.807129 Iteration 24Q: 3 clusters Score -1.315908e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 102373 members Entering Unmasked Estep Score: -13159095.000000 Penalty: 5724.807129 Iteration 25Q: 3 clusters Score -1.31591e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 102376 members Entering Unmasked Estep Score: -13159105.000000 Penalty: 5724.807129 Iteration 26Q: 3 clusters Score -1.31591e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 102379 members Entering Unmasked Estep Score: -13159115.000000 Penalty: 5724.807129 Iteration 27Q: 3 clusters Score -1.315912e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 102382 members Entering Unmasked Estep Score: -13159119.000000 Penalty: 5724.807129 Iteration 28Q: 3 clusters Score -1.315912e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 102386 members Entering Unmasked Estep Score: -13159121.000000 Penalty: 5724.807129 Iteration 29Q: 3 clusters Score -1.315912e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 557 members Mstep: Class 2 contains 102388 members Entering Unmasked Estep Score: -13159125.000000 Penalty: 5724.807129 Iteration 30Q: 3 clusters Score -1.315912e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 102391 members Entering Unmasked Estep Score: -13159127.000000 Penalty: 5724.807129 Iteration 31Q: 3 clusters Score -1.315913e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 102393 members Entering Unmasked Estep Score: -13159125.000000 Penalty: 5724.807129 Iteration 32Q: 3 clusters Score -1.315912e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 102398 members Entering Unmasked Estep Score: -13159139.000000 Penalty: 5724.807129 Iteration 33Q: 3 clusters Score -1.315914e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 102403 members Entering Unmasked Estep Score: -13159153.000000 Penalty: 5724.807129 Iteration 34Q: 3 clusters Score -1.315915e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 102408 members Entering Unmasked Estep Score: -13159162.000000 Penalty: 5724.807129 Iteration 35Q: 3 clusters Score -1.315916e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 102414 members Entering Unmasked Estep Score: -13159171.000000 Penalty: 5724.807129 Iteration 36Q: 3 clusters Score -1.315917e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 102419 members Entering Unmasked Estep Score: -13159170.000000 Penalty: 5724.807129 Iteration 37Q: 3 clusters Score -1.315917e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 102423 members Entering Unmasked Estep Score: -13159181.000000 Penalty: 5724.807129 Iteration 38Q: 3 clusters Score -1.315918e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 102427 members Entering Unmasked Estep Score: -13159189.000000 Penalty: 5724.807129 Iteration 39Q: 3 clusters Score -1.315919e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 504 members Mstep: Class 2 contains 102441 members Entering Unmasked Estep Score: -13159197.000000 Penalty: 5724.807129 Iteration 40F: 3 clusters Score -1.31592e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 102455 members Entering Unmasked Estep Score: -13159214.000000 Penalty: 5724.807129 Iteration 41Q: 3 clusters Score -1.315921e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 102462 members Entering Unmasked Estep Score: -13159213.000000 Penalty: 5724.807129 Iteration 42Q: 3 clusters Score -1.315921e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 102469 members Entering Unmasked Estep Score: -13159229.000000 Penalty: 5724.807129 Iteration 43Q: 3 clusters Score -1.315923e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 102474 members Entering Unmasked Estep Score: -13159245.000000 Penalty: 5724.807129 Iteration 44Q: 3 clusters Score -1.315924e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 102479 members Entering Unmasked Estep Score: -13159262.000000 Penalty: 5724.807129 Iteration 45Q: 3 clusters Score -1.315926e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 102482 members Entering Unmasked Estep Score: -13159266.000000 Penalty: 5724.807129 Iteration 46Q: 3 clusters Score -1.315927e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 102481 members Entering Unmasked Estep Score: -13159267.000000 Penalty: 5724.807129 Iteration 47Q: 3 clusters Score -1.315927e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 102485 members Entering Unmasked Estep Score: -13159278.000000 Penalty: 5724.807129 Iteration 48Q: 3 clusters Score -1.315928e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 102483 members Entering Unmasked Estep Score: -13159274.000000 Penalty: 5724.807129 Iteration 49Q: 3 clusters Score -1.315927e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 102483 members Entering Unmasked Estep Score: -13159274.000000 Penalty: 5724.807129 Iteration 50F: 3 clusters Score -1.315927e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (25186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25186 members Entering Unmasked Estep Score: -3226283.000000 Penalty: 2513.242920 Iteration 0F: 2 clusters Score -3226283 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12590 members Mstep: Class 2 contains 12596 members Entering Unmasked Estep Score: -3208869.750000 Penalty: 5026.485840 Iteration 0F: 3 clusters Score -3208870 nChanged 11303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12725 members Mstep: Class 2 contains 12461 members Entering Unmasked Estep Score: -3215034.500000 Penalty: 5026.485840 Iteration 1F: 3 clusters Score -3215034 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12859 members Mstep: Class 2 contains 12327 members Entering Unmasked Estep Score: -3215569.000000 Penalty: 5026.485840 Iteration 2F: 3 clusters Score -3215569 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13035 members Mstep: Class 2 contains 12151 members Entering Unmasked Estep Score: -3216090.750000 Penalty: 5026.485840 Iteration 3Q: 3 clusters Score -3216091 nChanged 1195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13314 members Mstep: Class 2 contains 11872 members Entering Unmasked Estep Score: -3216608.500000 Penalty: 5026.485840 Iteration 4Q: 3 clusters Score -3216608 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13710 members Mstep: Class 2 contains 11476 members Entering Unmasked Estep Score: -3217194.500000 Penalty: 5026.485840 Iteration 5Q: 3 clusters Score -3217194 nChanged 1215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14165 members Mstep: Class 2 contains 11021 members Entering Unmasked Estep Score: -3217833.500000 Penalty: 5026.485840 Iteration 6Q: 3 clusters Score -3217834 nChanged 1221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14634 members Mstep: Class 2 contains 10552 members Entering Unmasked Estep Score: -3218462.750000 Penalty: 5026.485840 Iteration 7Q: 3 clusters Score -3218463 nChanged 1090 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15076 members Mstep: Class 2 contains 10110 members Entering Unmasked Estep Score: -3219052.250000 Penalty: 5026.485840 Iteration 8Q: 3 clusters Score -3219052 nChanged 1058 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15500 members Mstep: Class 2 contains 9686 members Entering Unmasked Estep Score: -3219604.000000 Penalty: 5026.485840 Iteration 9Q: 3 clusters Score -3219604 nChanged 996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15904 members Mstep: Class 2 contains 9282 members Entering Unmasked Estep Score: -3220099.500000 Penalty: 5026.485840 Iteration 10Q: 3 clusters Score -3220100 nChanged 887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16231 members Mstep: Class 2 contains 8955 members Entering Unmasked Estep Score: -3220542.000000 Penalty: 5026.485840 Iteration 11Q: 3 clusters Score -3220542 nChanged 780 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16491 members Mstep: Class 2 contains 8695 members Entering Unmasked Estep Score: -3220868.750000 Penalty: 5026.485840 Iteration 12Q: 3 clusters Score -3220869 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16726 members Mstep: Class 2 contains 8460 members Entering Unmasked Estep Score: -3221137.000000 Penalty: 5026.485840 Iteration 13Q: 3 clusters Score -3221137 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16936 members Mstep: Class 2 contains 8250 members Entering Unmasked Estep Score: -3221301.250000 Penalty: 5026.485840 Iteration 14Q: 3 clusters Score -3221301 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17127 members Mstep: Class 2 contains 8059 members Entering Unmasked Estep Score: -3221419.000000 Penalty: 5026.485840 Iteration 15Q: 3 clusters Score -3221419 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17324 members Mstep: Class 2 contains 7862 members Entering Unmasked Estep Score: -3221518.750000 Penalty: 5026.485840 Iteration 16Q: 3 clusters Score -3221519 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17499 members Mstep: Class 2 contains 7687 members Entering Unmasked Estep Score: -3221601.500000 Penalty: 5026.485840 Iteration 17Q: 3 clusters Score -3221602 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17648 members Mstep: Class 2 contains 7538 members Entering Unmasked Estep Score: -3221663.000000 Penalty: 5026.485840 Iteration 18Q: 3 clusters Score -3221663 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17774 members Mstep: Class 2 contains 7412 members Entering Unmasked Estep Score: -3221713.250000 Penalty: 5026.485840 Iteration 19Q: 3 clusters Score -3221713 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17921 members Mstep: Class 2 contains 7265 members Entering Unmasked Estep Score: -3221759.750000 Penalty: 5026.485840 Iteration 20F: 3 clusters Score -3221760 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18077 members Mstep: Class 2 contains 7109 members Entering Unmasked Estep Score: -3221817.000000 Penalty: 5026.485840 Iteration 21Q: 3 clusters Score -3221817 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18253 members Mstep: Class 2 contains 6933 members Entering Unmasked Estep Score: -3221874.000000 Penalty: 5026.485840 Iteration 22Q: 3 clusters Score -3221874 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18450 members Mstep: Class 2 contains 6736 members Entering Unmasked Estep Score: -3221933.500000 Penalty: 5026.485840 Iteration 23Q: 3 clusters Score -3221934 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18635 members Mstep: Class 2 contains 6551 members Entering Unmasked Estep Score: -3222005.500000 Penalty: 5026.485840 Iteration 24Q: 3 clusters Score -3222006 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18843 members Mstep: Class 2 contains 6343 members Entering Unmasked Estep Score: -3222068.750000 Penalty: 5026.485840 Iteration 25Q: 3 clusters Score -3222069 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19084 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -3222142.500000 Penalty: 5026.485840 Iteration 26Q: 3 clusters Score -3222142 nChanged 267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19329 members Mstep: Class 2 contains 5857 members Entering Unmasked Estep Score: -3222239.000000 Penalty: 5026.485840 Iteration 27Q: 3 clusters Score -3222239 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19613 members Mstep: Class 2 contains 5573 members Entering Unmasked Estep Score: -3222339.500000 Penalty: 5026.485840 Iteration 28Q: 3 clusters Score -3222340 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19903 members Mstep: Class 2 contains 5283 members Entering Unmasked Estep Score: -3222469.750000 Penalty: 5026.485840 Iteration 29Q: 3 clusters Score -3222470 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20223 members Mstep: Class 2 contains 4963 members Entering Unmasked Estep Score: -3222606.250000 Penalty: 5026.485840 Iteration 30Q: 3 clusters Score -3222606 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20540 members Mstep: Class 2 contains 4646 members Entering Unmasked Estep Score: -3222732.750000 Penalty: 5026.485840 Iteration 31Q: 3 clusters Score -3222733 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20879 members Mstep: Class 2 contains 4307 members Entering Unmasked Estep Score: -3222884.750000 Penalty: 5026.485840 Iteration 32Q: 3 clusters Score -3222885 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21189 members Mstep: Class 2 contains 3997 members Entering Unmasked Estep Score: -3223028.750000 Penalty: 5026.485840 Iteration 33Q: 3 clusters Score -3223029 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21455 members Mstep: Class 2 contains 3731 members Entering Unmasked Estep Score: -3223148.250000 Penalty: 5026.485840 Iteration 34Q: 3 clusters Score -3223148 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21709 members Mstep: Class 2 contains 3477 members Entering Unmasked Estep Score: -3223253.500000 Penalty: 5026.485840 Iteration 35Q: 3 clusters Score -3223254 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21950 members Mstep: Class 2 contains 3236 members Entering Unmasked Estep Score: -3223344.000000 Penalty: 5026.485840 Iteration 36Q: 3 clusters Score -3223344 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22165 members Mstep: Class 2 contains 3021 members Entering Unmasked Estep Score: -3223424.500000 Penalty: 5026.485840 Iteration 37Q: 3 clusters Score -3223424 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22354 members Mstep: Class 2 contains 2832 members Entering Unmasked Estep Score: -3223503.250000 Penalty: 5026.485840 Iteration 38Q: 3 clusters Score -3223503 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22532 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -3223577.750000 Penalty: 5026.485840 Iteration 39Q: 3 clusters Score -3223578 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22715 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -3223651.000000 Penalty: 5026.485840 Iteration 40F: 3 clusters Score -3223651 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22878 members Mstep: Class 2 contains 2308 members Entering Unmasked Estep Score: -3223714.000000 Penalty: 5026.485840 Iteration 41Q: 3 clusters Score -3223714 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23020 members Mstep: Class 2 contains 2166 members Entering Unmasked Estep Score: -3223766.250000 Penalty: 5026.485840 Iteration 42Q: 3 clusters Score -3223766 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23141 members Mstep: Class 2 contains 2045 members Entering Unmasked Estep Score: -3223809.000000 Penalty: 5026.485840 Iteration 43Q: 3 clusters Score -3223809 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23252 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -3223855.500000 Penalty: 5026.485840 Iteration 44Q: 3 clusters Score -3223856 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23368 members Mstep: Class 2 contains 1818 members Entering Unmasked Estep Score: -3223886.500000 Penalty: 5026.485840 Iteration 45Q: 3 clusters Score -3223886 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23449 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -3223927.500000 Penalty: 5026.485840 Iteration 46Q: 3 clusters Score -3223928 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23534 members Mstep: Class 2 contains 1652 members Entering Unmasked Estep Score: -3223942.750000 Penalty: 5026.485840 Iteration 47Q: 3 clusters Score -3223943 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23615 members Mstep: Class 2 contains 1571 members Entering Unmasked Estep Score: -3223972.750000 Penalty: 5026.485840 Iteration 48Q: 3 clusters Score -3223973 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23689 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -3224004.750000 Penalty: 5026.485840 Iteration 49Q: 3 clusters Score -3224005 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23755 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -3224031.500000 Penalty: 5026.485840 Iteration 50Q: 3 clusters Score -3224032 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23818 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -3224059.500000 Penalty: 5026.485840 Iteration 51Q: 3 clusters Score -3224060 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23871 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -3224078.000000 Penalty: 5026.485840 Iteration 52Q: 3 clusters Score -3224078 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23929 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -3224114.500000 Penalty: 5026.485840 Iteration 53Q: 3 clusters Score -3224114 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23973 members Mstep: Class 2 contains 1213 members Entering Unmasked Estep Score: -3224134.750000 Penalty: 5026.485840 Iteration 54Q: 3 clusters Score -3224135 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24021 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -3224159.750000 Penalty: 5026.485840 Iteration 55Q: 3 clusters Score -3224160 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24066 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -3224194.000000 Penalty: 5026.485840 Iteration 56Q: 3 clusters Score -3224194 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24120 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -3224219.500000 Penalty: 5026.485840 Iteration 57Q: 3 clusters Score -3224220 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24164 members Mstep: Class 2 contains 1022 members Entering Unmasked Estep Score: -3224235.750000 Penalty: 5026.485840 Iteration 58Q: 3 clusters Score -3224236 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24196 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -3224257.500000 Penalty: 5026.485840 Iteration 59Q: 3 clusters Score -3224258 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24227 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -3224273.000000 Penalty: 5026.485840 Iteration 60F: 3 clusters Score -3224273 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24253 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -3224296.250000 Penalty: 5026.485840 Iteration 61Q: 3 clusters Score -3224296 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24276 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -3224313.500000 Penalty: 5026.485840 Iteration 62Q: 3 clusters Score -3224314 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24306 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -3224352.750000 Penalty: 5026.485840 Iteration 63Q: 3 clusters Score -3224353 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24344 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -3224388.250000 Penalty: 5026.485840 Iteration 64Q: 3 clusters Score -3224388 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24373 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -3224427.000000 Penalty: 5026.485840 Iteration 65Q: 3 clusters Score -3224427 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24397 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -3224461.750000 Penalty: 5026.485840 Iteration 66Q: 3 clusters Score -3224462 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24416 members Mstep: Class 2 contains 770 members Entering Unmasked Estep Score: -3224478.250000 Penalty: 5026.485840 Iteration 67Q: 3 clusters Score -3224478 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24430 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -3224501.000000 Penalty: 5026.485840 Iteration 68Q: 3 clusters Score -3224501 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24441 members Mstep: Class 2 contains 745 members Entering Unmasked Estep Score: -3224519.500000 Penalty: 5026.485840 Iteration 69Q: 3 clusters Score -3224520 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24451 members Mstep: Class 2 contains 735 members Entering Unmasked Estep Score: -3224552.750000 Penalty: 5026.485840 Iteration 70Q: 3 clusters Score -3224553 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24460 members Mstep: Class 2 contains 726 members Entering Unmasked Estep Score: -3224568.750000 Penalty: 5026.485840 Iteration 71Q: 3 clusters Score -3224569 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24465 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -3224588.750000 Penalty: 5026.485840 Iteration 72Q: 3 clusters Score -3224589 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24468 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -3224600.750000 Penalty: 5026.485840 Iteration 73Q: 3 clusters Score -3224601 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24466 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -3224603.750000 Penalty: 5026.485840 Iteration 74Q: 3 clusters Score -3224604 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24466 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -3224617.250000 Penalty: 5026.485840 Iteration 75Q: 3 clusters Score -3224617 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24467 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -3224623.250000 Penalty: 5026.485840 Iteration 76Q: 3 clusters Score -3224623 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24459 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -3224633.250000 Penalty: 5026.485840 Iteration 77Q: 3 clusters Score -3224633 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24456 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -3224635.500000 Penalty: 5026.485840 Iteration 78Q: 3 clusters Score -3224636 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24458 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -3224635.750000 Penalty: 5026.485840 Iteration 79Q: 3 clusters Score -3224636 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24458 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -3224632.250000 Penalty: 5026.485840 Iteration 80F: 3 clusters Score -3224632 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24456 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -3224634.250000 Penalty: 5026.485840 Iteration 81Q: 3 clusters Score -3224634 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24454 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -3224638.500000 Penalty: 5026.485840 Iteration 82Q: 3 clusters Score -3224638 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24454 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -3224638.500000 Penalty: 5026.485840 Iteration 83F: 3 clusters Score -3224638 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (556 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Entering Unmasked Estep Score: -60278.640625 Penalty: 1567.550537 Iteration 0F: 2 clusters Score -60278.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -58776.707031 Penalty: 3135.101074 Iteration 0F: 3 clusters Score -58776.71 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -59149.195312 Penalty: 3135.101074 Iteration 1F: 3 clusters Score -59149.2 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -59479.453125 Penalty: 3135.101074 Iteration 2F: 3 clusters Score -59479.45 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 346 members Entering Unmasked Estep Score: -59712.667969 Penalty: 3135.101074 Iteration 3F: 3 clusters Score -59712.67 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -59874.691406 Penalty: 3135.101074 Iteration 4F: 3 clusters Score -59874.69 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -59996.304688 Penalty: 3135.101074 Iteration 5Q: 3 clusters Score -59996.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 167 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -60242.644531 Penalty: 3135.101074 Iteration 6Q: 3 clusters Score -60242.64 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -60575.031250 Penalty: 3135.101074 Iteration 7Q: 3 clusters Score -60575.03 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -60966.558594 Penalty: 3135.101074 Iteration 8Q: 3 clusters Score -60966.56 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -61155.437500 Penalty: 3135.101074 Iteration 9Q: 3 clusters Score -61155.44 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -61161.000000 Penalty: 3135.101074 Iteration 10Q: 3 clusters Score -61161 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -61171.250000 Penalty: 3135.101074 Iteration 11Q: 3 clusters Score -61171.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162 members Mstep: Class 2 contains 394 members Entering Unmasked Estep Score: -61171.250000 Penalty: 3135.101074 Iteration 12F: 3 clusters Score -61171.25 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19757 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19790 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41297 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169316 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15198 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102945 members Mstep: Class 21 contains 25186 members Mstep: Class 22 contains 162 members Mstep: Class 23 contains 483 members Mstep: Class 24 contains 394 members Entering Unmasked Estep Score: -55708844.000000 Penalty: 77417.070312 Splitting cluster 22 changes total score from -55709620.000000 to -55708844.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (483 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Entering Unmasked Estep Score: -54902.382812 Penalty: 1532.644043 Iteration 0F: 2 clusters Score -54902.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -53409.886719 Penalty: 3065.288086 Iteration 0F: 3 clusters Score -53409.89 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -53564.812500 Penalty: 3065.288086 Iteration 1F: 3 clusters Score -53564.81 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -53633.710938 Penalty: 3065.288086 Iteration 2F: 3 clusters Score -53633.71 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -53663.949219 Penalty: 3065.288086 Iteration 3Q: 3 clusters Score -53663.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -53687.308594 Penalty: 3065.288086 Iteration 4Q: 3 clusters Score -53687.31 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -53705.222656 Penalty: 3065.288086 Iteration 5Q: 3 clusters Score -53705.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -53723.792969 Penalty: 3065.288086 Iteration 6Q: 3 clusters Score -53723.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -53725.050781 Penalty: 3065.288086 Iteration 7Q: 3 clusters Score -53725.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -53725.050781 Penalty: 3065.288086 Iteration 8F: 3 clusters Score -53725.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19757 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19790 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41297 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169316 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15198 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102945 members Mstep: Class 21 contains 25186 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709616.000000 Penalty: 74191.359375 Iteration 239Q: 24 clusters Score -5.570962e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19757 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19791 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41296 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169317 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15198 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102944 members Mstep: Class 21 contains 25186 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709608.000000 Penalty: 74191.359375 Iteration 240F: 24 clusters Score -5.570961e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19757 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19792 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41296 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169316 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15198 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102944 members Mstep: Class 21 contains 25186 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709624.000000 Penalty: 74191.359375 Iteration 241Q: 24 clusters Score -5.570962e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19757 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19792 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41296 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169317 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15198 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102943 members Mstep: Class 21 contains 25186 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709616.000000 Penalty: 74191.359375 Iteration 242Q: 24 clusters Score -5.570962e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19757 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19792 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41296 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169317 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15198 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102943 members Mstep: Class 21 contains 25186 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Entering Unmasked Estep ConsiderDeletion Score: -55709616.000000 Penalty: 74191.359375 Iteration 243F: 24 clusters Score -5.570962e+07 nChanged 0 Entering ConstructFrom: Score: -55709616.000000 Penalty: 74191.359375 Entering ConstructFrom: Trying to split cluster 1 (19757 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19757 members Entering Unmasked Estep Score: -2549824.750000 Penalty: 2453.033203 Iteration 0F: 2 clusters Score -2549825 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9958 members Mstep: Class 2 contains 9799 members Entering Unmasked Estep Score: -2535794.500000 Penalty: 4906.066406 Iteration 0F: 3 clusters Score -2535794 nChanged 8717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10379 members Mstep: Class 2 contains 9378 members Entering Unmasked Estep Score: -2540345.750000 Penalty: 4906.066406 Iteration 1F: 3 clusters Score -2540346 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10639 members Mstep: Class 2 contains 9118 members Entering Unmasked Estep Score: -2540733.250000 Penalty: 4906.066406 Iteration 2F: 3 clusters Score -2540733 nChanged 940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10937 members Mstep: Class 2 contains 8820 members Entering Unmasked Estep Score: -2541087.750000 Penalty: 4906.066406 Iteration 3Q: 3 clusters Score -2541088 nChanged 842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11327 members Mstep: Class 2 contains 8430 members Entering Unmasked Estep Score: -2541419.500000 Penalty: 4906.066406 Iteration 4Q: 3 clusters Score -2541420 nChanged 786 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11793 members Mstep: Class 2 contains 7964 members Entering Unmasked Estep Score: -2541782.250000 Penalty: 4906.066406 Iteration 5Q: 3 clusters Score -2541782 nChanged 879 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12426 members Mstep: Class 2 contains 7331 members Entering Unmasked Estep Score: -2542231.250000 Penalty: 4906.066406 Iteration 6Q: 3 clusters Score -2542231 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13216 members Mstep: Class 2 contains 6541 members Entering Unmasked Estep Score: -2542791.750000 Penalty: 4906.066406 Iteration 7Q: 3 clusters Score -2542792 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14236 members Mstep: Class 2 contains 5521 members Entering Unmasked Estep Score: -2543579.750000 Penalty: 4906.066406 Iteration 8F: 3 clusters Score -2543580 nChanged 1236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15400 members Mstep: Class 2 contains 4357 members Entering Unmasked Estep Score: -2544505.250000 Penalty: 4906.066406 Iteration 9F: 3 clusters Score -2544505 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16560 members Mstep: Class 2 contains 3197 members Entering Unmasked Estep Score: -2545564.750000 Penalty: 4906.066406 Iteration 10F: 3 clusters Score -2545565 nChanged 1054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17564 members Mstep: Class 2 contains 2193 members Entering Unmasked Estep Score: -2546560.750000 Penalty: 4906.066406 Iteration 11F: 3 clusters Score -2546561 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18260 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -2547340.750000 Penalty: 4906.066406 Iteration 12Q: 3 clusters Score -2547341 nChanged 425 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18643 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -2547892.500000 Penalty: 4906.066406 Iteration 13Q: 3 clusters Score -2547892 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18776 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -2548180.000000 Penalty: 4906.066406 Iteration 14Q: 3 clusters Score -2548180 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18850 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -2548334.000000 Penalty: 4906.066406 Iteration 15Q: 3 clusters Score -2548334 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18867 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -2548379.750000 Penalty: 4906.066406 Iteration 16Q: 3 clusters Score -2548380 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18864 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -2548400.750000 Penalty: 4906.066406 Iteration 17Q: 3 clusters Score -2548401 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18868 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -2548408.750000 Penalty: 4906.066406 Iteration 18Q: 3 clusters Score -2548409 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18868 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -2548417.250000 Penalty: 4906.066406 Iteration 19Q: 3 clusters Score -2548417 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18867 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -2548422.000000 Penalty: 4906.066406 Iteration 20F: 3 clusters Score -2548422 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18864 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -2548421.500000 Penalty: 4906.066406 Iteration 21Q: 3 clusters Score -2548422 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18861 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -2548423.000000 Penalty: 4906.066406 Iteration 22Q: 3 clusters Score -2548423 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18860 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -2548425.750000 Penalty: 4906.066406 Iteration 23Q: 3 clusters Score -2548426 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18860 members Mstep: Class 2 contains 897 members Entering Unmasked Estep Score: -2548425.750000 Penalty: 4906.066406 Iteration 24F: 3 clusters Score -2548426 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Entering Unmasked Estep Score: -47899.601562 Penalty: 1506.115112 Iteration 0F: 2 clusters Score -47899.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -46437.925781 Penalty: 3012.230225 Iteration 0F: 3 clusters Score -46437.93 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -46644.621094 Penalty: 3012.230225 Iteration 1F: 3 clusters Score -46644.62 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -46765.500000 Penalty: 3012.230225 Iteration 2F: 3 clusters Score -46765.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -46817.234375 Penalty: 3012.230225 Iteration 3Q: 3 clusters Score -46817.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -46862.027344 Penalty: 3012.230225 Iteration 4Q: 3 clusters Score -46862.03 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -46888.847656 Penalty: 3012.230225 Iteration 5Q: 3 clusters Score -46888.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -46897.636719 Penalty: 3012.230225 Iteration 6Q: 3 clusters Score -46897.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -46906.804688 Penalty: 3012.230225 Iteration 7Q: 3 clusters Score -46906.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -46910.832031 Penalty: 3012.230225 Iteration 8Q: 3 clusters Score -46910.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -46912.703125 Penalty: 3012.230225 Iteration 9Q: 3 clusters Score -46912.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -46926.847656 Penalty: 3012.230225 Iteration 10Q: 3 clusters Score -46926.85 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 208 members Entering Unmasked Estep Score: -46935.351562 Penalty: 3012.230225 Iteration 11Q: 3 clusters Score -46935.35 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -46944.554688 Penalty: 3012.230225 Iteration 12Q: 3 clusters Score -46944.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -46967.906250 Penalty: 3012.230225 Iteration 13Q: 3 clusters Score -46967.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -46980.023438 Penalty: 3012.230225 Iteration 14Q: 3 clusters Score -46980.02 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -46988.882812 Penalty: 3012.230225 Iteration 15Q: 3 clusters Score -46988.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -46988.882812 Penalty: 3012.230225 Iteration 16F: 3 clusters Score -46988.88 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (165 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Entering Unmasked Estep Score: -19242.335938 Penalty: 1266.274536 Iteration 0F: 2 clusters Score -19242.34 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -18196.181641 Penalty: 2532.549072 Iteration 0F: 3 clusters Score -18196.18 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -18214.996094 Penalty: 2532.549072 Iteration 1Q: 3 clusters Score -18215 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 72 members Entering Unmasked Estep Score: -18214.996094 Penalty: 2532.549072 Iteration 2F: 3 clusters Score -18215 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (4998 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4998 members Entering Unmasked Estep Score: -638935.062500 Penalty: 2112.164795 Iteration 0F: 2 clusters Score -638935.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2496 members Mstep: Class 2 contains 2502 members Entering Unmasked Estep Score: -634387.312500 Penalty: 4224.329590 Iteration 0F: 3 clusters Score -634387.3 nChanged 1892 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -635393.000000 Penalty: 4224.329590 Iteration 1F: 3 clusters Score -635393 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 2527 members Entering Unmasked Estep Score: -635689.125000 Penalty: 4224.329590 Iteration 2F: 3 clusters Score -635689.1 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2428 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -635882.375000 Penalty: 4224.329590 Iteration 3F: 3 clusters Score -635882.4 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2415 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -636014.437500 Penalty: 4224.329590 Iteration 4Q: 3 clusters Score -636014.4 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 2585 members Entering Unmasked Estep Score: -636132.000000 Penalty: 4224.329590 Iteration 5Q: 3 clusters Score -636132 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -636231.375000 Penalty: 4224.329590 Iteration 6Q: 3 clusters Score -636231.4 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2389 members Mstep: Class 2 contains 2609 members Entering Unmasked Estep Score: -636325.750000 Penalty: 4224.329590 Iteration 7Q: 3 clusters Score -636325.8 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2395 members Mstep: Class 2 contains 2603 members Entering Unmasked Estep Score: -636437.625000 Penalty: 4224.329590 Iteration 8Q: 3 clusters Score -636437.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2394 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -636553.500000 Penalty: 4224.329590 Iteration 9Q: 3 clusters Score -636553.5 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2400 members Mstep: Class 2 contains 2598 members Entering Unmasked Estep Score: -636673.687500 Penalty: 4224.329590 Iteration 10Q: 3 clusters Score -636673.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2414 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -636845.875000 Penalty: 4224.329590 Iteration 11Q: 3 clusters Score -636845.9 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2431 members Mstep: Class 2 contains 2567 members Entering Unmasked Estep Score: -637092.312500 Penalty: 4224.329590 Iteration 12Q: 3 clusters Score -637092.3 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2423 members Mstep: Class 2 contains 2575 members Entering Unmasked Estep Score: -637463.187500 Penalty: 4224.329590 Iteration 13F: 3 clusters Score -637463.2 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2393 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -637805.937500 Penalty: 4224.329590 Iteration 14F: 3 clusters Score -637805.9 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2371 members Mstep: Class 2 contains 2627 members Entering Unmasked Estep Score: -638052.687500 Penalty: 4224.329590 Iteration 15Q: 3 clusters Score -638052.7 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2345 members Mstep: Class 2 contains 2653 members Entering Unmasked Estep Score: -638206.625000 Penalty: 4224.329590 Iteration 16Q: 3 clusters Score -638206.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -638276.125000 Penalty: 4224.329590 Iteration 17Q: 3 clusters Score -638276.1 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -638309.062500 Penalty: 4224.329590 Iteration 18Q: 3 clusters Score -638309.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2328 members Mstep: Class 2 contains 2670 members Entering Unmasked Estep Score: -638323.312500 Penalty: 4224.329590 Iteration 19Q: 3 clusters Score -638323.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2327 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -638328.375000 Penalty: 4224.329590 Iteration 20F: 3 clusters Score -638328.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -638332.187500 Penalty: 4224.329590 Iteration 21Q: 3 clusters Score -638332.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -638333.000000 Penalty: 4224.329590 Iteration 22Q: 3 clusters Score -638333 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 2676 members Entering Unmasked Estep Score: -638334.125000 Penalty: 4224.329590 Iteration 23Q: 3 clusters Score -638334.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -638333.812500 Penalty: 4224.329590 Iteration 24Q: 3 clusters Score -638333.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2323 members Mstep: Class 2 contains 2675 members Entering Unmasked Estep Score: -638333.812500 Penalty: 4224.329590 Iteration 25F: 3 clusters Score -638333.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (19792 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19792 members Entering Unmasked Estep Score: -2449494.000000 Penalty: 2453.472168 Iteration 0F: 2 clusters Score -2449494 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10021 members Mstep: Class 2 contains 9771 members Entering Unmasked Estep Score: -2435669.500000 Penalty: 4906.944336 Iteration 0F: 3 clusters Score -2435670 nChanged 8541 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10506 members Mstep: Class 2 contains 9286 members Entering Unmasked Estep Score: -2440267.000000 Penalty: 4906.944336 Iteration 1F: 3 clusters Score -2440267 nChanged 1211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10663 members Mstep: Class 2 contains 9129 members Entering Unmasked Estep Score: -2441012.500000 Penalty: 4906.944336 Iteration 2F: 3 clusters Score -2441012 nChanged 1229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10716 members Mstep: Class 2 contains 9076 members Entering Unmasked Estep Score: -2441869.750000 Penalty: 4906.944336 Iteration 3F: 3 clusters Score -2441870 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10659 members Mstep: Class 2 contains 9133 members Entering Unmasked Estep Score: -2442707.250000 Penalty: 4906.944336 Iteration 4F: 3 clusters Score -2442707 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10471 members Mstep: Class 2 contains 9321 members Entering Unmasked Estep Score: -2443477.500000 Penalty: 4906.944336 Iteration 5F: 3 clusters Score -2443478 nChanged 1183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10214 members Mstep: Class 2 contains 9578 members Entering Unmasked Estep Score: -2444115.500000 Penalty: 4906.944336 Iteration 6F: 3 clusters Score -2444116 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9941 members Mstep: Class 2 contains 9851 members Entering Unmasked Estep Score: -2444631.000000 Penalty: 4906.944336 Iteration 7F: 3 clusters Score -2444631 nChanged 880 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9653 members Mstep: Class 2 contains 10139 members Entering Unmasked Estep Score: -2445009.750000 Penalty: 4906.944336 Iteration 8Q: 3 clusters Score -2445010 nChanged 717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9364 members Mstep: Class 2 contains 10428 members Entering Unmasked Estep Score: -2445268.250000 Penalty: 4906.944336 Iteration 9Q: 3 clusters Score -2445268 nChanged 569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 10659 members Entering Unmasked Estep Score: -2445453.500000 Penalty: 4906.944336 Iteration 10Q: 3 clusters Score -2445454 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8873 members Mstep: Class 2 contains 10919 members Entering Unmasked Estep Score: -2445565.500000 Penalty: 4906.944336 Iteration 11Q: 3 clusters Score -2445566 nChanged 361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8650 members Mstep: Class 2 contains 11142 members Entering Unmasked Estep Score: -2445673.000000 Penalty: 4906.944336 Iteration 12Q: 3 clusters Score -2445673 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8389 members Mstep: Class 2 contains 11403 members Entering Unmasked Estep Score: -2445764.750000 Penalty: 4906.944336 Iteration 13Q: 3 clusters Score -2445765 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8113 members Mstep: Class 2 contains 11679 members Entering Unmasked Estep Score: -2445852.750000 Penalty: 4906.944336 Iteration 14Q: 3 clusters Score -2445853 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7832 members Mstep: Class 2 contains 11960 members Entering Unmasked Estep Score: -2445951.500000 Penalty: 4906.944336 Iteration 15Q: 3 clusters Score -2445952 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7528 members Mstep: Class 2 contains 12264 members Entering Unmasked Estep Score: -2446038.750000 Penalty: 4906.944336 Iteration 16Q: 3 clusters Score -2446039 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7238 members Mstep: Class 2 contains 12554 members Entering Unmasked Estep Score: -2446122.000000 Penalty: 4906.944336 Iteration 17Q: 3 clusters Score -2446122 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6937 members Mstep: Class 2 contains 12855 members Entering Unmasked Estep Score: -2446212.500000 Penalty: 4906.944336 Iteration 18Q: 3 clusters Score -2446212 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 13139 members Entering Unmasked Estep Score: -2446296.500000 Penalty: 4906.944336 Iteration 19Q: 3 clusters Score -2446296 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6355 members Mstep: Class 2 contains 13437 members Entering Unmasked Estep Score: -2446379.750000 Penalty: 4906.944336 Iteration 20F: 3 clusters Score -2446380 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6055 members Mstep: Class 2 contains 13737 members Entering Unmasked Estep Score: -2446474.750000 Penalty: 4906.944336 Iteration 21Q: 3 clusters Score -2446475 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5735 members Mstep: Class 2 contains 14057 members Entering Unmasked Estep Score: -2446574.000000 Penalty: 4906.944336 Iteration 22Q: 3 clusters Score -2446574 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5411 members Mstep: Class 2 contains 14381 members Entering Unmasked Estep Score: -2446680.250000 Penalty: 4906.944336 Iteration 23Q: 3 clusters Score -2446680 nChanged 347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5064 members Mstep: Class 2 contains 14728 members Entering Unmasked Estep Score: -2446797.750000 Penalty: 4906.944336 Iteration 24Q: 3 clusters Score -2446798 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4745 members Mstep: Class 2 contains 15047 members Entering Unmasked Estep Score: -2446915.750000 Penalty: 4906.944336 Iteration 25Q: 3 clusters Score -2446916 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 15379 members Entering Unmasked Estep Score: -2447045.500000 Penalty: 4906.944336 Iteration 26Q: 3 clusters Score -2447046 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4090 members Mstep: Class 2 contains 15702 members Entering Unmasked Estep Score: -2447165.750000 Penalty: 4906.944336 Iteration 27Q: 3 clusters Score -2447166 nChanged 326 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 16024 members Entering Unmasked Estep Score: -2447295.750000 Penalty: 4906.944336 Iteration 28Q: 3 clusters Score -2447296 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3446 members Mstep: Class 2 contains 16346 members Entering Unmasked Estep Score: -2447444.750000 Penalty: 4906.944336 Iteration 29Q: 3 clusters Score -2447445 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3126 members Mstep: Class 2 contains 16666 members Entering Unmasked Estep Score: -2447589.250000 Penalty: 4906.944336 Iteration 30Q: 3 clusters Score -2447589 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 16967 members Entering Unmasked Estep Score: -2447735.750000 Penalty: 4906.944336 Iteration 31Q: 3 clusters Score -2447736 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 17219 members Entering Unmasked Estep Score: -2447848.000000 Penalty: 4906.944336 Iteration 32Q: 3 clusters Score -2447848 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2335 members Mstep: Class 2 contains 17457 members Entering Unmasked Estep Score: -2447966.250000 Penalty: 4906.944336 Iteration 33Q: 3 clusters Score -2447966 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2103 members Mstep: Class 2 contains 17689 members Entering Unmasked Estep Score: -2448089.750000 Penalty: 4906.944336 Iteration 34Q: 3 clusters Score -2448090 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 17866 members Entering Unmasked Estep Score: -2448159.500000 Penalty: 4906.944336 Iteration 35Q: 3 clusters Score -2448160 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 18010 members Entering Unmasked Estep Score: -2448208.000000 Penalty: 4906.944336 Iteration 36Q: 3 clusters Score -2448208 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1673 members Mstep: Class 2 contains 18119 members Entering Unmasked Estep Score: -2448248.000000 Penalty: 4906.944336 Iteration 37Q: 3 clusters Score -2448248 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1599 members Mstep: Class 2 contains 18193 members Entering Unmasked Estep Score: -2448281.750000 Penalty: 4906.944336 Iteration 38Q: 3 clusters Score -2448282 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 18238 members Entering Unmasked Estep Score: -2448291.750000 Penalty: 4906.944336 Iteration 39Q: 3 clusters Score -2448292 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Mstep: Class 2 contains 18262 members Entering Unmasked Estep Score: -2448328.500000 Penalty: 4906.944336 Iteration 40F: 3 clusters Score -2448328 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 18342 members Entering Unmasked Estep Score: -2448385.000000 Penalty: 4906.944336 Iteration 41Q: 3 clusters Score -2448385 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 18413 members Entering Unmasked Estep Score: -2448419.000000 Penalty: 4906.944336 Iteration 42Q: 3 clusters Score -2448419 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 18473 members Entering Unmasked Estep Score: -2448450.500000 Penalty: 4906.944336 Iteration 43Q: 3 clusters Score -2448450 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 18524 members Entering Unmasked Estep Score: -2448494.500000 Penalty: 4906.944336 Iteration 44Q: 3 clusters Score -2448494 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 18572 members Entering Unmasked Estep Score: -2448523.000000 Penalty: 4906.944336 Iteration 45Q: 3 clusters Score -2448523 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 18607 members Entering Unmasked Estep Score: -2448547.750000 Penalty: 4906.944336 Iteration 46Q: 3 clusters Score -2448548 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 18643 members Entering Unmasked Estep Score: -2448579.750000 Penalty: 4906.944336 Iteration 47Q: 3 clusters Score -2448580 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1121 members Mstep: Class 2 contains 18671 members Entering Unmasked Estep Score: -2448618.500000 Penalty: 4906.944336 Iteration 48Q: 3 clusters Score -2448618 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 18700 members Entering Unmasked Estep Score: -2448656.500000 Penalty: 4906.944336 Iteration 49Q: 3 clusters Score -2448656 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 18727 members Entering Unmasked Estep Score: -2448684.500000 Penalty: 4906.944336 Iteration 50Q: 3 clusters Score -2448684 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 18746 members Entering Unmasked Estep Score: -2448697.000000 Penalty: 4906.944336 Iteration 51Q: 3 clusters Score -2448697 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 18762 members Entering Unmasked Estep Score: -2448704.250000 Penalty: 4906.944336 Iteration 52Q: 3 clusters Score -2448704 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 18773 members Entering Unmasked Estep Score: -2448705.750000 Penalty: 4906.944336 Iteration 53Q: 3 clusters Score -2448706 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 18785 members Entering Unmasked Estep Score: -2448713.750000 Penalty: 4906.944336 Iteration 54Q: 3 clusters Score -2448714 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 18792 members Entering Unmasked Estep Score: -2448720.000000 Penalty: 4906.944336 Iteration 55Q: 3 clusters Score -2448720 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 18799 members Entering Unmasked Estep Score: -2448726.250000 Penalty: 4906.944336 Iteration 56Q: 3 clusters Score -2448726 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 18803 members Entering Unmasked Estep Score: -2448721.000000 Penalty: 4906.944336 Iteration 57Q: 3 clusters Score -2448721 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 989 members Mstep: Class 2 contains 18803 members Entering Unmasked Estep Score: -2448721.000000 Penalty: 4906.944336 Iteration 58F: 3 clusters Score -2448721 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (787 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Entering Unmasked Estep Score: -94583.656250 Penalty: 1653.720581 Iteration 0F: 2 clusters Score -94583.66 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 391 members Entering Unmasked Estep Score: -92830.062500 Penalty: 3307.441162 Iteration 0F: 3 clusters Score -92830.06 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -93118.890625 Penalty: 3307.441162 Iteration 1F: 3 clusters Score -93118.89 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -93225.953125 Penalty: 3307.441162 Iteration 2F: 3 clusters Score -93225.95 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -93295.445312 Penalty: 3307.441162 Iteration 3Q: 3 clusters Score -93295.45 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -93356.875000 Penalty: 3307.441162 Iteration 4Q: 3 clusters Score -93356.88 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 490 members Entering Unmasked Estep Score: -93406.656250 Penalty: 3307.441162 Iteration 5Q: 3 clusters Score -93406.66 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 499 members Entering Unmasked Estep Score: -93493.742188 Penalty: 3307.441162 Iteration 6Q: 3 clusters Score -93493.74 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -93603.320312 Penalty: 3307.441162 Iteration 7Q: 3 clusters Score -93603.32 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 480 members Entering Unmasked Estep Score: -93742.781250 Penalty: 3307.441162 Iteration 8Q: 3 clusters Score -93742.78 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 317 members Mstep: Class 2 contains 470 members Entering Unmasked Estep Score: -93859.289062 Penalty: 3307.441162 Iteration 9Q: 3 clusters Score -93859.29 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -93939.187500 Penalty: 3307.441162 Iteration 10Q: 3 clusters Score -93939.19 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 439 members Entering Unmasked Estep Score: -94004.570312 Penalty: 3307.441162 Iteration 11Q: 3 clusters Score -94004.57 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 428 members Entering Unmasked Estep Score: -94042.796875 Penalty: 3307.441162 Iteration 12Q: 3 clusters Score -94042.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 420 members Entering Unmasked Estep Score: -94059.132812 Penalty: 3307.441162 Iteration 13Q: 3 clusters Score -94059.13 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 417 members Entering Unmasked Estep Score: -94065.273438 Penalty: 3307.441162 Iteration 14Q: 3 clusters Score -94065.27 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -94078.210938 Penalty: 3307.441162 Iteration 15Q: 3 clusters Score -94078.21 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -94086.718750 Penalty: 3307.441162 Iteration 16Q: 3 clusters Score -94086.72 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 383 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -94093.867188 Penalty: 3307.441162 Iteration 17Q: 3 clusters Score -94093.87 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -94098.210938 Penalty: 3307.441162 Iteration 18Q: 3 clusters Score -94098.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -94098.210938 Penalty: 3307.441162 Iteration 19F: 3 clusters Score -94098.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (880 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 880 members Entering Unmasked Estep Score: -112272.687500 Penalty: 1681.420654 Iteration 0F: 2 clusters Score -112272.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -110408.437500 Penalty: 3362.841309 Iteration 0F: 3 clusters Score -110408.4 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 419 members Entering Unmasked Estep Score: -110638.773438 Penalty: 3362.841309 Iteration 1F: 3 clusters Score -110638.8 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -110714.312500 Penalty: 3362.841309 Iteration 2F: 3 clusters Score -110714.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 415 members Entering Unmasked Estep Score: -110746.187500 Penalty: 3362.841309 Iteration 3Q: 3 clusters Score -110746.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -110771.468750 Penalty: 3362.841309 Iteration 4Q: 3 clusters Score -110771.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -110790.406250 Penalty: 3362.841309 Iteration 5Q: 3 clusters Score -110790.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 409 members Entering Unmasked Estep Score: -110801.265625 Penalty: 3362.841309 Iteration 6Q: 3 clusters Score -110801.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -110806.203125 Penalty: 3362.841309 Iteration 7Q: 3 clusters Score -110806.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 402 members Entering Unmasked Estep Score: -110814.187500 Penalty: 3362.841309 Iteration 8Q: 3 clusters Score -110814.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -110819.531250 Penalty: 3362.841309 Iteration 9Q: 3 clusters Score -110819.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -110821.843750 Penalty: 3362.841309 Iteration 10Q: 3 clusters Score -110821.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -110824.914062 Penalty: 3362.841309 Iteration 11Q: 3 clusters Score -110824.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -110824.914062 Penalty: 3362.841309 Iteration 12F: 3 clusters Score -110824.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (41296 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41296 members Entering Unmasked Estep Score: -5333481.000000 Penalty: 2635.873291 Iteration 0F: 2 clusters Score -5333481 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20673 members Mstep: Class 2 contains 20623 members Entering Unmasked Estep Score: -5305415.000000 Penalty: 5271.746582 Iteration 0F: 3 clusters Score -5305415 nChanged 18908 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20777 members Mstep: Class 2 contains 20519 members Entering Unmasked Estep Score: -5316197.500000 Penalty: 5271.746582 Iteration 1F: 3 clusters Score -5316198 nChanged 2014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20661 members Mstep: Class 2 contains 20635 members Entering Unmasked Estep Score: -5317078.500000 Penalty: 5271.746582 Iteration 2Q: 3 clusters Score -5317078 nChanged 2113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20378 members Mstep: Class 2 contains 20918 members Entering Unmasked Estep Score: -5318194.000000 Penalty: 5271.746582 Iteration 3F: 3 clusters Score -5318194 nChanged 2247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19859 members Mstep: Class 2 contains 21437 members Entering Unmasked Estep Score: -5319410.500000 Penalty: 5271.746582 Iteration 4F: 3 clusters Score -5319410 nChanged 2438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18999 members Mstep: Class 2 contains 22297 members Entering Unmasked Estep Score: -5320677.000000 Penalty: 5271.746582 Iteration 5F: 3 clusters Score -5320677 nChanged 2424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17829 members Mstep: Class 2 contains 23467 members Entering Unmasked Estep Score: -5322073.000000 Penalty: 5271.746582 Iteration 6F: 3 clusters Score -5322073 nChanged 2510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16377 members Mstep: Class 2 contains 24919 members Entering Unmasked Estep Score: -5323648.500000 Penalty: 5271.746582 Iteration 7F: 3 clusters Score -5323648 nChanged 2428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14785 members Mstep: Class 2 contains 26511 members Entering Unmasked Estep Score: -5325391.500000 Penalty: 5271.746582 Iteration 8F: 3 clusters Score -5325392 nChanged 2128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13341 members Mstep: Class 2 contains 27955 members Entering Unmasked Estep Score: -5326913.500000 Penalty: 5271.746582 Iteration 9F: 3 clusters Score -5326914 nChanged 1676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12061 members Mstep: Class 2 contains 29235 members Entering Unmasked Estep Score: -5328069.500000 Penalty: 5271.746582 Iteration 10Q: 3 clusters Score -5328070 nChanged 1274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10915 members Mstep: Class 2 contains 30381 members Entering Unmasked Estep Score: -5328861.500000 Penalty: 5271.746582 Iteration 11Q: 3 clusters Score -5328862 nChanged 1049 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9902 members Mstep: Class 2 contains 31394 members Entering Unmasked Estep Score: -5329480.000000 Penalty: 5271.746582 Iteration 12Q: 3 clusters Score -5329480 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8999 members Mstep: Class 2 contains 32297 members Entering Unmasked Estep Score: -5330037.500000 Penalty: 5271.746582 Iteration 13Q: 3 clusters Score -5330038 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8168 members Mstep: Class 2 contains 33128 members Entering Unmasked Estep Score: -5330587.500000 Penalty: 5271.746582 Iteration 14Q: 3 clusters Score -5330588 nChanged 727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7445 members Mstep: Class 2 contains 33851 members Entering Unmasked Estep Score: -5331067.500000 Penalty: 5271.746582 Iteration 15Q: 3 clusters Score -5331068 nChanged 632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6827 members Mstep: Class 2 contains 34469 members Entering Unmasked Estep Score: -5331503.000000 Penalty: 5271.746582 Iteration 16Q: 3 clusters Score -5331503 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6321 members Mstep: Class 2 contains 34975 members Entering Unmasked Estep Score: -5331794.000000 Penalty: 5271.746582 Iteration 17Q: 3 clusters Score -5331794 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5925 members Mstep: Class 2 contains 35371 members Entering Unmasked Estep Score: -5331935.500000 Penalty: 5271.746582 Iteration 18Q: 3 clusters Score -5331936 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5618 members Mstep: Class 2 contains 35678 members Entering Unmasked Estep Score: -5332074.000000 Penalty: 5271.746582 Iteration 19Q: 3 clusters Score -5332074 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5371 members Mstep: Class 2 contains 35925 members Entering Unmasked Estep Score: -5332142.000000 Penalty: 5271.746582 Iteration 20F: 3 clusters Score -5332142 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5178 members Mstep: Class 2 contains 36118 members Entering Unmasked Estep Score: -5332187.000000 Penalty: 5271.746582 Iteration 21Q: 3 clusters Score -5332187 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5011 members Mstep: Class 2 contains 36285 members Entering Unmasked Estep Score: -5332216.500000 Penalty: 5271.746582 Iteration 22Q: 3 clusters Score -5332216 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 36403 members Entering Unmasked Estep Score: -5332237.000000 Penalty: 5271.746582 Iteration 23Q: 3 clusters Score -5332237 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 36501 members Entering Unmasked Estep Score: -5332254.500000 Penalty: 5271.746582 Iteration 24Q: 3 clusters Score -5332254 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4709 members Mstep: Class 2 contains 36587 members Entering Unmasked Estep Score: -5332257.000000 Penalty: 5271.746582 Iteration 25Q: 3 clusters Score -5332257 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4660 members Mstep: Class 2 contains 36636 members Entering Unmasked Estep Score: -5332260.000000 Penalty: 5271.746582 Iteration 26Q: 3 clusters Score -5332260 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4620 members Mstep: Class 2 contains 36676 members Entering Unmasked Estep Score: -5332253.000000 Penalty: 5271.746582 Iteration 27Q: 3 clusters Score -5332253 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 36711 members Entering Unmasked Estep Score: -5332264.500000 Penalty: 5271.746582 Iteration 28Q: 3 clusters Score -5332264 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4557 members Mstep: Class 2 contains 36739 members Entering Unmasked Estep Score: -5332272.500000 Penalty: 5271.746582 Iteration 29Q: 3 clusters Score -5332272 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4535 members Mstep: Class 2 contains 36761 members Entering Unmasked Estep Score: -5332278.000000 Penalty: 5271.746582 Iteration 30Q: 3 clusters Score -5332278 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 36770 members Entering Unmasked Estep Score: -5332282.500000 Penalty: 5271.746582 Iteration 31Q: 3 clusters Score -5332282 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 36775 members Entering Unmasked Estep Score: -5332277.500000 Penalty: 5271.746582 Iteration 32Q: 3 clusters Score -5332278 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4511 members Mstep: Class 2 contains 36785 members Entering Unmasked Estep Score: -5332290.000000 Penalty: 5271.746582 Iteration 33Q: 3 clusters Score -5332290 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 36798 members Entering Unmasked Estep Score: -5332280.500000 Penalty: 5271.746582 Iteration 34Q: 3 clusters Score -5332280 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4489 members Mstep: Class 2 contains 36807 members Entering Unmasked Estep Score: -5332274.500000 Penalty: 5271.746582 Iteration 35Q: 3 clusters Score -5332274 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4481 members Mstep: Class 2 contains 36815 members Entering Unmasked Estep Score: -5332278.500000 Penalty: 5271.746582 Iteration 36Q: 3 clusters Score -5332278 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 36825 members Entering Unmasked Estep Score: -5332283.500000 Penalty: 5271.746582 Iteration 37Q: 3 clusters Score -5332284 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 36837 members Entering Unmasked Estep Score: -5332278.500000 Penalty: 5271.746582 Iteration 38Q: 3 clusters Score -5332278 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 36847 members Entering Unmasked Estep Score: -5332275.000000 Penalty: 5271.746582 Iteration 39Q: 3 clusters Score -5332275 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4444 members Mstep: Class 2 contains 36852 members Entering Unmasked Estep Score: -5332273.000000 Penalty: 5271.746582 Iteration 40F: 3 clusters Score -5332273 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 36859 members Entering Unmasked Estep Score: -5332276.500000 Penalty: 5271.746582 Iteration 41Q: 3 clusters Score -5332276 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 36863 members Entering Unmasked Estep Score: -5332275.500000 Penalty: 5271.746582 Iteration 42Q: 3 clusters Score -5332276 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 36867 members Entering Unmasked Estep Score: -5332287.000000 Penalty: 5271.746582 Iteration 43Q: 3 clusters Score -5332287 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4421 members Mstep: Class 2 contains 36875 members Entering Unmasked Estep Score: -5332283.000000 Penalty: 5271.746582 Iteration 44Q: 3 clusters Score -5332283 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 36880 members Entering Unmasked Estep Score: -5332287.000000 Penalty: 5271.746582 Iteration 45Q: 3 clusters Score -5332287 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 36887 members Entering Unmasked Estep Score: -5332283.500000 Penalty: 5271.746582 Iteration 46Q: 3 clusters Score -5332284 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4404 members Mstep: Class 2 contains 36892 members Entering Unmasked Estep Score: -5332285.500000 Penalty: 5271.746582 Iteration 47Q: 3 clusters Score -5332286 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4399 members Mstep: Class 2 contains 36897 members Entering Unmasked Estep Score: -5332282.000000 Penalty: 5271.746582 Iteration 48Q: 3 clusters Score -5332282 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4397 members Mstep: Class 2 contains 36899 members Entering Unmasked Estep Score: -5332282.000000 Penalty: 5271.746582 Iteration 49Q: 3 clusters Score -5332282 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 36900 members Entering Unmasked Estep Score: -5332280.000000 Penalty: 5271.746582 Iteration 50Q: 3 clusters Score -5332280 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4396 members Mstep: Class 2 contains 36900 members Entering Unmasked Estep Score: -5332280.000000 Penalty: 5271.746582 Iteration 51F: 3 clusters Score -5332280 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (2244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2244 members Entering Unmasked Estep Score: -273106.937500 Penalty: 1913.571777 Iteration 0F: 2 clusters Score -273106.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -270307.218750 Penalty: 3827.143555 Iteration 0F: 3 clusters Score -270307.2 nChanged 718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -270814.843750 Penalty: 3827.143555 Iteration 1F: 3 clusters Score -270814.8 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -271020.968750 Penalty: 3827.143555 Iteration 2F: 3 clusters Score -271021 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -271168.218750 Penalty: 3827.143555 Iteration 3F: 3 clusters Score -271168.2 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -271307.437500 Penalty: 3827.143555 Iteration 4Q: 3 clusters Score -271307.4 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -271455.218750 Penalty: 3827.143555 Iteration 5Q: 3 clusters Score -271455.2 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 1150 members Entering Unmasked Estep Score: -271601.656250 Penalty: 3827.143555 Iteration 6Q: 3 clusters Score -271601.7 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -271764.531250 Penalty: 3827.143555 Iteration 7Q: 3 clusters Score -271764.5 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -271906.968750 Penalty: 3827.143555 Iteration 8Q: 3 clusters Score -271907 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -272028.968750 Penalty: 3827.143555 Iteration 9Q: 3 clusters Score -272029 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1177 members Entering Unmasked Estep Score: -272103.437500 Penalty: 3827.143555 Iteration 10Q: 3 clusters Score -272103.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -272158.562500 Penalty: 3827.143555 Iteration 11Q: 3 clusters Score -272158.6 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -272197.937500 Penalty: 3827.143555 Iteration 12Q: 3 clusters Score -272197.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -272211.781250 Penalty: 3827.143555 Iteration 13Q: 3 clusters Score -272211.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -272223.593750 Penalty: 3827.143555 Iteration 14Q: 3 clusters Score -272223.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -272233.031250 Penalty: 3827.143555 Iteration 15Q: 3 clusters Score -272233 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -272236.843750 Penalty: 3827.143555 Iteration 16Q: 3 clusters Score -272236.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1163 members Entering Unmasked Estep Score: -272238.562500 Penalty: 3827.143555 Iteration 17Q: 3 clusters Score -272238.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -272239.968750 Penalty: 3827.143555 Iteration 18Q: 3 clusters Score -272240 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -272241.937500 Penalty: 3827.143555 Iteration 19Q: 3 clusters Score -272241.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -272241.937500 Penalty: 3827.143555 Iteration 20F: 3 clusters Score -272241.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (7564 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7564 members Entering Unmasked Estep Score: -966474.312500 Penalty: 2214.926514 Iteration 0F: 2 clusters Score -966474.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3852 members Mstep: Class 2 contains 3712 members Entering Unmasked Estep Score: -960401.562500 Penalty: 4429.853027 Iteration 0F: 3 clusters Score -960401.6 nChanged 2940 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 3436 members Entering Unmasked Estep Score: -961976.312500 Penalty: 4429.853027 Iteration 1F: 3 clusters Score -961976.3 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4309 members Mstep: Class 2 contains 3255 members Entering Unmasked Estep Score: -962267.937500 Penalty: 4429.853027 Iteration 2F: 3 clusters Score -962267.9 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4529 members Mstep: Class 2 contains 3035 members Entering Unmasked Estep Score: -962520.187500 Penalty: 4429.853027 Iteration 3F: 3 clusters Score -962520.2 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 2762 members Entering Unmasked Estep Score: -962749.750000 Penalty: 4429.853027 Iteration 4F: 3 clusters Score -962749.8 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5049 members Mstep: Class 2 contains 2515 members Entering Unmasked Estep Score: -962924.312500 Penalty: 4429.853027 Iteration 5Q: 3 clusters Score -962924.3 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -963093.000000 Penalty: 4429.853027 Iteration 6Q: 3 clusters Score -963093 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5527 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -963257.062500 Penalty: 4429.853027 Iteration 7Q: 3 clusters Score -963257.1 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5753 members Mstep: Class 2 contains 1811 members Entering Unmasked Estep Score: -963406.250000 Penalty: 4429.853027 Iteration 8Q: 3 clusters Score -963406.2 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -963565.062500 Penalty: 4429.853027 Iteration 9Q: 3 clusters Score -963565.1 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6205 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -963747.687500 Penalty: 4429.853027 Iteration 10Q: 3 clusters Score -963747.7 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6417 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -963934.500000 Penalty: 4429.853027 Iteration 11Q: 3 clusters Score -963934.5 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 965 members Entering Unmasked Estep Score: -964109.375000 Penalty: 4429.853027 Iteration 12Q: 3 clusters Score -964109.4 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6765 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -964298.500000 Penalty: 4429.853027 Iteration 13Q: 3 clusters Score -964298.5 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6889 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -964426.000000 Penalty: 4429.853027 Iteration 14Q: 3 clusters Score -964426 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6989 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -964510.250000 Penalty: 4429.853027 Iteration 15Q: 3 clusters Score -964510.2 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7049 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -964570.812500 Penalty: 4429.853027 Iteration 16Q: 3 clusters Score -964570.8 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7089 members Mstep: Class 2 contains 475 members Entering Unmasked Estep Score: -964615.562500 Penalty: 4429.853027 Iteration 17Q: 3 clusters Score -964615.6 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7117 members Mstep: Class 2 contains 447 members Entering Unmasked Estep Score: -964652.437500 Penalty: 4429.853027 Iteration 18Q: 3 clusters Score -964652.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7135 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -964673.312500 Penalty: 4429.853027 Iteration 19Q: 3 clusters Score -964673.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7148 members Mstep: Class 2 contains 416 members Entering Unmasked Estep Score: -964690.375000 Penalty: 4429.853027 Iteration 20F: 3 clusters Score -964690.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7160 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -964704.437500 Penalty: 4429.853027 Iteration 21Q: 3 clusters Score -964704.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7167 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -964714.250000 Penalty: 4429.853027 Iteration 22Q: 3 clusters Score -964714.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7179 members Mstep: Class 2 contains 385 members Entering Unmasked Estep Score: -964731.187500 Penalty: 4429.853027 Iteration 23Q: 3 clusters Score -964731.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7187 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -964737.812500 Penalty: 4429.853027 Iteration 24Q: 3 clusters Score -964737.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7191 members Mstep: Class 2 contains 373 members Entering Unmasked Estep Score: -964742.375000 Penalty: 4429.853027 Iteration 25Q: 3 clusters Score -964742.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7196 members Mstep: Class 2 contains 368 members Entering Unmasked Estep Score: -964750.062500 Penalty: 4429.853027 Iteration 26Q: 3 clusters Score -964750.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7201 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -964755.375000 Penalty: 4429.853027 Iteration 27Q: 3 clusters Score -964755.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7201 members Mstep: Class 2 contains 363 members Entering Unmasked Estep Score: -964757.375000 Penalty: 4429.853027 Iteration 28Q: 3 clusters Score -964757.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7204 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -964760.187500 Penalty: 4429.853027 Iteration 29Q: 3 clusters Score -964760.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7204 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -964759.000000 Penalty: 4429.853027 Iteration 30Q: 3 clusters Score -964759 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7204 members Mstep: Class 2 contains 360 members Entering Unmasked Estep Score: -964759.000000 Penalty: 4429.853027 Iteration 31F: 3 clusters Score -964759 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (449 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Entering Unmasked Estep Score: -48422.792969 Penalty: 1514.541626 Iteration 0F: 2 clusters Score -48422.79 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -47074.039062 Penalty: 3029.083252 Iteration 0F: 3 clusters Score -47074.04 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -47325.496094 Penalty: 3029.083252 Iteration 1F: 3 clusters Score -47325.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -47422.179688 Penalty: 3029.083252 Iteration 2F: 3 clusters Score -47422.18 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -47463.753906 Penalty: 3029.083252 Iteration 3Q: 3 clusters Score -47463.75 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -47482.914062 Penalty: 3029.083252 Iteration 4Q: 3 clusters Score -47482.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 165 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -47503.792969 Penalty: 3029.083252 Iteration 5Q: 3 clusters Score -47503.79 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -47534.476562 Penalty: 3029.083252 Iteration 6Q: 3 clusters Score -47534.48 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -47579.718750 Penalty: 3029.083252 Iteration 7Q: 3 clusters Score -47579.72 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -47649.679688 Penalty: 3029.083252 Iteration 8Q: 3 clusters Score -47649.68 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -47732.007812 Penalty: 3029.083252 Iteration 9Q: 3 clusters Score -47732.01 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -47793.675781 Penalty: 3029.083252 Iteration 10Q: 3 clusters Score -47793.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -47823.687500 Penalty: 3029.083252 Iteration 11Q: 3 clusters Score -47823.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -47851.097656 Penalty: 3029.083252 Iteration 12Q: 3 clusters Score -47851.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -47873.781250 Penalty: 3029.083252 Iteration 13Q: 3 clusters Score -47873.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -47899.886719 Penalty: 3029.083252 Iteration 14Q: 3 clusters Score -47899.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -47919.574219 Penalty: 3029.083252 Iteration 15Q: 3 clusters Score -47919.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -47944.378906 Penalty: 3029.083252 Iteration 16Q: 3 clusters Score -47944.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -47988.687500 Penalty: 3029.083252 Iteration 17Q: 3 clusters Score -47988.69 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -48026.511719 Penalty: 3029.083252 Iteration 18Q: 3 clusters Score -48026.51 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -48055.597656 Penalty: 3029.083252 Iteration 19Q: 3 clusters Score -48055.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -48112.949219 Penalty: 3029.083252 Iteration 20F: 3 clusters Score -48112.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -48189.160156 Penalty: 3029.083252 Iteration 21Q: 3 clusters Score -48189.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -48213.183594 Penalty: 3029.083252 Iteration 22Q: 3 clusters Score -48213.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -48223.410156 Penalty: 3029.083252 Iteration 23Q: 3 clusters Score -48223.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -48229.050781 Penalty: 3029.083252 Iteration 24Q: 3 clusters Score -48229.05 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -48229.050781 Penalty: 3029.083252 Iteration 25F: 3 clusters Score -48229.05 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (693 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Entering Unmasked Estep Score: -77723.968750 Penalty: 1622.175415 Iteration 0F: 2 clusters Score -77723.97 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -76090.570312 Penalty: 3244.350830 Iteration 0F: 3 clusters Score -76090.57 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -76347.007812 Penalty: 3244.350830 Iteration 1F: 3 clusters Score -76347.01 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 399 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -76458.695312 Penalty: 3244.350830 Iteration 2F: 3 clusters Score -76458.7 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -76584.578125 Penalty: 3244.350830 Iteration 3F: 3 clusters Score -76584.58 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -76700.640625 Penalty: 3244.350830 Iteration 4Q: 3 clusters Score -76700.64 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -76754.703125 Penalty: 3244.350830 Iteration 5Q: 3 clusters Score -76754.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -76809.562500 Penalty: 3244.350830 Iteration 6Q: 3 clusters Score -76809.56 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -76856.484375 Penalty: 3244.350830 Iteration 7Q: 3 clusters Score -76856.48 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 216 members Entering Unmasked Estep Score: -76886.296875 Penalty: 3244.350830 Iteration 8Q: 3 clusters Score -76886.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -76916.726562 Penalty: 3244.350830 Iteration 9Q: 3 clusters Score -76916.73 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -76941.242188 Penalty: 3244.350830 Iteration 10Q: 3 clusters Score -76941.24 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 491 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -76953.382812 Penalty: 3244.350830 Iteration 11Q: 3 clusters Score -76953.38 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 494 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -76958.828125 Penalty: 3244.350830 Iteration 12Q: 3 clusters Score -76958.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -76960.179688 Penalty: 3244.350830 Iteration 13Q: 3 clusters Score -76960.18 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -76960.179688 Penalty: 3244.350830 Iteration 14F: 3 clusters Score -76960.18 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (169317 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169317 members Entering Unmasked Estep Score: -21352244.000000 Penalty: 2985.802979 Iteration 0F: 2 clusters Score -2.135224e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 84386 members Mstep: Class 2 contains 84931 members Entering Unmasked Estep Score: -21239098.000000 Penalty: 5971.605957 Iteration 0F: 3 clusters Score -2.12391e+07 nChanged 81114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79806 members Mstep: Class 2 contains 89511 members Entering Unmasked Estep Score: -21286026.000000 Penalty: 5971.605957 Iteration 1F: 3 clusters Score -2.128603e+07 nChanged 5303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76591 members Mstep: Class 2 contains 92726 members Entering Unmasked Estep Score: -21287186.000000 Penalty: 5971.605957 Iteration 2Q: 3 clusters Score -2.128719e+07 nChanged 6346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71629 members Mstep: Class 2 contains 97688 members Entering Unmasked Estep Score: -21289168.000000 Penalty: 5971.605957 Iteration 3Q: 3 clusters Score -2.128917e+07 nChanged 8245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64172 members Mstep: Class 2 contains 105145 members Entering Unmasked Estep Score: -21292834.000000 Penalty: 5971.605957 Iteration 4Q: 3 clusters Score -2.129283e+07 nChanged 11046 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53484 members Mstep: Class 2 contains 115833 members Entering Unmasked Estep Score: -21299870.000000 Penalty: 5971.605957 Iteration 5F: 3 clusters Score -2.129987e+07 nChanged 14275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39353 members Mstep: Class 2 contains 129964 members Entering Unmasked Estep Score: -21311410.000000 Penalty: 5971.605957 Iteration 6F: 3 clusters Score -2.131141e+07 nChanged 15543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23862 members Mstep: Class 2 contains 145455 members Entering Unmasked Estep Score: -21326378.000000 Penalty: 5971.605957 Iteration 7F: 3 clusters Score -2.132638e+07 nChanged 12730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11144 members Mstep: Class 2 contains 158173 members Entering Unmasked Estep Score: -21339768.000000 Penalty: 5971.605957 Iteration 8F: 3 clusters Score -2.133977e+07 nChanged 6929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4227 members Mstep: Class 2 contains 165090 members Entering Unmasked Estep Score: -21346414.000000 Penalty: 5971.605957 Iteration 9Q: 3 clusters Score -2.134641e+07 nChanged 2552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 167630 members Entering Unmasked Estep Score: -21348576.000000 Penalty: 5971.605957 Iteration 10Q: 3 clusters Score -2.134858e+07 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 168419 members Entering Unmasked Estep Score: -21349252.000000 Penalty: 5971.605957 Iteration 11Q: 3 clusters Score -2.134925e+07 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 168674 members Entering Unmasked Estep Score: -21349548.000000 Penalty: 5971.605957 Iteration 12Q: 3 clusters Score -2.134955e+07 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 168768 members Entering Unmasked Estep Score: -21349654.000000 Penalty: 5971.605957 Iteration 13Q: 3 clusters Score -2.134965e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 168799 members Entering Unmasked Estep Score: -21349758.000000 Penalty: 5971.605957 Iteration 14Q: 3 clusters Score -2.134976e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 168789 members Entering Unmasked Estep Score: -21349838.000000 Penalty: 5971.605957 Iteration 15Q: 3 clusters Score -2.134984e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 168785 members Entering Unmasked Estep Score: -21349902.000000 Penalty: 5971.605957 Iteration 16Q: 3 clusters Score -2.13499e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 168787 members Entering Unmasked Estep Score: -21350000.000000 Penalty: 5971.605957 Iteration 17Q: 3 clusters Score -2.135e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 168788 members Entering Unmasked Estep Score: -21350026.000000 Penalty: 5971.605957 Iteration 18Q: 3 clusters Score -2.135003e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 543 members Mstep: Class 2 contains 168774 members Entering Unmasked Estep Score: -21350068.000000 Penalty: 5971.605957 Iteration 19Q: 3 clusters Score -2.135007e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 168764 members Entering Unmasked Estep Score: -21350066.000000 Penalty: 5971.605957 Iteration 20F: 3 clusters Score -2.135007e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 168750 members Entering Unmasked Estep Score: -21350096.000000 Penalty: 5971.605957 Iteration 21Q: 3 clusters Score -2.13501e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 168742 members Entering Unmasked Estep Score: -21350088.000000 Penalty: 5971.605957 Iteration 22Q: 3 clusters Score -2.135009e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 168733 members Entering Unmasked Estep Score: -21350100.000000 Penalty: 5971.605957 Iteration 23Q: 3 clusters Score -2.13501e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 168725 members Entering Unmasked Estep Score: -21350110.000000 Penalty: 5971.605957 Iteration 24Q: 3 clusters Score -2.135011e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 168715 members Entering Unmasked Estep Score: -21350160.000000 Penalty: 5971.605957 Iteration 25Q: 3 clusters Score -2.135016e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 168700 members Entering Unmasked Estep Score: -21350188.000000 Penalty: 5971.605957 Iteration 26Q: 3 clusters Score -2.135019e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 168692 members Entering Unmasked Estep Score: -21350210.000000 Penalty: 5971.605957 Iteration 27Q: 3 clusters Score -2.135021e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 168675 members Entering Unmasked Estep Score: -21350200.000000 Penalty: 5971.605957 Iteration 28Q: 3 clusters Score -2.13502e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 168666 members Entering Unmasked Estep Score: -21350220.000000 Penalty: 5971.605957 Iteration 29Q: 3 clusters Score -2.135022e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 168649 members Entering Unmasked Estep Score: -21350230.000000 Penalty: 5971.605957 Iteration 30Q: 3 clusters Score -2.135023e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 168631 members Entering Unmasked Estep Score: -21350250.000000 Penalty: 5971.605957 Iteration 31Q: 3 clusters Score -2.135025e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 168618 members Entering Unmasked Estep Score: -21350286.000000 Penalty: 5971.605957 Iteration 32Q: 3 clusters Score -2.135029e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 711 members Mstep: Class 2 contains 168606 members Entering Unmasked Estep Score: -21350300.000000 Penalty: 5971.605957 Iteration 33Q: 3 clusters Score -2.13503e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 168593 members Entering Unmasked Estep Score: -21350282.000000 Penalty: 5971.605957 Iteration 34Q: 3 clusters Score -2.135028e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 168585 members Entering Unmasked Estep Score: -21350318.000000 Penalty: 5971.605957 Iteration 35Q: 3 clusters Score -2.135032e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 168577 members Entering Unmasked Estep Score: -21350336.000000 Penalty: 5971.605957 Iteration 36Q: 3 clusters Score -2.135034e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 168566 members Entering Unmasked Estep Score: -21350368.000000 Penalty: 5971.605957 Iteration 37Q: 3 clusters Score -2.135037e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 168556 members Entering Unmasked Estep Score: -21350396.000000 Penalty: 5971.605957 Iteration 38Q: 3 clusters Score -2.13504e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 772 members Mstep: Class 2 contains 168545 members Entering Unmasked Estep Score: -21350412.000000 Penalty: 5971.605957 Iteration 39Q: 3 clusters Score -2.135041e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 790 members Mstep: Class 2 contains 168527 members Entering Unmasked Estep Score: -21350450.000000 Penalty: 5971.605957 Iteration 40F: 3 clusters Score -2.135045e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 168498 members Entering Unmasked Estep Score: -21350486.000000 Penalty: 5971.605957 Iteration 41Q: 3 clusters Score -2.135049e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 168470 members Entering Unmasked Estep Score: -21350518.000000 Penalty: 5971.605957 Iteration 42Q: 3 clusters Score -2.135052e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 883 members Mstep: Class 2 contains 168434 members Entering Unmasked Estep Score: -21350584.000000 Penalty: 5971.605957 Iteration 43Q: 3 clusters Score -2.135058e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 168408 members Entering Unmasked Estep Score: -21350640.000000 Penalty: 5971.605957 Iteration 44Q: 3 clusters Score -2.135064e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 168386 members Entering Unmasked Estep Score: -21350648.000000 Penalty: 5971.605957 Iteration 45Q: 3 clusters Score -2.135065e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 958 members Mstep: Class 2 contains 168359 members Entering Unmasked Estep Score: -21350700.000000 Penalty: 5971.605957 Iteration 46Q: 3 clusters Score -2.13507e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 982 members Mstep: Class 2 contains 168335 members Entering Unmasked Estep Score: -21350746.000000 Penalty: 5971.605957 Iteration 47Q: 3 clusters Score -2.135075e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 168304 members Entering Unmasked Estep Score: -21350748.000000 Penalty: 5971.605957 Iteration 48Q: 3 clusters Score -2.135075e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 168280 members Entering Unmasked Estep Score: -21350760.000000 Penalty: 5971.605957 Iteration 49Q: 3 clusters Score -2.135076e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 168256 members Entering Unmasked Estep Score: -21350774.000000 Penalty: 5971.605957 Iteration 50Q: 3 clusters Score -2.135077e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 168236 members Entering Unmasked Estep Score: -21350802.000000 Penalty: 5971.605957 Iteration 51Q: 3 clusters Score -2.13508e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 168218 members Entering Unmasked Estep Score: -21350802.000000 Penalty: 5971.605957 Iteration 52Q: 3 clusters Score -2.13508e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 168199 members Entering Unmasked Estep Score: -21350810.000000 Penalty: 5971.605957 Iteration 53Q: 3 clusters Score -2.135081e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1136 members Mstep: Class 2 contains 168181 members Entering Unmasked Estep Score: -21350816.000000 Penalty: 5971.605957 Iteration 54Q: 3 clusters Score -2.135082e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1145 members Mstep: Class 2 contains 168172 members Entering Unmasked Estep Score: -21350818.000000 Penalty: 5971.605957 Iteration 55Q: 3 clusters Score -2.135082e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 168169 members Entering Unmasked Estep Score: -21350824.000000 Penalty: 5971.605957 Iteration 56Q: 3 clusters Score -2.135082e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 168168 members Entering Unmasked Estep Score: -21350824.000000 Penalty: 5971.605957 Iteration 57Q: 3 clusters Score -2.135082e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 168169 members Entering Unmasked Estep Score: -21350832.000000 Penalty: 5971.605957 Iteration 58Q: 3 clusters Score -2.135083e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 168163 members Entering Unmasked Estep Score: -21350842.000000 Penalty: 5971.605957 Iteration 59Q: 3 clusters Score -2.135084e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 168159 members Entering Unmasked Estep Score: -21350842.000000 Penalty: 5971.605957 Iteration 60F: 3 clusters Score -2.135084e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 168154 members Entering Unmasked Estep Score: -21350840.000000 Penalty: 5971.605957 Iteration 61Q: 3 clusters Score -2.135084e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1170 members Mstep: Class 2 contains 168147 members Entering Unmasked Estep Score: -21350850.000000 Penalty: 5971.605957 Iteration 62Q: 3 clusters Score -2.135085e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 168145 members Entering Unmasked Estep Score: -21350842.000000 Penalty: 5971.605957 Iteration 63Q: 3 clusters Score -2.135084e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 168145 members Entering Unmasked Estep Score: -21350842.000000 Penalty: 5971.605957 Iteration 64F: 3 clusters Score -2.135084e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (455 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Entering Unmasked Estep Score: -49802.070312 Penalty: 1517.833740 Iteration 0F: 2 clusters Score -49802.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -48391.250000 Penalty: 3035.667480 Iteration 0F: 3 clusters Score -48391.25 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -48570.503906 Penalty: 3035.667480 Iteration 1F: 3 clusters Score -48570.5 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -48620.343750 Penalty: 3035.667480 Iteration 2Q: 3 clusters Score -48620.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -48641.867188 Penalty: 3035.667480 Iteration 3Q: 3 clusters Score -48641.87 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -48650.910156 Penalty: 3035.667480 Iteration 4Q: 3 clusters Score -48650.91 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -48650.910156 Penalty: 3035.667480 Iteration 5F: 3 clusters Score -48650.91 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2987 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2987 members Entering Unmasked Estep Score: -384301.531250 Penalty: 1984.502075 Iteration 0F: 2 clusters Score -384301.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -381046.781250 Penalty: 3969.004150 Iteration 0F: 3 clusters Score -381046.8 nChanged 977 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -381628.562500 Penalty: 3969.004150 Iteration 1F: 3 clusters Score -381628.6 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 1517 members Entering Unmasked Estep Score: -381780.593750 Penalty: 3969.004150 Iteration 2F: 3 clusters Score -381780.6 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1473 members Mstep: Class 2 contains 1514 members Entering Unmasked Estep Score: -381854.562500 Penalty: 3969.004150 Iteration 3Q: 3 clusters Score -381854.6 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 1484 members Entering Unmasked Estep Score: -381909.843750 Penalty: 3969.004150 Iteration 4Q: 3 clusters Score -381909.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1512 members Mstep: Class 2 contains 1475 members Entering Unmasked Estep Score: -381945.437500 Penalty: 3969.004150 Iteration 5Q: 3 clusters Score -381945.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1520 members Mstep: Class 2 contains 1467 members Entering Unmasked Estep Score: -381978.968750 Penalty: 3969.004150 Iteration 6Q: 3 clusters Score -381979 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1448 members Entering Unmasked Estep Score: -382012.625000 Penalty: 3969.004150 Iteration 7Q: 3 clusters Score -382012.6 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1435 members Entering Unmasked Estep Score: -382048.750000 Penalty: 3969.004150 Iteration 8Q: 3 clusters Score -382048.8 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -382117.375000 Penalty: 3969.004150 Iteration 9Q: 3 clusters Score -382117.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1597 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -382194.593750 Penalty: 3969.004150 Iteration 10Q: 3 clusters Score -382194.6 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -382288.906250 Penalty: 3969.004150 Iteration 11Q: 3 clusters Score -382288.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -382383.093750 Penalty: 3969.004150 Iteration 12Q: 3 clusters Score -382383.1 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -382481.062500 Penalty: 3969.004150 Iteration 13Q: 3 clusters Score -382481.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1674 members Mstep: Class 2 contains 1313 members Entering Unmasked Estep Score: -382561.625000 Penalty: 3969.004150 Iteration 14Q: 3 clusters Score -382561.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 1292 members Entering Unmasked Estep Score: -382648.875000 Penalty: 3969.004150 Iteration 15Q: 3 clusters Score -382648.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1736 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -382733.312500 Penalty: 3969.004150 Iteration 16Q: 3 clusters Score -382733.3 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1767 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -382797.062500 Penalty: 3969.004150 Iteration 17Q: 3 clusters Score -382797.1 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -382846.875000 Penalty: 3969.004150 Iteration 18Q: 3 clusters Score -382846.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1816 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -382893.500000 Penalty: 3969.004150 Iteration 19Q: 3 clusters Score -382893.5 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -382932.031250 Penalty: 3969.004150 Iteration 20F: 3 clusters Score -382932 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -382965.000000 Penalty: 3969.004150 Iteration 21Q: 3 clusters Score -382965 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -382986.562500 Penalty: 3969.004150 Iteration 22Q: 3 clusters Score -382986.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1877 members Mstep: Class 2 contains 1110 members Entering Unmasked Estep Score: -382999.937500 Penalty: 3969.004150 Iteration 23Q: 3 clusters Score -382999.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1874 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -383009.937500 Penalty: 3969.004150 Iteration 24Q: 3 clusters Score -383009.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -383014.437500 Penalty: 3969.004150 Iteration 25Q: 3 clusters Score -383014.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -383021.437500 Penalty: 3969.004150 Iteration 26Q: 3 clusters Score -383021.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -383031.562500 Penalty: 3969.004150 Iteration 27Q: 3 clusters Score -383031.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 1106 members Entering Unmasked Estep Score: -383040.781250 Penalty: 3969.004150 Iteration 28Q: 3 clusters Score -383040.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -383046.312500 Penalty: 3969.004150 Iteration 29Q: 3 clusters Score -383046.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -383051.531250 Penalty: 3969.004150 Iteration 30Q: 3 clusters Score -383051.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1883 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -383057.250000 Penalty: 3969.004150 Iteration 31Q: 3 clusters Score -383057.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1879 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -383059.937500 Penalty: 3969.004150 Iteration 32Q: 3 clusters Score -383059.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1882 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -383062.031250 Penalty: 3969.004150 Iteration 33Q: 3 clusters Score -383062 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -383064.375000 Penalty: 3969.004150 Iteration 34Q: 3 clusters Score -383064.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -383066.062500 Penalty: 3969.004150 Iteration 35Q: 3 clusters Score -383066.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -383066.875000 Penalty: 3969.004150 Iteration 36Q: 3 clusters Score -383066.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -383069.156250 Penalty: 3969.004150 Iteration 37Q: 3 clusters Score -383069.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1884 members Mstep: Class 2 contains 1103 members Entering Unmasked Estep Score: -383069.781250 Penalty: 3969.004150 Iteration 38Q: 3 clusters Score -383069.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -383070.468750 Penalty: 3969.004150 Iteration 39Q: 3 clusters Score -383070.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -383070.468750 Penalty: 3969.004150 Iteration 40F: 3 clusters Score -383070.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (15198 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15198 members Entering Unmasked Estep Score: -1954178.375000 Penalty: 2387.971924 Iteration 0F: 2 clusters Score -1954178 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7541 members Mstep: Class 2 contains 7657 members Entering Unmasked Estep Score: -1943154.750000 Penalty: 4775.943848 Iteration 0F: 3 clusters Score -1943155 nChanged 6553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7406 members Mstep: Class 2 contains 7792 members Entering Unmasked Estep Score: -1946604.250000 Penalty: 4775.943848 Iteration 1F: 3 clusters Score -1946604 nChanged 819 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7393 members Mstep: Class 2 contains 7805 members Entering Unmasked Estep Score: -1946912.750000 Penalty: 4775.943848 Iteration 2F: 3 clusters Score -1946913 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7414 members Mstep: Class 2 contains 7784 members Entering Unmasked Estep Score: -1947132.875000 Penalty: 4775.943848 Iteration 3Q: 3 clusters Score -1947133 nChanged 576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7424 members Mstep: Class 2 contains 7774 members Entering Unmasked Estep Score: -1947316.000000 Penalty: 4775.943848 Iteration 4Q: 3 clusters Score -1947316 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7424 members Mstep: Class 2 contains 7774 members Entering Unmasked Estep Score: -1947453.250000 Penalty: 4775.943848 Iteration 5Q: 3 clusters Score -1947453 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7405 members Mstep: Class 2 contains 7793 members Entering Unmasked Estep Score: -1947569.875000 Penalty: 4775.943848 Iteration 6Q: 3 clusters Score -1947570 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7372 members Mstep: Class 2 contains 7826 members Entering Unmasked Estep Score: -1947656.750000 Penalty: 4775.943848 Iteration 7Q: 3 clusters Score -1947657 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7353 members Mstep: Class 2 contains 7845 members Entering Unmasked Estep Score: -1947755.125000 Penalty: 4775.943848 Iteration 8Q: 3 clusters Score -1947755 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7317 members Mstep: Class 2 contains 7881 members Entering Unmasked Estep Score: -1947869.625000 Penalty: 4775.943848 Iteration 9Q: 3 clusters Score -1947870 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7257 members Mstep: Class 2 contains 7941 members Entering Unmasked Estep Score: -1948000.375000 Penalty: 4775.943848 Iteration 10Q: 3 clusters Score -1948000 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7151 members Mstep: Class 2 contains 8047 members Entering Unmasked Estep Score: -1948134.000000 Penalty: 4775.943848 Iteration 11Q: 3 clusters Score -1948134 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7016 members Mstep: Class 2 contains 8182 members Entering Unmasked Estep Score: -1948279.500000 Penalty: 4775.943848 Iteration 12Q: 3 clusters Score -1948280 nChanged 417 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6837 members Mstep: Class 2 contains 8361 members Entering Unmasked Estep Score: -1948438.375000 Penalty: 4775.943848 Iteration 13Q: 3 clusters Score -1948438 nChanged 440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6661 members Mstep: Class 2 contains 8537 members Entering Unmasked Estep Score: -1948624.750000 Penalty: 4775.943848 Iteration 14Q: 3 clusters Score -1948625 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6464 members Mstep: Class 2 contains 8734 members Entering Unmasked Estep Score: -1948841.125000 Penalty: 4775.943848 Iteration 15Q: 3 clusters Score -1948841 nChanged 505 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6251 members Mstep: Class 2 contains 8947 members Entering Unmasked Estep Score: -1949073.500000 Penalty: 4775.943848 Iteration 16Q: 3 clusters Score -1949074 nChanged 538 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5991 members Mstep: Class 2 contains 9207 members Entering Unmasked Estep Score: -1949362.625000 Penalty: 4775.943848 Iteration 17Q: 3 clusters Score -1949363 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5685 members Mstep: Class 2 contains 9513 members Entering Unmasked Estep Score: -1949694.500000 Penalty: 4775.943848 Iteration 18Q: 3 clusters Score -1949694 nChanged 559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5378 members Mstep: Class 2 contains 9820 members Entering Unmasked Estep Score: -1950049.125000 Penalty: 4775.943848 Iteration 19Q: 3 clusters Score -1950049 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5045 members Mstep: Class 2 contains 10153 members Entering Unmasked Estep Score: -1950461.875000 Penalty: 4775.943848 Iteration 20F: 3 clusters Score -1950462 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4697 members Mstep: Class 2 contains 10501 members Entering Unmasked Estep Score: -1950948.000000 Penalty: 4775.943848 Iteration 21Q: 3 clusters Score -1950948 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4429 members Mstep: Class 2 contains 10769 members Entering Unmasked Estep Score: -1951360.000000 Penalty: 4775.943848 Iteration 22Q: 3 clusters Score -1951360 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4233 members Mstep: Class 2 contains 10965 members Entering Unmasked Estep Score: -1951650.875000 Penalty: 4775.943848 Iteration 23Q: 3 clusters Score -1951651 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4067 members Mstep: Class 2 contains 11131 members Entering Unmasked Estep Score: -1951902.625000 Penalty: 4775.943848 Iteration 24Q: 3 clusters Score -1951903 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3959 members Mstep: Class 2 contains 11239 members Entering Unmasked Estep Score: -1952050.625000 Penalty: 4775.943848 Iteration 25Q: 3 clusters Score -1952051 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 11307 members Entering Unmasked Estep Score: -1952169.625000 Penalty: 4775.943848 Iteration 26Q: 3 clusters Score -1952170 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 11341 members Entering Unmasked Estep Score: -1952236.000000 Penalty: 4775.943848 Iteration 27Q: 3 clusters Score -1952236 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3850 members Mstep: Class 2 contains 11348 members Entering Unmasked Estep Score: -1952283.375000 Penalty: 4775.943848 Iteration 28Q: 3 clusters Score -1952283 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3849 members Mstep: Class 2 contains 11349 members Entering Unmasked Estep Score: -1952316.125000 Penalty: 4775.943848 Iteration 29Q: 3 clusters Score -1952316 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 11362 members Entering Unmasked Estep Score: -1952329.125000 Penalty: 4775.943848 Iteration 30Q: 3 clusters Score -1952329 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 11365 members Entering Unmasked Estep Score: -1952338.875000 Penalty: 4775.943848 Iteration 31Q: 3 clusters Score -1952339 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 11366 members Entering Unmasked Estep Score: -1952344.250000 Penalty: 4775.943848 Iteration 32Q: 3 clusters Score -1952344 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 11366 members Entering Unmasked Estep Score: -1952353.250000 Penalty: 4775.943848 Iteration 33Q: 3 clusters Score -1952353 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 11366 members Entering Unmasked Estep Score: -1952355.875000 Penalty: 4775.943848 Iteration 34Q: 3 clusters Score -1952356 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3828 members Mstep: Class 2 contains 11370 members Entering Unmasked Estep Score: -1952363.500000 Penalty: 4775.943848 Iteration 35Q: 3 clusters Score -1952364 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 11372 members Entering Unmasked Estep Score: -1952368.750000 Penalty: 4775.943848 Iteration 36Q: 3 clusters Score -1952369 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3827 members Mstep: Class 2 contains 11371 members Entering Unmasked Estep Score: -1952369.250000 Penalty: 4775.943848 Iteration 37Q: 3 clusters Score -1952369 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3826 members Mstep: Class 2 contains 11372 members Entering Unmasked Estep Score: -1952372.250000 Penalty: 4775.943848 Iteration 38Q: 3 clusters Score -1952372 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3829 members Mstep: Class 2 contains 11369 members Entering Unmasked Estep Score: -1952372.125000 Penalty: 4775.943848 Iteration 39Q: 3 clusters Score -1952372 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 11365 members Entering Unmasked Estep Score: -1952379.000000 Penalty: 4775.943848 Iteration 40F: 3 clusters Score -1952379 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 11365 members Entering Unmasked Estep Score: -1952380.125000 Penalty: 4775.943848 Iteration 41Q: 3 clusters Score -1952380 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 11365 members Entering Unmasked Estep Score: -1952384.375000 Penalty: 4775.943848 Iteration 42Q: 3 clusters Score -1952384 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3838 members Mstep: Class 2 contains 11360 members Entering Unmasked Estep Score: -1952384.250000 Penalty: 4775.943848 Iteration 43Q: 3 clusters Score -1952384 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 11362 members Entering Unmasked Estep Score: -1952384.000000 Penalty: 4775.943848 Iteration 44Q: 3 clusters Score -1952384 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3833 members Mstep: Class 2 contains 11365 members Entering Unmasked Estep Score: -1952386.250000 Penalty: 4775.943848 Iteration 45Q: 3 clusters Score -1952386 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 11364 members Entering Unmasked Estep Score: -1952388.750000 Penalty: 4775.943848 Iteration 46Q: 3 clusters Score -1952389 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 11366 members Entering Unmasked Estep Score: -1952386.750000 Penalty: 4775.943848 Iteration 47Q: 3 clusters Score -1952387 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 11367 members Entering Unmasked Estep Score: -1952386.000000 Penalty: 4775.943848 Iteration 48Q: 3 clusters Score -1952386 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 11366 members Entering Unmasked Estep Score: -1952389.375000 Penalty: 4775.943848 Iteration 49Q: 3 clusters Score -1952389 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3832 members Mstep: Class 2 contains 11366 members Entering Unmasked Estep Score: -1952389.375000 Penalty: 4775.943848 Iteration 50F: 3 clusters Score -1952389 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (25010 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25010 members Entering Unmasked Estep Score: -3209131.750000 Penalty: 2511.503662 Iteration 0F: 2 clusters Score -3209132 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12523 members Mstep: Class 2 contains 12487 members Entering Unmasked Estep Score: -3191890.750000 Penalty: 5023.007324 Iteration 0F: 3 clusters Score -3191891 nChanged 11182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13013 members Mstep: Class 2 contains 11997 members Entering Unmasked Estep Score: -3198458.750000 Penalty: 5023.007324 Iteration 1F: 3 clusters Score -3198459 nChanged 1711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13564 members Mstep: Class 2 contains 11446 members Entering Unmasked Estep Score: -3199589.500000 Penalty: 5023.007324 Iteration 2F: 3 clusters Score -3199590 nChanged 1804 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14430 members Mstep: Class 2 contains 10580 members Entering Unmasked Estep Score: -3200674.000000 Penalty: 5023.007324 Iteration 3F: 3 clusters Score -3200674 nChanged 1815 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15583 members Mstep: Class 2 contains 9427 members Entering Unmasked Estep Score: -3201810.500000 Penalty: 5023.007324 Iteration 4F: 3 clusters Score -3201810 nChanged 1768 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16975 members Mstep: Class 2 contains 8035 members Entering Unmasked Estep Score: -3203030.750000 Penalty: 5023.007324 Iteration 5F: 3 clusters Score -3203031 nChanged 1683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18472 members Mstep: Class 2 contains 6538 members Entering Unmasked Estep Score: -3204285.000000 Penalty: 5023.007324 Iteration 6F: 3 clusters Score -3204285 nChanged 1459 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19831 members Mstep: Class 2 contains 5179 members Entering Unmasked Estep Score: -3205409.500000 Penalty: 5023.007324 Iteration 7F: 3 clusters Score -3205410 nChanged 1144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20921 members Mstep: Class 2 contains 4089 members Entering Unmasked Estep Score: -3206294.250000 Penalty: 5023.007324 Iteration 8Q: 3 clusters Score -3206294 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21753 members Mstep: Class 2 contains 3257 members Entering Unmasked Estep Score: -3206958.250000 Penalty: 5023.007324 Iteration 9Q: 3 clusters Score -3206958 nChanged 560 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22303 members Mstep: Class 2 contains 2707 members Entering Unmasked Estep Score: -3207456.500000 Penalty: 5023.007324 Iteration 10Q: 3 clusters Score -3207456 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22673 members Mstep: Class 2 contains 2337 members Entering Unmasked Estep Score: -3207799.250000 Penalty: 5023.007324 Iteration 11Q: 3 clusters Score -3207799 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22914 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -3208004.750000 Penalty: 5023.007324 Iteration 12Q: 3 clusters Score -3208005 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23111 members Mstep: Class 2 contains 1899 members Entering Unmasked Estep Score: -3208207.500000 Penalty: 5023.007324 Iteration 13Q: 3 clusters Score -3208208 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23267 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -3208354.500000 Penalty: 5023.007324 Iteration 14Q: 3 clusters Score -3208354 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23366 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -3208421.000000 Penalty: 5023.007324 Iteration 15Q: 3 clusters Score -3208421 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23424 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -3208474.000000 Penalty: 5023.007324 Iteration 16Q: 3 clusters Score -3208474 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23469 members Mstep: Class 2 contains 1541 members Entering Unmasked Estep Score: -3208508.500000 Penalty: 5023.007324 Iteration 17Q: 3 clusters Score -3208508 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23501 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -3208514.500000 Penalty: 5023.007324 Iteration 18Q: 3 clusters Score -3208514 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23522 members Mstep: Class 2 contains 1488 members Entering Unmasked Estep Score: -3208523.750000 Penalty: 5023.007324 Iteration 19Q: 3 clusters Score -3208524 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23534 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -3208529.750000 Penalty: 5023.007324 Iteration 20F: 3 clusters Score -3208530 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23540 members Mstep: Class 2 contains 1470 members Entering Unmasked Estep Score: -3208536.500000 Penalty: 5023.007324 Iteration 21Q: 3 clusters Score -3208536 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23548 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -3208535.750000 Penalty: 5023.007324 Iteration 22Q: 3 clusters Score -3208536 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23555 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -3208539.000000 Penalty: 5023.007324 Iteration 23Q: 3 clusters Score -3208539 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23560 members Mstep: Class 2 contains 1450 members Entering Unmasked Estep Score: -3208540.750000 Penalty: 5023.007324 Iteration 24Q: 3 clusters Score -3208541 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23563 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -3208543.250000 Penalty: 5023.007324 Iteration 25Q: 3 clusters Score -3208543 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23566 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -3208541.750000 Penalty: 5023.007324 Iteration 26Q: 3 clusters Score -3208542 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23568 members Mstep: Class 2 contains 1442 members Entering Unmasked Estep Score: -3208538.500000 Penalty: 5023.007324 Iteration 27Q: 3 clusters Score -3208538 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23571 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -3208538.250000 Penalty: 5023.007324 Iteration 28Q: 3 clusters Score -3208538 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23574 members Mstep: Class 2 contains 1436 members Entering Unmasked Estep Score: -3208540.750000 Penalty: 5023.007324 Iteration 29Q: 3 clusters Score -3208541 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23576 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -3208533.500000 Penalty: 5023.007324 Iteration 30Q: 3 clusters Score -3208534 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23577 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -3208538.000000 Penalty: 5023.007324 Iteration 31Q: 3 clusters Score -3208538 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23579 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -3208540.750000 Penalty: 5023.007324 Iteration 32Q: 3 clusters Score -3208541 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23578 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -3208540.250000 Penalty: 5023.007324 Iteration 33Q: 3 clusters Score -3208540 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23578 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -3208540.250000 Penalty: 5023.007324 Iteration 34F: 3 clusters Score -3208540 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (2434 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Entering Unmasked Estep Score: -308359.218750 Penalty: 1933.728271 Iteration 0F: 2 clusters Score -308359.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 1235 members Entering Unmasked Estep Score: -305473.343750 Penalty: 3867.456543 Iteration 0F: 3 clusters Score -305473.3 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -305968.125000 Penalty: 3867.456543 Iteration 1F: 3 clusters Score -305968.1 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -306080.906250 Penalty: 3867.456543 Iteration 2F: 3 clusters Score -306080.9 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -306146.437500 Penalty: 3867.456543 Iteration 3Q: 3 clusters Score -306146.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -306190.906250 Penalty: 3867.456543 Iteration 4Q: 3 clusters Score -306190.9 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -306225.468750 Penalty: 3867.456543 Iteration 5Q: 3 clusters Score -306225.5 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1258 members Entering Unmasked Estep Score: -306253.250000 Penalty: 3867.456543 Iteration 6Q: 3 clusters Score -306253.2 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 1254 members Entering Unmasked Estep Score: -306271.625000 Penalty: 3867.456543 Iteration 7Q: 3 clusters Score -306271.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -306287.156250 Penalty: 3867.456543 Iteration 8Q: 3 clusters Score -306287.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -306296.406250 Penalty: 3867.456543 Iteration 9Q: 3 clusters Score -306296.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -306300.593750 Penalty: 3867.456543 Iteration 10Q: 3 clusters Score -306300.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 1243 members Entering Unmasked Estep Score: -306303.312500 Penalty: 3867.456543 Iteration 11Q: 3 clusters Score -306303.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -306309.281250 Penalty: 3867.456543 Iteration 12Q: 3 clusters Score -306309.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -306313.062500 Penalty: 3867.456543 Iteration 13Q: 3 clusters Score -306313.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -306315.468750 Penalty: 3867.456543 Iteration 14Q: 3 clusters Score -306315.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -306316.250000 Penalty: 3867.456543 Iteration 15Q: 3 clusters Score -306316.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -306316.656250 Penalty: 3867.456543 Iteration 16Q: 3 clusters Score -306316.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1194 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -306317.218750 Penalty: 3867.456543 Iteration 17Q: 3 clusters Score -306317.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -306317.875000 Penalty: 3867.456543 Iteration 18Q: 3 clusters Score -306317.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -306317.875000 Penalty: 3867.456543 Iteration 19F: 3 clusters Score -306317.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (1834 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Entering Unmasked Estep Score: -232964.593750 Penalty: 1863.535156 Iteration 0F: 2 clusters Score -232964.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -230465.421875 Penalty: 3727.070312 Iteration 0F: 3 clusters Score -230465.4 nChanged 526 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -230864.906250 Penalty: 3727.070312 Iteration 1F: 3 clusters Score -230864.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -230978.640625 Penalty: 3727.070312 Iteration 2F: 3 clusters Score -230978.6 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -231034.093750 Penalty: 3727.070312 Iteration 3Q: 3 clusters Score -231034.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -231061.015625 Penalty: 3727.070312 Iteration 4Q: 3 clusters Score -231061 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -231087.578125 Penalty: 3727.070312 Iteration 5Q: 3 clusters Score -231087.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 917 members Entering Unmasked Estep Score: -231106.671875 Penalty: 3727.070312 Iteration 6Q: 3 clusters Score -231106.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -231117.437500 Penalty: 3727.070312 Iteration 7Q: 3 clusters Score -231117.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -231124.406250 Penalty: 3727.070312 Iteration 8Q: 3 clusters Score -231124.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -231128.437500 Penalty: 3727.070312 Iteration 9Q: 3 clusters Score -231128.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -231131.218750 Penalty: 3727.070312 Iteration 10Q: 3 clusters Score -231131.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -231132.718750 Penalty: 3727.070312 Iteration 11Q: 3 clusters Score -231132.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 925 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -231136.125000 Penalty: 3727.070312 Iteration 12Q: 3 clusters Score -231136.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 928 members Mstep: Class 2 contains 906 members Entering Unmasked Estep Score: -231137.656250 Penalty: 3727.070312 Iteration 13Q: 3 clusters Score -231137.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -231141.125000 Penalty: 3727.070312 Iteration 14Q: 3 clusters Score -231141.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -231142.343750 Penalty: 3727.070312 Iteration 15Q: 3 clusters Score -231142.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 931 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -231143.843750 Penalty: 3727.070312 Iteration 16Q: 3 clusters Score -231143.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -231144.328125 Penalty: 3727.070312 Iteration 17Q: 3 clusters Score -231144.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -231144.328125 Penalty: 3727.070312 Iteration 18F: 3 clusters Score -231144.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (102943 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102943 members Entering Unmasked Estep Score: -13161111.000000 Penalty: 2862.398926 Iteration 0F: 2 clusters Score -1.316111e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51337 members Mstep: Class 2 contains 51606 members Entering Unmasked Estep Score: -13092331.000000 Penalty: 5724.797852 Iteration 0F: 3 clusters Score -1.309233e+07 nChanged 48685 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48922 members Mstep: Class 2 contains 54021 members Entering Unmasked Estep Score: -13120073.000000 Penalty: 5724.797852 Iteration 1F: 3 clusters Score -1.312007e+07 nChanged 3181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47551 members Mstep: Class 2 contains 55392 members Entering Unmasked Estep Score: -13120842.000000 Penalty: 5724.797852 Iteration 2Q: 3 clusters Score -1.312084e+07 nChanged 3411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45458 members Mstep: Class 2 contains 57485 members Entering Unmasked Estep Score: -13121749.000000 Penalty: 5724.797852 Iteration 3Q: 3 clusters Score -1.312175e+07 nChanged 3918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42402 members Mstep: Class 2 contains 60541 members Entering Unmasked Estep Score: -13123069.000000 Penalty: 5724.797852 Iteration 4Q: 3 clusters Score -1.312307e+07 nChanged 4957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37939 members Mstep: Class 2 contains 65004 members Entering Unmasked Estep Score: -13125531.000000 Penalty: 5724.797852 Iteration 5Q: 3 clusters Score -1.312553e+07 nChanged 6492 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31701 members Mstep: Class 2 contains 71242 members Entering Unmasked Estep Score: -13129927.000000 Penalty: 5724.797852 Iteration 6F: 3 clusters Score -1.312993e+07 nChanged 7933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23900 members Mstep: Class 2 contains 79043 members Entering Unmasked Estep Score: -13136279.000000 Penalty: 5724.797852 Iteration 7F: 3 clusters Score -1.313628e+07 nChanged 8514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15458 members Mstep: Class 2 contains 87485 members Entering Unmasked Estep Score: -13144280.000000 Penalty: 5724.797852 Iteration 8F: 3 clusters Score -1.314428e+07 nChanged 7221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8289 members Mstep: Class 2 contains 94654 members Entering Unmasked Estep Score: -13151438.000000 Penalty: 5724.797852 Iteration 9F: 3 clusters Score -1.315144e+07 nChanged 4426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3883 members Mstep: Class 2 contains 99060 members Entering Unmasked Estep Score: -13155632.000000 Penalty: 5724.797852 Iteration 10Q: 3 clusters Score -1.315563e+07 nChanged 2026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 101062 members Entering Unmasked Estep Score: -13157381.000000 Penalty: 5724.797852 Iteration 11Q: 3 clusters Score -1.315738e+07 nChanged 821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 101857 members Entering Unmasked Estep Score: -13158051.000000 Penalty: 5724.797852 Iteration 12Q: 3 clusters Score -1.315805e+07 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 102165 members Entering Unmasked Estep Score: -13158342.000000 Penalty: 5724.797852 Iteration 13Q: 3 clusters Score -1.315834e+07 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 102308 members Entering Unmasked Estep Score: -13158508.000000 Penalty: 5724.797852 Iteration 14Q: 3 clusters Score -1.315851e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 102370 members Entering Unmasked Estep Score: -13158612.000000 Penalty: 5724.797852 Iteration 15Q: 3 clusters Score -1.315861e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 102393 members Entering Unmasked Estep Score: -13158645.000000 Penalty: 5724.797852 Iteration 16Q: 3 clusters Score -1.315864e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 102401 members Entering Unmasked Estep Score: -13158677.000000 Penalty: 5724.797852 Iteration 17Q: 3 clusters Score -1.315868e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 102407 members Entering Unmasked Estep Score: -13158714.000000 Penalty: 5724.797852 Iteration 18Q: 3 clusters Score -1.315871e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 102412 members Entering Unmasked Estep Score: -13158732.000000 Penalty: 5724.797852 Iteration 19Q: 3 clusters Score -1.315873e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 102422 members Entering Unmasked Estep Score: -13158735.000000 Penalty: 5724.797852 Iteration 20F: 3 clusters Score -1.315874e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 102420 members Entering Unmasked Estep Score: -13158750.000000 Penalty: 5724.797852 Iteration 21Q: 3 clusters Score -1.315875e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 102425 members Entering Unmasked Estep Score: -13158765.000000 Penalty: 5724.797852 Iteration 22Q: 3 clusters Score -1.315876e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 102425 members Entering Unmasked Estep Score: -13158780.000000 Penalty: 5724.797852 Iteration 23Q: 3 clusters Score -1.315878e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 102427 members Entering Unmasked Estep Score: -13158773.000000 Penalty: 5724.797852 Iteration 24Q: 3 clusters Score -1.315877e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 102429 members Entering Unmasked Estep Score: -13158780.000000 Penalty: 5724.797852 Iteration 25Q: 3 clusters Score -1.315878e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 102428 members Entering Unmasked Estep Score: -13158768.000000 Penalty: 5724.797852 Iteration 26Q: 3 clusters Score -1.315877e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 102428 members Entering Unmasked Estep Score: -13158768.000000 Penalty: 5724.797852 Iteration 27F: 3 clusters Score -1.315877e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (25186 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25186 members Entering Unmasked Estep Score: -3226283.000000 Penalty: 2513.242920 Iteration 0F: 2 clusters Score -3226283 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12503 members Mstep: Class 2 contains 12683 members Entering Unmasked Estep Score: -3208827.250000 Penalty: 5026.485840 Iteration 0F: 3 clusters Score -3208827 nChanged 11282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12237 members Mstep: Class 2 contains 12949 members Entering Unmasked Estep Score: -3214869.250000 Penalty: 5026.485840 Iteration 1F: 3 clusters Score -3214869 nChanged 1213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12058 members Mstep: Class 2 contains 13128 members Entering Unmasked Estep Score: -3215283.250000 Penalty: 5026.485840 Iteration 2Q: 3 clusters Score -3215283 nChanged 1056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11848 members Mstep: Class 2 contains 13338 members Entering Unmasked Estep Score: -3215634.750000 Penalty: 5026.485840 Iteration 3Q: 3 clusters Score -3215635 nChanged 929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11537 members Mstep: Class 2 contains 13649 members Entering Unmasked Estep Score: -3215953.500000 Penalty: 5026.485840 Iteration 4Q: 3 clusters Score -3215954 nChanged 913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11172 members Mstep: Class 2 contains 14014 members Entering Unmasked Estep Score: -3216333.500000 Penalty: 5026.485840 Iteration 5Q: 3 clusters Score -3216334 nChanged 997 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10693 members Mstep: Class 2 contains 14493 members Entering Unmasked Estep Score: -3216778.000000 Penalty: 5026.485840 Iteration 6Q: 3 clusters Score -3216778 nChanged 1083 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10084 members Mstep: Class 2 contains 15102 members Entering Unmasked Estep Score: -3217374.250000 Penalty: 5026.485840 Iteration 7Q: 3 clusters Score -3217374 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9318 members Mstep: Class 2 contains 15868 members Entering Unmasked Estep Score: -3218179.000000 Penalty: 5026.485840 Iteration 8Q: 3 clusters Score -3218179 nChanged 1409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8399 members Mstep: Class 2 contains 16787 members Entering Unmasked Estep Score: -3219266.500000 Penalty: 5026.485840 Iteration 9F: 3 clusters Score -3219266 nChanged 1420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7489 members Mstep: Class 2 contains 17697 members Entering Unmasked Estep Score: -3220502.250000 Penalty: 5026.485840 Iteration 10F: 3 clusters Score -3220502 nChanged 1342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6683 members Mstep: Class 2 contains 18503 members Entering Unmasked Estep Score: -3221829.250000 Penalty: 5026.485840 Iteration 11F: 3 clusters Score -3221829 nChanged 1153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6184 members Mstep: Class 2 contains 19002 members Entering Unmasked Estep Score: -3223069.750000 Penalty: 5026.485840 Iteration 12Q: 3 clusters Score -3223070 nChanged 993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6025 members Mstep: Class 2 contains 19161 members Entering Unmasked Estep Score: -3224017.750000 Penalty: 5026.485840 Iteration 13Q: 3 clusters Score -3224018 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6102 members Mstep: Class 2 contains 19084 members Entering Unmasked Estep Score: -3224623.750000 Penalty: 5026.485840 Iteration 14Q: 3 clusters Score -3224624 nChanged 616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 18890 members Entering Unmasked Estep Score: -3225015.750000 Penalty: 5026.485840 Iteration 15Q: 3 clusters Score -3225016 nChanged 511 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6571 members Mstep: Class 2 contains 18615 members Entering Unmasked Estep Score: -3225304.250000 Penalty: 5026.485840 Iteration 16Q: 3 clusters Score -3225304 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6865 members Mstep: Class 2 contains 18321 members Entering Unmasked Estep Score: -3225560.750000 Penalty: 5026.485840 Iteration 17Q: 3 clusters Score -3225561 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7165 members Mstep: Class 2 contains 18021 members Entering Unmasked Estep Score: -3225740.000000 Penalty: 5026.485840 Iteration 18Q: 3 clusters Score -3225740 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7427 members Mstep: Class 2 contains 17759 members Entering Unmasked Estep Score: -3225863.250000 Penalty: 5026.485840 Iteration 19Q: 3 clusters Score -3225863 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7663 members Mstep: Class 2 contains 17523 members Entering Unmasked Estep Score: -3225952.250000 Penalty: 5026.485840 Iteration 20F: 3 clusters Score -3225952 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7883 members Mstep: Class 2 contains 17303 members Entering Unmasked Estep Score: -3226023.500000 Penalty: 5026.485840 Iteration 21Q: 3 clusters Score -3226024 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8077 members Mstep: Class 2 contains 17109 members Entering Unmasked Estep Score: -3226082.250000 Penalty: 5026.485840 Iteration 22Q: 3 clusters Score -3226082 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8257 members Mstep: Class 2 contains 16929 members Entering Unmasked Estep Score: -3226139.250000 Penalty: 5026.485840 Iteration 23Q: 3 clusters Score -3226139 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8426 members Mstep: Class 2 contains 16760 members Entering Unmasked Estep Score: -3226167.750000 Penalty: 5026.485840 Iteration 24Q: 3 clusters Score -3226168 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8567 members Mstep: Class 2 contains 16619 members Entering Unmasked Estep Score: -3226216.000000 Penalty: 5026.485840 Iteration 25Q: 3 clusters Score -3226216 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8688 members Mstep: Class 2 contains 16498 members Entering Unmasked Estep Score: -3226249.250000 Penalty: 5026.485840 Iteration 26Q: 3 clusters Score -3226249 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8785 members Mstep: Class 2 contains 16401 members Entering Unmasked Estep Score: -3226255.250000 Penalty: 5026.485840 Iteration 27Q: 3 clusters Score -3226255 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8873 members Mstep: Class 2 contains 16313 members Entering Unmasked Estep Score: -3226267.500000 Penalty: 5026.485840 Iteration 28Q: 3 clusters Score -3226268 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8950 members Mstep: Class 2 contains 16236 members Entering Unmasked Estep Score: -3226276.000000 Penalty: 5026.485840 Iteration 29Q: 3 clusters Score -3226276 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9029 members Mstep: Class 2 contains 16157 members Entering Unmasked Estep Score: -3226295.500000 Penalty: 5026.485840 Iteration 30Q: 3 clusters Score -3226296 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9103 members Mstep: Class 2 contains 16083 members Entering Unmasked Estep Score: -3226305.250000 Penalty: 5026.485840 Iteration 31Q: 3 clusters Score -3226305 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9167 members Mstep: Class 2 contains 16019 members Entering Unmasked Estep Score: -3226308.750000 Penalty: 5026.485840 Iteration 32Q: 3 clusters Score -3226309 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9222 members Mstep: Class 2 contains 15964 members Entering Unmasked Estep Score: -3226321.500000 Penalty: 5026.485840 Iteration 33Q: 3 clusters Score -3226322 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9271 members Mstep: Class 2 contains 15915 members Entering Unmasked Estep Score: -3226330.250000 Penalty: 5026.485840 Iteration 34Q: 3 clusters Score -3226330 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9315 members Mstep: Class 2 contains 15871 members Entering Unmasked Estep Score: -3226325.000000 Penalty: 5026.485840 Iteration 35Q: 3 clusters Score -3226325 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9352 members Mstep: Class 2 contains 15834 members Entering Unmasked Estep Score: -3226337.000000 Penalty: 5026.485840 Iteration 36Q: 3 clusters Score -3226337 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9379 members Mstep: Class 2 contains 15807 members Entering Unmasked Estep Score: -3226338.500000 Penalty: 5026.485840 Iteration 37Q: 3 clusters Score -3226338 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9417 members Mstep: Class 2 contains 15769 members Entering Unmasked Estep Score: -3226343.500000 Penalty: 5026.485840 Iteration 38Q: 3 clusters Score -3226344 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9459 members Mstep: Class 2 contains 15727 members Entering Unmasked Estep Score: -3226347.250000 Penalty: 5026.485840 Iteration 39Q: 3 clusters Score -3226347 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9492 members Mstep: Class 2 contains 15694 members Entering Unmasked Estep Score: -3226350.750000 Penalty: 5026.485840 Iteration 40F: 3 clusters Score -3226351 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9520 members Mstep: Class 2 contains 15666 members Entering Unmasked Estep Score: -3226352.750000 Penalty: 5026.485840 Iteration 41Q: 3 clusters Score -3226353 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9546 members Mstep: Class 2 contains 15640 members Entering Unmasked Estep Score: -3226362.750000 Penalty: 5026.485840 Iteration 42Q: 3 clusters Score -3226363 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9572 members Mstep: Class 2 contains 15614 members Entering Unmasked Estep Score: -3226367.250000 Penalty: 5026.485840 Iteration 43Q: 3 clusters Score -3226367 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9598 members Mstep: Class 2 contains 15588 members Entering Unmasked Estep Score: -3226376.000000 Penalty: 5026.485840 Iteration 44Q: 3 clusters Score -3226376 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9619 members Mstep: Class 2 contains 15567 members Entering Unmasked Estep Score: -3226375.000000 Penalty: 5026.485840 Iteration 45Q: 3 clusters Score -3226375 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9637 members Mstep: Class 2 contains 15549 members Entering Unmasked Estep Score: -3226373.250000 Penalty: 5026.485840 Iteration 46Q: 3 clusters Score -3226373 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9656 members Mstep: Class 2 contains 15530 members Entering Unmasked Estep Score: -3226376.250000 Penalty: 5026.485840 Iteration 47Q: 3 clusters Score -3226376 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9678 members Mstep: Class 2 contains 15508 members Entering Unmasked Estep Score: -3226367.000000 Penalty: 5026.485840 Iteration 48Q: 3 clusters Score -3226367 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9693 members Mstep: Class 2 contains 15493 members Entering Unmasked Estep Score: -3226371.500000 Penalty: 5026.485840 Iteration 49Q: 3 clusters Score -3226372 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9707 members Mstep: Class 2 contains 15479 members Entering Unmasked Estep Score: -3226372.250000 Penalty: 5026.485840 Iteration 50Q: 3 clusters Score -3226372 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9716 members Mstep: Class 2 contains 15470 members Entering Unmasked Estep Score: -3226374.500000 Penalty: 5026.485840 Iteration 51Q: 3 clusters Score -3226374 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9724 members Mstep: Class 2 contains 15462 members Entering Unmasked Estep Score: -3226378.750000 Penalty: 5026.485840 Iteration 52Q: 3 clusters Score -3226379 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9729 members Mstep: Class 2 contains 15457 members Entering Unmasked Estep Score: -3226382.250000 Penalty: 5026.485840 Iteration 53Q: 3 clusters Score -3226382 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9732 members Mstep: Class 2 contains 15454 members Entering Unmasked Estep Score: -3226383.750000 Penalty: 5026.485840 Iteration 54Q: 3 clusters Score -3226384 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9740 members Mstep: Class 2 contains 15446 members Entering Unmasked Estep Score: -3226376.250000 Penalty: 5026.485840 Iteration 55Q: 3 clusters Score -3226376 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9748 members Mstep: Class 2 contains 15438 members Entering Unmasked Estep Score: -3226372.750000 Penalty: 5026.485840 Iteration 56Q: 3 clusters Score -3226373 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9754 members Mstep: Class 2 contains 15432 members Entering Unmasked Estep Score: -3226374.500000 Penalty: 5026.485840 Iteration 57Q: 3 clusters Score -3226374 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9758 members Mstep: Class 2 contains 15428 members Entering Unmasked Estep Score: -3226376.500000 Penalty: 5026.485840 Iteration 58Q: 3 clusters Score -3226376 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9764 members Mstep: Class 2 contains 15422 members Entering Unmasked Estep Score: -3226376.250000 Penalty: 5026.485840 Iteration 59Q: 3 clusters Score -3226376 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9765 members Mstep: Class 2 contains 15421 members Entering Unmasked Estep Score: -3226378.250000 Penalty: 5026.485840 Iteration 60F: 3 clusters Score -3226378 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9766 members Mstep: Class 2 contains 15420 members Entering Unmasked Estep Score: -3226378.750000 Penalty: 5026.485840 Iteration 61Q: 3 clusters Score -3226379 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9767 members Mstep: Class 2 contains 15419 members Entering Unmasked Estep Score: -3226378.500000 Penalty: 5026.485840 Iteration 62Q: 3 clusters Score -3226378 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9768 members Mstep: Class 2 contains 15418 members Entering Unmasked Estep Score: -3226379.500000 Penalty: 5026.485840 Iteration 63Q: 3 clusters Score -3226380 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9770 members Mstep: Class 2 contains 15416 members Entering Unmasked Estep Score: -3226383.250000 Penalty: 5026.485840 Iteration 64Q: 3 clusters Score -3226383 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9771 members Mstep: Class 2 contains 15415 members Entering Unmasked Estep Score: -3226383.000000 Penalty: 5026.485840 Iteration 65Q: 3 clusters Score -3226383 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9772 members Mstep: Class 2 contains 15414 members Entering Unmasked Estep Score: -3226383.000000 Penalty: 5026.485840 Iteration 66Q: 3 clusters Score -3226383 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9776 members Mstep: Class 2 contains 15410 members Entering Unmasked Estep Score: -3226380.500000 Penalty: 5026.485840 Iteration 67Q: 3 clusters Score -3226380 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9781 members Mstep: Class 2 contains 15405 members Entering Unmasked Estep Score: -3226382.750000 Penalty: 5026.485840 Iteration 68Q: 3 clusters Score -3226383 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9784 members Mstep: Class 2 contains 15402 members Entering Unmasked Estep Score: -3226383.750000 Penalty: 5026.485840 Iteration 69Q: 3 clusters Score -3226384 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9786 members Mstep: Class 2 contains 15400 members Entering Unmasked Estep Score: -3226381.000000 Penalty: 5026.485840 Iteration 70Q: 3 clusters Score -3226381 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9790 members Mstep: Class 2 contains 15396 members Entering Unmasked Estep Score: -3226379.750000 Penalty: 5026.485840 Iteration 71Q: 3 clusters Score -3226380 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9792 members Mstep: Class 2 contains 15394 members Entering Unmasked Estep Score: -3226379.500000 Penalty: 5026.485840 Iteration 72Q: 3 clusters Score -3226380 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9793 members Mstep: Class 2 contains 15393 members Entering Unmasked Estep Score: -3226380.000000 Penalty: 5026.485840 Iteration 73Q: 3 clusters Score -3226380 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9795 members Mstep: Class 2 contains 15391 members Entering Unmasked Estep Score: -3226382.500000 Penalty: 5026.485840 Iteration 74Q: 3 clusters Score -3226382 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9797 members Mstep: Class 2 contains 15389 members Entering Unmasked Estep Score: -3226377.500000 Penalty: 5026.485840 Iteration 75Q: 3 clusters Score -3226378 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9800 members Mstep: Class 2 contains 15386 members Entering Unmasked Estep Score: -3226378.500000 Penalty: 5026.485840 Iteration 76Q: 3 clusters Score -3226378 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9803 members Mstep: Class 2 contains 15383 members Entering Unmasked Estep Score: -3226377.750000 Penalty: 5026.485840 Iteration 77Q: 3 clusters Score -3226378 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9806 members Mstep: Class 2 contains 15380 members Entering Unmasked Estep Score: -3226380.500000 Penalty: 5026.485840 Iteration 78Q: 3 clusters Score -3226380 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9809 members Mstep: Class 2 contains 15377 members Entering Unmasked Estep Score: -3226383.000000 Penalty: 5026.485840 Iteration 79Q: 3 clusters Score -3226383 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9813 members Mstep: Class 2 contains 15373 members Entering Unmasked Estep Score: -3226383.250000 Penalty: 5026.485840 Iteration 80F: 3 clusters Score -3226383 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9815 members Mstep: Class 2 contains 15371 members Entering Unmasked Estep Score: -3226386.000000 Penalty: 5026.485840 Iteration 81Q: 3 clusters Score -3226386 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9815 members Mstep: Class 2 contains 15371 members Entering Unmasked Estep Score: -3226386.000000 Penalty: 5026.485840 Iteration 82F: 3 clusters Score -3226386 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19757 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19792 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41296 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169317 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15198 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102943 members Mstep: Class 21 contains 9815 members Mstep: Class 22 contains 556 members Mstep: Class 23 contains 483 members Mstep: Class 24 contains 15371 members Entering Unmasked Estep Score: -55709108.000000 Penalty: 77417.070312 Splitting cluster 21 changes total score from -55709616.000000 to -55709108.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 22 (556 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 556 members Entering Unmasked Estep Score: -60278.640625 Penalty: 1567.550537 Iteration 0F: 2 clusters Score -60278.64 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -58785.527344 Penalty: 3135.101074 Iteration 0F: 3 clusters Score -58785.53 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -59092.621094 Penalty: 3135.101074 Iteration 1F: 3 clusters Score -59092.62 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -59223.144531 Penalty: 3135.101074 Iteration 2F: 3 clusters Score -59223.14 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -59301.757812 Penalty: 3135.101074 Iteration 3Q: 3 clusters Score -59301.76 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -59404.824219 Penalty: 3135.101074 Iteration 4Q: 3 clusters Score -59404.82 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -59515.269531 Penalty: 3135.101074 Iteration 5Q: 3 clusters Score -59515.27 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -59711.878906 Penalty: 3135.101074 Iteration 6F: 3 clusters Score -59711.88 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -59958.175781 Penalty: 3135.101074 Iteration 7F: 3 clusters Score -59958.18 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -60110.476562 Penalty: 3135.101074 Iteration 8Q: 3 clusters Score -60110.48 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -60356.355469 Penalty: 3135.101074 Iteration 9Q: 3 clusters Score -60356.36 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -60562.480469 Penalty: 3135.101074 Iteration 10Q: 3 clusters Score -60562.48 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -60578.804688 Penalty: 3135.101074 Iteration 11Q: 3 clusters Score -60578.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -60586.722656 Penalty: 3135.101074 Iteration 12Q: 3 clusters Score -60586.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -60594.937500 Penalty: 3135.101074 Iteration 13Q: 3 clusters Score -60594.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -60605.964844 Penalty: 3135.101074 Iteration 14Q: 3 clusters Score -60605.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -60636.457031 Penalty: 3135.101074 Iteration 15Q: 3 clusters Score -60636.46 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -60705.871094 Penalty: 3135.101074 Iteration 16Q: 3 clusters Score -60705.87 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -60897.292969 Penalty: 3135.101074 Iteration 17Q: 3 clusters Score -60897.29 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -61122.648438 Penalty: 3135.101074 Iteration 18Q: 3 clusters Score -61122.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -61122.648438 Penalty: 3135.101074 Iteration 19F: 3 clusters Score -61122.65 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 15 members Mstep: Class 1 contains 19757 members Mstep: Class 2 contains 434 members Mstep: Class 3 contains 165 members Mstep: Class 4 contains 4998 members Mstep: Class 5 contains 19792 members Mstep: Class 6 contains 787 members Mstep: Class 7 contains 880 members Mstep: Class 8 contains 41296 members Mstep: Class 9 contains 2244 members Mstep: Class 10 contains 7564 members Mstep: Class 11 contains 449 members Mstep: Class 12 contains 693 members Mstep: Class 13 contains 169317 members Mstep: Class 14 contains 455 members Mstep: Class 15 contains 2987 members Mstep: Class 16 contains 15198 members Mstep: Class 17 contains 25010 members Mstep: Class 18 contains 2434 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 102943 members Mstep: Class 21 contains 25186 members Mstep: Class 22 contains 245 members Mstep: Class 23 contains 483 members Mstep: Class 24 contains 311 members Entering Unmasked Estep Score: -55708776.000000 Penalty: 77417.070312 Splitting cluster 22 changes total score from -55709616.000000 to -55708776.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 23 (483 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Entering Unmasked Estep Score: -54902.382812 Penalty: 1532.644043 Iteration 0F: 2 clusters Score -54902.38 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 229 members Entering Unmasked Estep Score: -53395.789062 Penalty: 3065.288086 Iteration 0F: 3 clusters Score -53395.79 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -53641.539062 Penalty: 3065.288086 Iteration 1F: 3 clusters Score -53641.54 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -53712.718750 Penalty: 3065.288086 Iteration 2Q: 3 clusters Score -53712.72 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -53774.660156 Penalty: 3065.288086 Iteration 3Q: 3 clusters Score -53774.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -53801.863281 Penalty: 3065.288086 Iteration 4Q: 3 clusters Score -53801.86 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -53841.144531 Penalty: 3065.288086 Iteration 5Q: 3 clusters Score -53841.14 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -53972.964844 Penalty: 3065.288086 Iteration 6Q: 3 clusters Score -53972.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -54076.746094 Penalty: 3065.288086 Iteration 7Q: 3 clusters Score -54076.75 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -54109.726562 Penalty: 3065.288086 Iteration 8Q: 3 clusters Score -54109.73 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -54136.386719 Penalty: 3065.288086 Iteration 9Q: 3 clusters Score -54136.39 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -54151.324219 Penalty: 3065.288086 Iteration 10Q: 3 clusters Score -54151.32 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -54169.714844 Penalty: 3065.288086 Iteration 11Q: 3 clusters Score -54169.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -54187.734375 Penalty: 3065.288086 Iteration 12Q: 3 clusters Score -54187.73 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -54218.878906 Penalty: 3065.288086 Iteration 13Q: 3 clusters Score -54218.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -54272.429688 Penalty: 3065.288086 Iteration 14Q: 3 clusters Score -54272.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -54426.113281 Penalty: 3065.288086 Iteration 15Q: 3 clusters Score -54426.11 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -54482.472656 Penalty: 3065.288086 Iteration 16Q: 3 clusters Score -54482.47 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -54506.871094 Penalty: 3065.288086 Iteration 17Q: 3 clusters Score -54506.87 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -54531.363281 Penalty: 3065.288086 Iteration 18Q: 3 clusters Score -54531.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -54543.625000 Penalty: 3065.288086 Iteration 19Q: 3 clusters Score -54543.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -54556.437500 Penalty: 3065.288086 Iteration 20F: 3 clusters Score -54556.44 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 241 members Entering Unmasked Estep Score: -54564.015625 Penalty: 3065.288086 Iteration 21Q: 3 clusters Score -54564.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -54570.398438 Penalty: 3065.288086 Iteration 22Q: 3 clusters Score -54570.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -54573.191406 Penalty: 3065.288086 Iteration 23Q: 3 clusters Score -54573.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -54581.925781 Penalty: 3065.288086 Iteration 24Q: 3 clusters Score -54581.93 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -54600.867188 Penalty: 3065.288086 Iteration 25Q: 3 clusters Score -54600.87 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -54645.871094 Penalty: 3065.288086 Iteration 26Q: 3 clusters Score -54645.87 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -54710.222656 Penalty: 3065.288086 Iteration 27Q: 3 clusters Score -54710.22 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -54731.820312 Penalty: 3065.288086 Iteration 28Q: 3 clusters Score -54731.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 258 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -54731.820312 Penalty: 3065.288086 Iteration 29F: 3 clusters Score -54731.82 nChanged 0 --- Evaluating fit on full set of 1336431 points --- Entering Unmasked Estep Score: -167337472.000000 Penalty: 80457.851562 23->24 Clusters: Score -167337472.000000, best is -167522448.000000 Starting from 24 clusters... Entering ConstructFrom: --- Running on subset of 445477 points --- Entering CEM Assigned 24 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19522 members Mstep: Class 2 contains 19472 members Mstep: Class 3 contains 19483 members Mstep: Class 4 contains 19272 members Mstep: Class 5 contains 19433 members Mstep: Class 6 contains 19449 members Mstep: Class 7 contains 19592 members Mstep: Class 8 contains 19417 members Mstep: Class 9 contains 19437 members Mstep: Class 10 contains 19334 members Mstep: Class 11 contains 19057 members Mstep: Class 12 contains 19341 members Mstep: Class 13 contains 19396 members Mstep: Class 14 contains 19382 members Mstep: Class 15 contains 19040 members Mstep: Class 16 contains 19242 members Mstep: Class 17 contains 19355 members Mstep: Class 18 contains 19569 members Mstep: Class 19 contains 19214 members Mstep: Class 20 contains 19438 members Mstep: Class 21 contains 19179 members Mstep: Class 22 contains 19361 members Mstep: Class 23 contains 19492 members Entering Unmasked Estep ConsiderDeletion Deleting Class 16. Lose 118.635643 but Gain 3225.710938 Score: -52810592.000000 Penalty: 70965.648438 Iteration 0F: 23 clusters Score -5.281059e+07 nChanged 424308 Entering Unmasked Mstep Mstep: Class 0 contains 1986 members Mstep: Class 1 contains 13302 members Mstep: Class 2 contains 13749 members Mstep: Class 3 contains 43495 members Mstep: Class 4 contains 7263 members Mstep: Class 5 contains 28681 members Mstep: Class 6 contains 57700 members Mstep: Class 7 contains 77096 members Mstep: Class 8 contains 37912 members Mstep: Class 9 contains 18014 members Mstep: Class 10 contains 9855 members Mstep: Class 11 contains 14552 members Mstep: Class 12 contains 15363 members Mstep: Class 13 contains 2699 members Mstep: Class 14 contains 1555 members Mstep: Class 15 contains 14371 members Mstep: Class 17 contains 21487 members Mstep: Class 18 contains 7100 members Mstep: Class 19 contains 24739 members Mstep: Class 20 contains 8663 members Mstep: Class 21 contains 6523 members Mstep: Class 22 contains 14112 members Mstep: Class 23 contains 5260 members Entering Unmasked Estep ConsiderDeletion Deleting Class 23. Lose 2684.280762 but Gain 3225.710938 Score: -54724412.000000 Penalty: 67739.937500 Iteration 1F: 22 clusters Score -5.472441e+07 nChanged 179850 Entering Unmasked Mstep Mstep: Class 0 contains 1455 members Mstep: Class 1 contains 8443 members Mstep: Class 2 contains 11161 members Mstep: Class 3 contains 40514 members Mstep: Class 4 contains 3111 members Mstep: Class 5 contains 24386 members Mstep: Class 6 contains 67422 members Mstep: Class 7 contains 120531 members Mstep: Class 8 contains 39319 members Mstep: Class 9 contains 13996 members Mstep: Class 10 contains 7551 members Mstep: Class 11 contains 10559 members Mstep: Class 12 contains 10788 members Mstep: Class 13 contains 9497 members Mstep: Class 14 contains 1012 members Mstep: Class 15 contains 7678 members Mstep: Class 17 contains 26285 members Mstep: Class 18 contains 5944 members Mstep: Class 19 contains 13914 members Mstep: Class 20 contains 9304 members Mstep: Class 21 contains 4748 members Mstep: Class 22 contains 7859 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 2874.730957 but Gain 3225.710938 Score: -55144788.000000 Penalty: 64514.226562 Iteration 2F: 21 clusters Score -5.514479e+07 nChanged 120695 Entering Unmasked Mstep Mstep: Class 0 contains 953 members Mstep: Class 1 contains 5976 members Mstep: Class 2 contains 8520 members Mstep: Class 3 contains 34715 members Mstep: Class 4 contains 2047 members Mstep: Class 5 contains 18941 members Mstep: Class 6 contains 69355 members Mstep: Class 7 contains 152670 members Mstep: Class 8 contains 38993 members Mstep: Class 9 contains 9966 members Mstep: Class 10 contains 7579 members Mstep: Class 11 contains 6909 members Mstep: Class 12 contains 7440 members Mstep: Class 13 contains 14739 members Mstep: Class 14 contains 910 members Mstep: Class 17 contains 35324 members Mstep: Class 18 contains 6074 members Mstep: Class 19 contains 7204 members Mstep: Class 20 contains 9226 members Mstep: Class 21 contains 3200 members Mstep: Class 22 contains 4736 members Entering Unmasked Estep ConsiderDeletion Deleting Class 21. Lose 2488.922607 but Gain 3225.710938 Score: -55339924.000000 Penalty: 61288.515625 Iteration 3F: 20 clusters Score -5.533992e+07 nChanged 78306 Entering Unmasked Mstep Mstep: Class 0 contains 568 members Mstep: Class 1 contains 3949 members Mstep: Class 2 contains 7415 members Mstep: Class 3 contains 26828 members Mstep: Class 4 contains 1655 members Mstep: Class 5 contains 13252 members Mstep: Class 6 contains 65529 members Mstep: Class 7 contains 178953 members Mstep: Class 8 contains 37550 members Mstep: Class 9 contains 6479 members Mstep: Class 10 contains 7660 members Mstep: Class 11 contains 4575 members Mstep: Class 12 contains 5094 members Mstep: Class 13 contains 16377 members Mstep: Class 14 contains 945 members Mstep: Class 17 contains 44930 members Mstep: Class 18 contains 6892 members Mstep: Class 19 contains 3952 members Mstep: Class 20 contains 9845 members Mstep: Class 22 contains 3029 members Entering Unmasked Estep ConsiderDeletion Deleting Class 11. Lose 2836.810547 but Gain 3225.710938 Score: -55451348.000000 Penalty: 58062.804688 Iteration 4F: 19 clusters Score -5.545135e+07 nChanged 59257 Entering Unmasked Mstep Mstep: Class 0 contains 354 members Mstep: Class 1 contains 2595 members Mstep: Class 2 contains 8019 members Mstep: Class 3 contains 18476 members Mstep: Class 4 contains 1305 members Mstep: Class 5 contains 8792 members Mstep: Class 6 contains 59194 members Mstep: Class 7 contains 200449 members Mstep: Class 8 contains 34331 members Mstep: Class 9 contains 3993 members Mstep: Class 10 contains 7771 members Mstep: Class 12 contains 3555 members Mstep: Class 13 contains 17077 members Mstep: Class 14 contains 1120 members Mstep: Class 17 contains 54709 members Mstep: Class 18 contains 7598 members Mstep: Class 19 contains 2302 members Mstep: Class 20 contains 11638 members Mstep: Class 22 contains 2199 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 2332.799805 but Gain 3225.710938 Score: -55544096.000000 Penalty: 54837.093750 Iteration 5F: 18 clusters Score -5.55441e+07 nChanged 44163 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 9448 members Mstep: Class 3 contains 11828 members Mstep: Class 4 contains 1394 members Mstep: Class 5 contains 5971 members Mstep: Class 6 contains 53433 members Mstep: Class 7 contains 214793 members Mstep: Class 8 contains 29416 members Mstep: Class 10 contains 7632 members Mstep: Class 12 contains 2497 members Mstep: Class 13 contains 17543 members Mstep: Class 14 contains 1319 members Mstep: Class 17 contains 62463 members Mstep: Class 18 contains 8106 members Mstep: Class 19 contains 1683 members Mstep: Class 20 contains 14150 members Mstep: Class 22 contains 1788 members Entering Unmasked Estep ConsiderDeletion Deleting Class 12. Lose 2683.663818 but Gain 3225.710938 Score: -55586200.000000 Penalty: 51611.382812 Iteration 6F: 17 clusters Score -5.55862e+07 nChanged 30794 Entering Unmasked Mstep Mstep: Class 0 contains 18 members Mstep: Class 1 contains 1940 members Mstep: Class 2 contains 11237 members Mstep: Class 3 contains 7667 members Mstep: Class 4 contains 1353 members Mstep: Class 5 contains 4337 members Mstep: Class 6 contains 49084 members Mstep: Class 7 contains 221179 members Mstep: Class 8 contains 24385 members Mstep: Class 10 contains 7602 members Mstep: Class 13 contains 18339 members Mstep: Class 14 contains 1357 members Mstep: Class 17 contains 69241 members Mstep: Class 18 contains 8480 members Mstep: Class 19 contains 1533 members Mstep: Class 20 contains 16110 members Mstep: Class 22 contains 1615 members Entering Unmasked Estep ConsiderDeletion Score: -55607048.000000 Penalty: 51611.382812 Iteration 7F: 17 clusters Score -5.560705e+07 nChanged 21200 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 12356 members Mstep: Class 3 contains 5390 members Mstep: Class 4 contains 1327 members Mstep: Class 5 contains 3338 members Mstep: Class 6 contains 45656 members Mstep: Class 7 contains 222536 members Mstep: Class 8 contains 19935 members Mstep: Class 10 contains 7666 members Mstep: Class 13 contains 19325 members Mstep: Class 14 contains 1385 members Mstep: Class 17 contains 75229 members Mstep: Class 18 contains 8709 members Mstep: Class 19 contains 1569 members Mstep: Class 20 contains 17377 members Mstep: Class 22 contains 1515 members Entering Unmasked Estep ConsiderDeletion Score: -55620168.000000 Penalty: 51611.382812 Iteration 8Q: 17 clusters Score -5.562017e+07 nChanged 16060 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 13201 members Mstep: Class 3 contains 4212 members Mstep: Class 4 contains 1306 members Mstep: Class 5 contains 2867 members Mstep: Class 6 contains 43168 members Mstep: Class 7 contains 221333 members Mstep: Class 8 contains 16485 members Mstep: Class 10 contains 7817 members Mstep: Class 13 contains 20218 members Mstep: Class 14 contains 1408 members Mstep: Class 17 contains 80663 members Mstep: Class 18 contains 8796 members Mstep: Class 19 contains 1631 members Mstep: Class 20 contains 18376 members Mstep: Class 22 contains 1476 members Entering Unmasked Estep ConsiderDeletion Score: -55629076.000000 Penalty: 51611.382812 Iteration 9Q: 17 clusters Score -5.562908e+07 nChanged 13341 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 2813 members Mstep: Class 2 contains 13926 members Mstep: Class 3 contains 3563 members Mstep: Class 4 contains 1290 members Mstep: Class 5 contains 2701 members Mstep: Class 6 contains 41188 members Mstep: Class 7 contains 218664 members Mstep: Class 8 contains 13893 members Mstep: Class 10 contains 8066 members Mstep: Class 13 contains 21024 members Mstep: Class 14 contains 1424 members Mstep: Class 17 contains 85705 members Mstep: Class 18 contains 8800 members Mstep: Class 19 contains 1685 members Mstep: Class 20 contains 19257 members Mstep: Class 22 contains 1461 members Entering Unmasked Estep ConsiderDeletion Score: -55635800.000000 Penalty: 51611.382812 Iteration 10Q: 17 clusters Score -5.56358e+07 nChanged 11657 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 14569 members Mstep: Class 3 contains 3249 members Mstep: Class 4 contains 1270 members Mstep: Class 5 contains 2698 members Mstep: Class 6 contains 39494 members Mstep: Class 7 contains 215079 members Mstep: Class 8 contains 11855 members Mstep: Class 10 contains 8423 members Mstep: Class 13 contains 21724 members Mstep: Class 14 contains 1445 members Mstep: Class 17 contains 90430 members Mstep: Class 18 contains 8821 members Mstep: Class 19 contains 1725 members Mstep: Class 20 contains 20044 members Mstep: Class 22 contains 1449 members Entering Unmasked Estep ConsiderDeletion Score: -55641304.000000 Penalty: 51611.382812 Iteration 11Q: 17 clusters Score -5.56413e+07 nChanged 10579 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 3600 members Mstep: Class 2 contains 15155 members Mstep: Class 3 contains 3067 members Mstep: Class 4 contains 1246 members Mstep: Class 5 contains 2775 members Mstep: Class 6 contains 37996 members Mstep: Class 7 contains 210976 members Mstep: Class 8 contains 10196 members Mstep: Class 10 contains 8809 members Mstep: Class 13 contains 22329 members Mstep: Class 14 contains 1470 members Mstep: Class 17 contains 95015 members Mstep: Class 18 contains 8873 members Mstep: Class 19 contains 1750 members Mstep: Class 20 contains 20772 members Mstep: Class 22 contains 1431 members Entering Unmasked Estep ConsiderDeletion Score: -55646404.000000 Penalty: 51611.382812 Iteration 12Q: 17 clusters Score -5.56464e+07 nChanged 9742 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 15693 members Mstep: Class 3 contains 2964 members Mstep: Class 4 contains 1233 members Mstep: Class 5 contains 2856 members Mstep: Class 6 contains 36586 members Mstep: Class 7 contains 206766 members Mstep: Class 8 contains 8870 members Mstep: Class 10 contains 9220 members Mstep: Class 13 contains 22872 members Mstep: Class 14 contains 1484 members Mstep: Class 17 contains 99422 members Mstep: Class 18 contains 8910 members Mstep: Class 19 contains 1758 members Mstep: Class 20 contains 21408 members Mstep: Class 22 contains 1421 members Entering Unmasked Estep ConsiderDeletion Score: -55650728.000000 Penalty: 51611.382812 Iteration 13Q: 17 clusters Score -5.565073e+07 nChanged 9212 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4378 members Mstep: Class 2 contains 16148 members Mstep: Class 3 contains 2916 members Mstep: Class 4 contains 1232 members Mstep: Class 5 contains 2998 members Mstep: Class 6 contains 35167 members Mstep: Class 7 contains 202634 members Mstep: Class 8 contains 7751 members Mstep: Class 10 contains 9701 members Mstep: Class 13 contains 23339 members Mstep: Class 14 contains 1485 members Mstep: Class 17 contains 103640 members Mstep: Class 18 contains 8959 members Mstep: Class 19 contains 1766 members Mstep: Class 20 contains 21927 members Mstep: Class 22 contains 1419 members Entering Unmasked Estep ConsiderDeletion Score: -55655392.000000 Penalty: 51611.382812 Iteration 14Q: 17 clusters Score -5.565539e+07 nChanged 8923 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 4736 members Mstep: Class 2 contains 16598 members Mstep: Class 3 contains 2932 members Mstep: Class 4 contains 1233 members Mstep: Class 5 contains 3157 members Mstep: Class 6 contains 33681 members Mstep: Class 7 contains 198528 members Mstep: Class 8 contains 6797 members Mstep: Class 10 contains 10179 members Mstep: Class 13 contains 23717 members Mstep: Class 14 contains 1483 members Mstep: Class 17 contains 107847 members Mstep: Class 18 contains 9033 members Mstep: Class 19 contains 1776 members Mstep: Class 20 contains 22347 members Mstep: Class 22 contains 1416 members Entering Unmasked Estep ConsiderDeletion Score: -55659820.000000 Penalty: 51611.382812 Iteration 15Q: 17 clusters Score -5.565982e+07 nChanged 8751 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5125 members Mstep: Class 2 contains 17032 members Mstep: Class 3 contains 3014 members Mstep: Class 4 contains 1233 members Mstep: Class 5 contains 3370 members Mstep: Class 6 contains 31978 members Mstep: Class 7 contains 194674 members Mstep: Class 8 contains 6070 members Mstep: Class 10 contains 10691 members Mstep: Class 13 contains 24050 members Mstep: Class 14 contains 1483 members Mstep: Class 17 contains 111745 members Mstep: Class 18 contains 9109 members Mstep: Class 19 contains 1786 members Mstep: Class 20 contains 22689 members Mstep: Class 22 contains 1411 members Entering Unmasked Estep ConsiderDeletion Score: -55664484.000000 Penalty: 51611.382812 Iteration 16Q: 17 clusters Score -5.566448e+07 nChanged 8498 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5491 members Mstep: Class 2 contains 17425 members Mstep: Class 3 contains 3089 members Mstep: Class 4 contains 1234 members Mstep: Class 5 contains 3665 members Mstep: Class 6 contains 30163 members Mstep: Class 7 contains 191094 members Mstep: Class 8 contains 5513 members Mstep: Class 10 contains 11167 members Mstep: Class 13 contains 24362 members Mstep: Class 14 contains 1482 members Mstep: Class 17 contains 115424 members Mstep: Class 18 contains 9176 members Mstep: Class 19 contains 1797 members Mstep: Class 20 contains 22971 members Mstep: Class 22 contains 1407 members Entering Unmasked Estep ConsiderDeletion Score: -55669456.000000 Penalty: 51611.382812 Iteration 17Q: 17 clusters Score -5.566946e+07 nChanged 7847 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5720 members Mstep: Class 2 contains 17712 members Mstep: Class 3 contains 3161 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 3936 members Mstep: Class 6 contains 28691 members Mstep: Class 7 contains 187707 members Mstep: Class 8 contains 5096 members Mstep: Class 10 contains 11620 members Mstep: Class 13 contains 24629 members Mstep: Class 14 contains 1481 members Mstep: Class 17 contains 118865 members Mstep: Class 18 contains 9226 members Mstep: Class 19 contains 1816 members Mstep: Class 20 contains 23155 members Mstep: Class 22 contains 1410 members Entering Unmasked Estep ConsiderDeletion Score: -55674320.000000 Penalty: 51611.382812 Iteration 18Q: 17 clusters Score -5.567432e+07 nChanged 6968 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 17901 members Mstep: Class 3 contains 3240 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 4127 members Mstep: Class 6 contains 27760 members Mstep: Class 7 contains 184345 members Mstep: Class 8 contains 4754 members Mstep: Class 10 contains 12083 members Mstep: Class 13 contains 24881 members Mstep: Class 14 contains 1481 members Mstep: Class 17 contains 122084 members Mstep: Class 18 contains 9269 members Mstep: Class 19 contains 1834 members Mstep: Class 20 contains 23234 members Mstep: Class 22 contains 1431 members Entering Unmasked Estep ConsiderDeletion Score: -55677252.000000 Penalty: 51611.382812 Iteration 19Q: 17 clusters Score -5.567725e+07 nChanged 5955 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5820 members Mstep: Class 2 contains 18006 members Mstep: Class 3 contains 3326 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 4255 members Mstep: Class 6 contains 27190 members Mstep: Class 7 contains 181058 members Mstep: Class 8 contains 4478 members Mstep: Class 10 contains 12518 members Mstep: Class 13 contains 25115 members Mstep: Class 14 contains 1481 members Mstep: Class 17 contains 125064 members Mstep: Class 18 contains 9291 members Mstep: Class 19 contains 1854 members Mstep: Class 20 contains 23312 members Mstep: Class 22 contains 1457 members Entering Unmasked Estep ConsiderDeletion Score: -55679512.000000 Penalty: 51611.382812 Iteration 20F: 17 clusters Score -5.567951e+07 nChanged 5354 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5839 members Mstep: Class 2 contains 18095 members Mstep: Class 3 contains 3430 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 4406 members Mstep: Class 6 contains 26844 members Mstep: Class 7 contains 177753 members Mstep: Class 8 contains 4246 members Mstep: Class 10 contains 12935 members Mstep: Class 13 contains 25297 members Mstep: Class 14 contains 1481 members Mstep: Class 17 contains 127873 members Mstep: Class 18 contains 9317 members Mstep: Class 19 contains 1879 members Mstep: Class 20 contains 23349 members Mstep: Class 22 contains 1481 members Entering Unmasked Estep ConsiderDeletion Score: -55681436.000000 Penalty: 51611.382812 Iteration 21Q: 17 clusters Score -5.568144e+07 nChanged 4950 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5849 members Mstep: Class 2 contains 18152 members Mstep: Class 3 contains 3531 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 4545 members Mstep: Class 6 contains 26613 members Mstep: Class 7 contains 174656 members Mstep: Class 8 contains 4056 members Mstep: Class 10 contains 13368 members Mstep: Class 13 contains 25459 members Mstep: Class 14 contains 1481 members Mstep: Class 17 contains 130428 members Mstep: Class 18 contains 9346 members Mstep: Class 19 contains 1904 members Mstep: Class 20 contains 23343 members Mstep: Class 22 contains 1494 members Entering Unmasked Estep ConsiderDeletion Score: -55682944.000000 Penalty: 51611.382812 Iteration 22Q: 17 clusters Score -5.568294e+07 nChanged 4633 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5853 members Mstep: Class 2 contains 18184 members Mstep: Class 3 contains 3630 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 4671 members Mstep: Class 6 contains 26448 members Mstep: Class 7 contains 171788 members Mstep: Class 8 contains 3906 members Mstep: Class 10 contains 13808 members Mstep: Class 13 contains 25577 members Mstep: Class 14 contains 1482 members Mstep: Class 17 contains 132767 members Mstep: Class 18 contains 9367 members Mstep: Class 19 contains 1941 members Mstep: Class 20 contains 23301 members Mstep: Class 22 contains 1502 members Entering Unmasked Estep ConsiderDeletion Score: -55684396.000000 Penalty: 51611.382812 Iteration 23Q: 17 clusters Score -5.56844e+07 nChanged 4262 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5845 members Mstep: Class 2 contains 18232 members Mstep: Class 3 contains 3735 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 4777 members Mstep: Class 6 contains 26337 members Mstep: Class 7 contains 169106 members Mstep: Class 8 contains 3770 members Mstep: Class 10 contains 14154 members Mstep: Class 13 contains 25688 members Mstep: Class 14 contains 1482 members Mstep: Class 17 contains 134968 members Mstep: Class 18 contains 9390 members Mstep: Class 19 contains 1981 members Mstep: Class 20 contains 23254 members Mstep: Class 22 contains 1506 members Entering Unmasked Estep ConsiderDeletion Score: -55685576.000000 Penalty: 51611.382812 Iteration 24Q: 17 clusters Score -5.568558e+07 nChanged 3944 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5846 members Mstep: Class 2 contains 18271 members Mstep: Class 3 contains 3841 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 4890 members Mstep: Class 6 contains 26232 members Mstep: Class 7 contains 166644 members Mstep: Class 8 contains 3671 members Mstep: Class 10 contains 14485 members Mstep: Class 13 contains 25777 members Mstep: Class 14 contains 1483 members Mstep: Class 17 contains 136945 members Mstep: Class 18 contains 9421 members Mstep: Class 19 contains 2000 members Mstep: Class 20 contains 23210 members Mstep: Class 22 contains 1509 members Entering Unmasked Estep ConsiderDeletion Score: -55686528.000000 Penalty: 51611.382812 Iteration 25Q: 17 clusters Score -5.568653e+07 nChanged 3701 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5842 members Mstep: Class 2 contains 18262 members Mstep: Class 3 contains 3943 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 5000 members Mstep: Class 6 contains 26166 members Mstep: Class 7 contains 164292 members Mstep: Class 8 contains 3602 members Mstep: Class 10 contains 14774 members Mstep: Class 13 contains 25855 members Mstep: Class 14 contains 1483 members Mstep: Class 17 contains 138833 members Mstep: Class 18 contains 9452 members Mstep: Class 19 contains 2019 members Mstep: Class 20 contains 23193 members Mstep: Class 22 contains 1509 members Entering Unmasked Estep ConsiderDeletion Score: -55687396.000000 Penalty: 51611.382812 Iteration 26Q: 17 clusters Score -5.56874e+07 nChanged 3660 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5836 members Mstep: Class 2 contains 18256 members Mstep: Class 3 contains 4062 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 5147 members Mstep: Class 6 contains 26106 members Mstep: Class 7 contains 161935 members Mstep: Class 8 contains 3542 members Mstep: Class 10 contains 15043 members Mstep: Class 13 contains 25947 members Mstep: Class 14 contains 1483 members Mstep: Class 17 contains 140672 members Mstep: Class 18 contains 9486 members Mstep: Class 19 contains 2031 members Mstep: Class 20 contains 23167 members Mstep: Class 22 contains 1512 members Entering Unmasked Estep ConsiderDeletion Score: -55688176.000000 Penalty: 51611.382812 Iteration 27Q: 17 clusters Score -5.568818e+07 nChanged 3592 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5825 members Mstep: Class 2 contains 18248 members Mstep: Class 3 contains 4173 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 5329 members Mstep: Class 6 contains 26057 members Mstep: Class 7 contains 159633 members Mstep: Class 8 contains 3495 members Mstep: Class 10 contains 15293 members Mstep: Class 13 contains 26019 members Mstep: Class 14 contains 1483 members Mstep: Class 17 contains 142478 members Mstep: Class 18 contains 9525 members Mstep: Class 19 contains 2040 members Mstep: Class 20 contains 23109 members Mstep: Class 22 contains 1518 members Entering Unmasked Estep ConsiderDeletion Score: -55689040.000000 Penalty: 51611.382812 Iteration 28Q: 17 clusters Score -5.568904e+07 nChanged 3609 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5815 members Mstep: Class 2 contains 18209 members Mstep: Class 3 contains 4317 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 5537 members Mstep: Class 6 contains 26024 members Mstep: Class 7 contains 157311 members Mstep: Class 8 contains 3459 members Mstep: Class 10 contains 15519 members Mstep: Class 13 contains 26092 members Mstep: Class 14 contains 1484 members Mstep: Class 17 contains 144287 members Mstep: Class 18 contains 9557 members Mstep: Class 19 contains 2040 members Mstep: Class 20 contains 23052 members Mstep: Class 22 contains 1522 members Entering Unmasked Estep ConsiderDeletion Score: -55690056.000000 Penalty: 51611.382812 Iteration 29Q: 17 clusters Score -5.569006e+07 nChanged 3685 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5814 members Mstep: Class 2 contains 18200 members Mstep: Class 3 contains 4473 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 5782 members Mstep: Class 6 contains 25980 members Mstep: Class 7 contains 154890 members Mstep: Class 8 contains 3418 members Mstep: Class 10 contains 15746 members Mstep: Class 13 contains 26187 members Mstep: Class 14 contains 1485 members Mstep: Class 17 contains 146095 members Mstep: Class 18 contains 9582 members Mstep: Class 19 contains 2045 members Mstep: Class 20 contains 23007 members Mstep: Class 22 contains 1521 members Entering Unmasked Estep ConsiderDeletion Score: -55691156.000000 Penalty: 51611.382812 Iteration 30Q: 17 clusters Score -5.569116e+07 nChanged 3832 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 18154 members Mstep: Class 3 contains 4671 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 6068 members Mstep: Class 6 contains 25943 members Mstep: Class 7 contains 152302 members Mstep: Class 8 contains 3379 members Mstep: Class 10 contains 15974 members Mstep: Class 13 contains 26291 members Mstep: Class 14 contains 1486 members Mstep: Class 17 contains 147997 members Mstep: Class 18 contains 9610 members Mstep: Class 19 contains 2042 members Mstep: Class 20 contains 22956 members Mstep: Class 22 contains 1524 members Entering Unmasked Estep ConsiderDeletion Score: -55691904.000000 Penalty: 51611.382812 Iteration 31Q: 17 clusters Score -5.56919e+07 nChanged 3972 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5830 members Mstep: Class 2 contains 18078 members Mstep: Class 3 contains 4865 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 6420 members Mstep: Class 6 contains 25912 members Mstep: Class 7 contains 149711 members Mstep: Class 8 contains 3356 members Mstep: Class 10 contains 16203 members Mstep: Class 13 contains 26371 members Mstep: Class 14 contains 1486 members Mstep: Class 17 contains 149925 members Mstep: Class 18 contains 9622 members Mstep: Class 19 contains 2035 members Mstep: Class 20 contains 22890 members Mstep: Class 22 contains 1521 members Entering Unmasked Estep ConsiderDeletion Score: -55693132.000000 Penalty: 51611.382812 Iteration 32Q: 17 clusters Score -5.569313e+07 nChanged 4181 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5820 members Mstep: Class 2 contains 17972 members Mstep: Class 3 contains 5088 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 6876 members Mstep: Class 6 contains 25889 members Mstep: Class 7 contains 147047 members Mstep: Class 8 contains 3338 members Mstep: Class 10 contains 16437 members Mstep: Class 13 contains 26406 members Mstep: Class 14 contains 1486 members Mstep: Class 17 contains 151844 members Mstep: Class 18 contains 9652 members Mstep: Class 19 contains 2035 members Mstep: Class 20 contains 22813 members Mstep: Class 22 contains 1522 members Entering Unmasked Estep ConsiderDeletion Score: -55694424.000000 Penalty: 51611.382812 Iteration 33Q: 17 clusters Score -5.569442e+07 nChanged 4397 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5769 members Mstep: Class 2 contains 17780 members Mstep: Class 3 contains 5327 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 7458 members Mstep: Class 6 contains 25878 members Mstep: Class 7 contains 144276 members Mstep: Class 8 contains 3314 members Mstep: Class 10 contains 16663 members Mstep: Class 13 contains 26438 members Mstep: Class 14 contains 1486 members Mstep: Class 17 contains 153860 members Mstep: Class 18 contains 9669 members Mstep: Class 19 contains 2029 members Mstep: Class 20 contains 22753 members Mstep: Class 22 contains 1525 members Entering Unmasked Estep ConsiderDeletion Score: -55695668.000000 Penalty: 51611.382812 Iteration 34Q: 17 clusters Score -5.569567e+07 nChanged 4530 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5710 members Mstep: Class 2 contains 17541 members Mstep: Class 3 contains 5559 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 8128 members Mstep: Class 6 contains 25870 members Mstep: Class 7 contains 141504 members Mstep: Class 8 contains 3281 members Mstep: Class 10 contains 16889 members Mstep: Class 13 contains 26466 members Mstep: Class 14 contains 1486 members Mstep: Class 17 contains 155862 members Mstep: Class 18 contains 9682 members Mstep: Class 19 contains 2025 members Mstep: Class 20 contains 22695 members Mstep: Class 22 contains 1527 members Entering Unmasked Estep ConsiderDeletion Score: -55697388.000000 Penalty: 51611.382812 Iteration 35Q: 17 clusters Score -5.569739e+07 nChanged 4388 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5635 members Mstep: Class 2 contains 17263 members Mstep: Class 3 contains 5765 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 8847 members Mstep: Class 6 contains 25859 members Mstep: Class 7 contains 138810 members Mstep: Class 8 contains 3251 members Mstep: Class 10 contains 17104 members Mstep: Class 13 contains 26467 members Mstep: Class 14 contains 1486 members Mstep: Class 17 contains 157871 members Mstep: Class 18 contains 9693 members Mstep: Class 19 contains 2018 members Mstep: Class 20 contains 22634 members Mstep: Class 22 contains 1522 members Entering Unmasked Estep ConsiderDeletion Score: -55698424.000000 Penalty: 51611.382812 Iteration 36Q: 17 clusters Score -5.569842e+07 nChanged 4276 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 16981 members Mstep: Class 3 contains 5957 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 9530 members Mstep: Class 6 contains 25854 members Mstep: Class 7 contains 136158 members Mstep: Class 8 contains 3233 members Mstep: Class 10 contains 17315 members Mstep: Class 13 contains 26460 members Mstep: Class 14 contains 1486 members Mstep: Class 17 contains 159867 members Mstep: Class 18 contains 9693 members Mstep: Class 19 contains 2012 members Mstep: Class 20 contains 22584 members Mstep: Class 22 contains 1526 members Entering Unmasked Estep ConsiderDeletion Score: -55699324.000000 Penalty: 51611.382812 Iteration 37Q: 17 clusters Score -5.569932e+07 nChanged 3930 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5542 members Mstep: Class 2 contains 16750 members Mstep: Class 3 contains 6122 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 10094 members Mstep: Class 6 contains 25843 members Mstep: Class 7 contains 133684 members Mstep: Class 8 contains 3214 members Mstep: Class 10 contains 17538 members Mstep: Class 13 contains 26434 members Mstep: Class 14 contains 1486 members Mstep: Class 17 contains 161754 members Mstep: Class 18 contains 9700 members Mstep: Class 19 contains 2005 members Mstep: Class 20 contains 22533 members Mstep: Class 22 contains 1526 members Entering Unmasked Estep ConsiderDeletion Score: -55700124.000000 Penalty: 51611.382812 Iteration 38Q: 17 clusters Score -5.570012e+07 nChanged 3506 Entering ConstructFrom: Score: -55700124.000000 Penalty: 51611.382812 Entering ConstructFrom: Trying to split cluster 1 (5514 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5514 members Entering Unmasked Estep Score: -704184.937500 Penalty: 2136.531250 Iteration 0F: 2 clusters Score -704184.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2799 members Mstep: Class 2 contains 2715 members Entering Unmasked Estep Score: -699363.687500 Penalty: 4273.062500 Iteration 0F: 3 clusters Score -699363.7 nChanged 2125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2768 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -700577.562500 Penalty: 4273.062500 Iteration 1F: 3 clusters Score -700577.6 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2753 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -700833.687500 Penalty: 4273.062500 Iteration 2F: 3 clusters Score -700833.7 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 2782 members Entering Unmasked Estep Score: -701007.625000 Penalty: 4273.062500 Iteration 3F: 3 clusters Score -701007.6 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -701161.875000 Penalty: 4273.062500 Iteration 4Q: 3 clusters Score -701161.9 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -701319.312500 Penalty: 4273.062500 Iteration 5Q: 3 clusters Score -701319.3 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 2770 members Entering Unmasked Estep Score: -701480.750000 Penalty: 4273.062500 Iteration 6Q: 3 clusters Score -701480.8 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2733 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -701644.437500 Penalty: 4273.062500 Iteration 7Q: 3 clusters Score -701644.4 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -701796.875000 Penalty: 4273.062500 Iteration 8Q: 3 clusters Score -701796.9 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2746 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -701947.187500 Penalty: 4273.062500 Iteration 9Q: 3 clusters Score -701947.2 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2740 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -702142.125000 Penalty: 4273.062500 Iteration 10Q: 3 clusters Score -702142.1 nChanged 240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2730 members Mstep: Class 2 contains 2784 members Entering Unmasked Estep Score: -702427.062500 Penalty: 4273.062500 Iteration 11Q: 3 clusters Score -702427.1 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 2787 members Entering Unmasked Estep Score: -702797.937500 Penalty: 4273.062500 Iteration 12Q: 3 clusters Score -702797.9 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -703099.312500 Penalty: 4273.062500 Iteration 13Q: 3 clusters Score -703099.3 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2811 members Mstep: Class 2 contains 2703 members Entering Unmasked Estep Score: -703284.437500 Penalty: 4273.062500 Iteration 14Q: 3 clusters Score -703284.4 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2857 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -703375.937500 Penalty: 4273.062500 Iteration 15Q: 3 clusters Score -703375.9 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2891 members Mstep: Class 2 contains 2623 members Entering Unmasked Estep Score: -703417.187500 Penalty: 4273.062500 Iteration 16Q: 3 clusters Score -703417.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2914 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -703439.062500 Penalty: 4273.062500 Iteration 17Q: 3 clusters Score -703439.1 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2931 members Mstep: Class 2 contains 2583 members Entering Unmasked Estep Score: -703449.187500 Penalty: 4273.062500 Iteration 18Q: 3 clusters Score -703449.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2943 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -703452.812500 Penalty: 4273.062500 Iteration 19Q: 3 clusters Score -703452.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2949 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -703457.125000 Penalty: 4273.062500 Iteration 20F: 3 clusters Score -703457.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2956 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -703460.250000 Penalty: 4273.062500 Iteration 21Q: 3 clusters Score -703460.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2959 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -703460.437500 Penalty: 4273.062500 Iteration 22Q: 3 clusters Score -703460.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2963 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -703465.750000 Penalty: 4273.062500 Iteration 23Q: 3 clusters Score -703465.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2966 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -703465.375000 Penalty: 4273.062500 Iteration 24Q: 3 clusters Score -703465.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 2546 members Entering Unmasked Estep Score: -703466.812500 Penalty: 4273.062500 Iteration 25Q: 3 clusters Score -703466.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -703468.000000 Penalty: 4273.062500 Iteration 26Q: 3 clusters Score -703468 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 2545 members Entering Unmasked Estep Score: -703468.000000 Penalty: 4273.062500 Iteration 27F: 3 clusters Score -703468 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (16527 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16527 members Entering Unmasked Estep Score: -2119958.250000 Penalty: 2408.762207 Iteration 0F: 2 clusters Score -2119958 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8223 members Mstep: Class 2 contains 8304 members Entering Unmasked Estep Score: -2108070.000000 Penalty: 4817.524414 Iteration 0F: 3 clusters Score -2108070 nChanged 7176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8073 members Mstep: Class 2 contains 8454 members Entering Unmasked Estep Score: -2112042.250000 Penalty: 4817.524414 Iteration 1F: 3 clusters Score -2112042 nChanged 1027 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8000 members Mstep: Class 2 contains 8527 members Entering Unmasked Estep Score: -2112496.500000 Penalty: 4817.524414 Iteration 2F: 3 clusters Score -2112496 nChanged 876 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7834 members Mstep: Class 2 contains 8693 members Entering Unmasked Estep Score: -2112859.250000 Penalty: 4817.524414 Iteration 3F: 3 clusters Score -2112859 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7633 members Mstep: Class 2 contains 8894 members Entering Unmasked Estep Score: -2113154.000000 Penalty: 4817.524414 Iteration 4Q: 3 clusters Score -2113154 nChanged 652 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7375 members Mstep: Class 2 contains 9152 members Entering Unmasked Estep Score: -2113444.000000 Penalty: 4817.524414 Iteration 5Q: 3 clusters Score -2113444 nChanged 696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7073 members Mstep: Class 2 contains 9454 members Entering Unmasked Estep Score: -2113781.500000 Penalty: 4817.524414 Iteration 6Q: 3 clusters Score -2113782 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6653 members Mstep: Class 2 contains 9874 members Entering Unmasked Estep Score: -2114203.250000 Penalty: 4817.524414 Iteration 7Q: 3 clusters Score -2114203 nChanged 811 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6106 members Mstep: Class 2 contains 10421 members Entering Unmasked Estep Score: -2114739.000000 Penalty: 4817.524414 Iteration 8Q: 3 clusters Score -2114739 nChanged 891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5461 members Mstep: Class 2 contains 11066 members Entering Unmasked Estep Score: -2115406.500000 Penalty: 4817.524414 Iteration 9F: 3 clusters Score -2115406 nChanged 872 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4803 members Mstep: Class 2 contains 11724 members Entering Unmasked Estep Score: -2116147.000000 Penalty: 4817.524414 Iteration 10F: 3 clusters Score -2116147 nChanged 759 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 12293 members Entering Unmasked Estep Score: -2116946.750000 Penalty: 4817.524414 Iteration 11Q: 3 clusters Score -2116947 nChanged 613 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 12696 members Entering Unmasked Estep Score: -2117703.000000 Penalty: 4817.524414 Iteration 12Q: 3 clusters Score -2117703 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3622 members Mstep: Class 2 contains 12905 members Entering Unmasked Estep Score: -2118249.750000 Penalty: 4817.524414 Iteration 13Q: 3 clusters Score -2118250 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3538 members Mstep: Class 2 contains 12989 members Entering Unmasked Estep Score: -2118538.750000 Penalty: 4817.524414 Iteration 14Q: 3 clusters Score -2118539 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3513 members Mstep: Class 2 contains 13014 members Entering Unmasked Estep Score: -2118661.500000 Penalty: 4817.524414 Iteration 15Q: 3 clusters Score -2118662 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3520 members Mstep: Class 2 contains 13007 members Entering Unmasked Estep Score: -2118720.500000 Penalty: 4817.524414 Iteration 16Q: 3 clusters Score -2118720 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3555 members Mstep: Class 2 contains 12972 members Entering Unmasked Estep Score: -2118760.000000 Penalty: 4817.524414 Iteration 17Q: 3 clusters Score -2118760 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 12933 members Entering Unmasked Estep Score: -2118784.500000 Penalty: 4817.524414 Iteration 18Q: 3 clusters Score -2118784 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3647 members Mstep: Class 2 contains 12880 members Entering Unmasked Estep Score: -2118809.000000 Penalty: 4817.524414 Iteration 19Q: 3 clusters Score -2118809 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3698 members Mstep: Class 2 contains 12829 members Entering Unmasked Estep Score: -2118817.250000 Penalty: 4817.524414 Iteration 20F: 3 clusters Score -2118817 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3744 members Mstep: Class 2 contains 12783 members Entering Unmasked Estep Score: -2118837.000000 Penalty: 4817.524414 Iteration 21Q: 3 clusters Score -2118837 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3792 members Mstep: Class 2 contains 12735 members Entering Unmasked Estep Score: -2118849.750000 Penalty: 4817.524414 Iteration 22Q: 3 clusters Score -2118850 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 12691 members Entering Unmasked Estep Score: -2118863.500000 Penalty: 4817.524414 Iteration 23Q: 3 clusters Score -2118864 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3876 members Mstep: Class 2 contains 12651 members Entering Unmasked Estep Score: -2118872.000000 Penalty: 4817.524414 Iteration 24Q: 3 clusters Score -2118872 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 12620 members Entering Unmasked Estep Score: -2118884.000000 Penalty: 4817.524414 Iteration 25Q: 3 clusters Score -2118884 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3954 members Mstep: Class 2 contains 12573 members Entering Unmasked Estep Score: -2118894.000000 Penalty: 4817.524414 Iteration 26Q: 3 clusters Score -2118894 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4001 members Mstep: Class 2 contains 12526 members Entering Unmasked Estep Score: -2118918.750000 Penalty: 4817.524414 Iteration 27Q: 3 clusters Score -2118919 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4062 members Mstep: Class 2 contains 12465 members Entering Unmasked Estep Score: -2118931.750000 Penalty: 4817.524414 Iteration 28Q: 3 clusters Score -2118932 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 12392 members Entering Unmasked Estep Score: -2118956.000000 Penalty: 4817.524414 Iteration 29Q: 3 clusters Score -2118956 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 12299 members Entering Unmasked Estep Score: -2118988.000000 Penalty: 4817.524414 Iteration 30Q: 3 clusters Score -2118988 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4324 members Mstep: Class 2 contains 12203 members Entering Unmasked Estep Score: -2119026.500000 Penalty: 4817.524414 Iteration 31Q: 3 clusters Score -2119026 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4427 members Mstep: Class 2 contains 12100 members Entering Unmasked Estep Score: -2119062.500000 Penalty: 4817.524414 Iteration 32Q: 3 clusters Score -2119062 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4562 members Mstep: Class 2 contains 11965 members Entering Unmasked Estep Score: -2119115.500000 Penalty: 4817.524414 Iteration 33Q: 3 clusters Score -2119116 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4708 members Mstep: Class 2 contains 11819 members Entering Unmasked Estep Score: -2119164.500000 Penalty: 4817.524414 Iteration 34Q: 3 clusters Score -2119164 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4842 members Mstep: Class 2 contains 11685 members Entering Unmasked Estep Score: -2119224.250000 Penalty: 4817.524414 Iteration 35Q: 3 clusters Score -2119224 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4978 members Mstep: Class 2 contains 11549 members Entering Unmasked Estep Score: -2119275.500000 Penalty: 4817.524414 Iteration 36Q: 3 clusters Score -2119276 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5135 members Mstep: Class 2 contains 11392 members Entering Unmasked Estep Score: -2119341.000000 Penalty: 4817.524414 Iteration 37Q: 3 clusters Score -2119341 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5273 members Mstep: Class 2 contains 11254 members Entering Unmasked Estep Score: -2119394.250000 Penalty: 4817.524414 Iteration 38Q: 3 clusters Score -2119394 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 11122 members Entering Unmasked Estep Score: -2119450.250000 Penalty: 4817.524414 Iteration 39Q: 3 clusters Score -2119450 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5552 members Mstep: Class 2 contains 10975 members Entering Unmasked Estep Score: -2119510.750000 Penalty: 4817.524414 Iteration 40F: 3 clusters Score -2119511 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5689 members Mstep: Class 2 contains 10838 members Entering Unmasked Estep Score: -2119568.500000 Penalty: 4817.524414 Iteration 41Q: 3 clusters Score -2119568 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5832 members Mstep: Class 2 contains 10695 members Entering Unmasked Estep Score: -2119629.250000 Penalty: 4817.524414 Iteration 42Q: 3 clusters Score -2119629 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5974 members Mstep: Class 2 contains 10553 members Entering Unmasked Estep Score: -2119677.000000 Penalty: 4817.524414 Iteration 43Q: 3 clusters Score -2119677 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6098 members Mstep: Class 2 contains 10429 members Entering Unmasked Estep Score: -2119716.500000 Penalty: 4817.524414 Iteration 44Q: 3 clusters Score -2119716 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6202 members Mstep: Class 2 contains 10325 members Entering Unmasked Estep Score: -2119753.000000 Penalty: 4817.524414 Iteration 45Q: 3 clusters Score -2119753 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6312 members Mstep: Class 2 contains 10215 members Entering Unmasked Estep Score: -2119788.750000 Penalty: 4817.524414 Iteration 46Q: 3 clusters Score -2119789 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6394 members Mstep: Class 2 contains 10133 members Entering Unmasked Estep Score: -2119804.250000 Penalty: 4817.524414 Iteration 47Q: 3 clusters Score -2119804 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6469 members Mstep: Class 2 contains 10058 members Entering Unmasked Estep Score: -2119822.250000 Penalty: 4817.524414 Iteration 48Q: 3 clusters Score -2119822 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6533 members Mstep: Class 2 contains 9994 members Entering Unmasked Estep Score: -2119836.750000 Penalty: 4817.524414 Iteration 49Q: 3 clusters Score -2119837 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6595 members Mstep: Class 2 contains 9932 members Entering Unmasked Estep Score: -2119845.500000 Penalty: 4817.524414 Iteration 50Q: 3 clusters Score -2119846 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6650 members Mstep: Class 2 contains 9877 members Entering Unmasked Estep Score: -2119863.500000 Penalty: 4817.524414 Iteration 51Q: 3 clusters Score -2119864 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6686 members Mstep: Class 2 contains 9841 members Entering Unmasked Estep Score: -2119874.500000 Penalty: 4817.524414 Iteration 52Q: 3 clusters Score -2119874 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6717 members Mstep: Class 2 contains 9810 members Entering Unmasked Estep Score: -2119882.500000 Penalty: 4817.524414 Iteration 53Q: 3 clusters Score -2119882 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6749 members Mstep: Class 2 contains 9778 members Entering Unmasked Estep Score: -2119884.500000 Penalty: 4817.524414 Iteration 54Q: 3 clusters Score -2119884 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6785 members Mstep: Class 2 contains 9742 members Entering Unmasked Estep Score: -2119891.250000 Penalty: 4817.524414 Iteration 55Q: 3 clusters Score -2119891 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6816 members Mstep: Class 2 contains 9711 members Entering Unmasked Estep Score: -2119904.500000 Penalty: 4817.524414 Iteration 56Q: 3 clusters Score -2119904 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6840 members Mstep: Class 2 contains 9687 members Entering Unmasked Estep Score: -2119901.250000 Penalty: 4817.524414 Iteration 57Q: 3 clusters Score -2119901 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6864 members Mstep: Class 2 contains 9663 members Entering Unmasked Estep Score: -2119904.750000 Penalty: 4817.524414 Iteration 58Q: 3 clusters Score -2119905 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6878 members Mstep: Class 2 contains 9649 members Entering Unmasked Estep Score: -2119906.750000 Penalty: 4817.524414 Iteration 59Q: 3 clusters Score -2119907 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6889 members Mstep: Class 2 contains 9638 members Entering Unmasked Estep Score: -2119907.250000 Penalty: 4817.524414 Iteration 60F: 3 clusters Score -2119907 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6901 members Mstep: Class 2 contains 9626 members Entering Unmasked Estep Score: -2119910.250000 Penalty: 4817.524414 Iteration 61Q: 3 clusters Score -2119910 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6911 members Mstep: Class 2 contains 9616 members Entering Unmasked Estep Score: -2119910.500000 Penalty: 4817.524414 Iteration 62Q: 3 clusters Score -2119910 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6925 members Mstep: Class 2 contains 9602 members Entering Unmasked Estep Score: -2119909.750000 Penalty: 4817.524414 Iteration 63Q: 3 clusters Score -2119910 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6938 members Mstep: Class 2 contains 9589 members Entering Unmasked Estep Score: -2119907.500000 Penalty: 4817.524414 Iteration 64Q: 3 clusters Score -2119908 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6946 members Mstep: Class 2 contains 9581 members Entering Unmasked Estep Score: -2119910.000000 Penalty: 4817.524414 Iteration 65Q: 3 clusters Score -2119910 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6959 members Mstep: Class 2 contains 9568 members Entering Unmasked Estep Score: -2119915.000000 Penalty: 4817.524414 Iteration 66Q: 3 clusters Score -2119915 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6965 members Mstep: Class 2 contains 9562 members Entering Unmasked Estep Score: -2119913.250000 Penalty: 4817.524414 Iteration 67Q: 3 clusters Score -2119913 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6968 members Mstep: Class 2 contains 9559 members Entering Unmasked Estep Score: -2119911.000000 Penalty: 4817.524414 Iteration 68Q: 3 clusters Score -2119911 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6969 members Mstep: Class 2 contains 9558 members Entering Unmasked Estep Score: -2119911.250000 Penalty: 4817.524414 Iteration 69Q: 3 clusters Score -2119911 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6969 members Mstep: Class 2 contains 9558 members Entering Unmasked Estep Score: -2119911.250000 Penalty: 4817.524414 Iteration 70F: 3 clusters Score -2119911 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (6278 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Entering Unmasked Estep Score: -807815.250000 Penalty: 2168.711914 Iteration 0F: 2 clusters Score -807815.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3113 members Mstep: Class 2 contains 3165 members Entering Unmasked Estep Score: -802557.437500 Penalty: 4337.423828 Iteration 0F: 3 clusters Score -802557.4 nChanged 2447 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 3252 members Entering Unmasked Estep Score: -803950.937500 Penalty: 4337.423828 Iteration 1F: 3 clusters Score -803950.9 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2942 members Mstep: Class 2 contains 3336 members Entering Unmasked Estep Score: -804198.875000 Penalty: 4337.423828 Iteration 2F: 3 clusters Score -804198.9 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2855 members Mstep: Class 2 contains 3423 members Entering Unmasked Estep Score: -804341.062500 Penalty: 4337.423828 Iteration 3Q: 3 clusters Score -804341.1 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2771 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -804457.937500 Penalty: 4337.423828 Iteration 4Q: 3 clusters Score -804457.9 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2683 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -804553.312500 Penalty: 4337.423828 Iteration 5Q: 3 clusters Score -804553.3 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2600 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -804624.687500 Penalty: 4337.423828 Iteration 6Q: 3 clusters Score -804624.7 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2514 members Mstep: Class 2 contains 3764 members Entering Unmasked Estep Score: -804691.250000 Penalty: 4337.423828 Iteration 7Q: 3 clusters Score -804691.2 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 3869 members Entering Unmasked Estep Score: -804755.312500 Penalty: 4337.423828 Iteration 8Q: 3 clusters Score -804755.3 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -804826.125000 Penalty: 4337.423828 Iteration 9Q: 3 clusters Score -804826.1 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2186 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -804889.625000 Penalty: 4337.423828 Iteration 10Q: 3 clusters Score -804889.6 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2077 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -804954.000000 Penalty: 4337.423828 Iteration 11Q: 3 clusters Score -804954 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1964 members Mstep: Class 2 contains 4314 members Entering Unmasked Estep Score: -805027.250000 Penalty: 4337.423828 Iteration 12Q: 3 clusters Score -805027.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1831 members Mstep: Class 2 contains 4447 members Entering Unmasked Estep Score: -805112.812500 Penalty: 4337.423828 Iteration 13Q: 3 clusters Score -805112.8 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1698 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -805199.312500 Penalty: 4337.423828 Iteration 14Q: 3 clusters Score -805199.3 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1557 members Mstep: Class 2 contains 4721 members Entering Unmasked Estep Score: -805312.687500 Penalty: 4337.423828 Iteration 15Q: 3 clusters Score -805312.7 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 4862 members Entering Unmasked Estep Score: -805421.687500 Penalty: 4337.423828 Iteration 16Q: 3 clusters Score -805421.7 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 4981 members Entering Unmasked Estep Score: -805521.312500 Penalty: 4337.423828 Iteration 17Q: 3 clusters Score -805521.3 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1189 members Mstep: Class 2 contains 5089 members Entering Unmasked Estep Score: -805622.562500 Penalty: 4337.423828 Iteration 18Q: 3 clusters Score -805622.6 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 5163 members Entering Unmasked Estep Score: -805695.500000 Penalty: 4337.423828 Iteration 19Q: 3 clusters Score -805695.5 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -805748.937500 Penalty: 4337.423828 Iteration 20F: 3 clusters Score -805748.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 5276 members Entering Unmasked Estep Score: -805815.062500 Penalty: 4337.423828 Iteration 21Q: 3 clusters Score -805815.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 948 members Mstep: Class 2 contains 5330 members Entering Unmasked Estep Score: -805869.812500 Penalty: 4337.423828 Iteration 22Q: 3 clusters Score -805869.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -805896.250000 Penalty: 4337.423828 Iteration 23Q: 3 clusters Score -805896.2 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 5389 members Entering Unmasked Estep Score: -805928.687500 Penalty: 4337.423828 Iteration 24Q: 3 clusters Score -805928.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 872 members Mstep: Class 2 contains 5406 members Entering Unmasked Estep Score: -805945.875000 Penalty: 4337.423828 Iteration 25Q: 3 clusters Score -805945.9 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 5425 members Entering Unmasked Estep Score: -805959.437500 Penalty: 4337.423828 Iteration 26Q: 3 clusters Score -805959.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 5434 members Entering Unmasked Estep Score: -805967.750000 Penalty: 4337.423828 Iteration 27Q: 3 clusters Score -805967.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 5445 members Entering Unmasked Estep Score: -805979.187500 Penalty: 4337.423828 Iteration 28Q: 3 clusters Score -805979.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -805991.437500 Penalty: 4337.423828 Iteration 29Q: 3 clusters Score -805991.4 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 820 members Mstep: Class 2 contains 5458 members Entering Unmasked Estep Score: -805996.500000 Penalty: 4337.423828 Iteration 30Q: 3 clusters Score -805996.5 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 812 members Mstep: Class 2 contains 5466 members Entering Unmasked Estep Score: -806007.875000 Penalty: 4337.423828 Iteration 31Q: 3 clusters Score -806007.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 5469 members Entering Unmasked Estep Score: -806013.750000 Penalty: 4337.423828 Iteration 32Q: 3 clusters Score -806013.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -806017.062500 Penalty: 4337.423828 Iteration 33Q: 3 clusters Score -806017.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 5477 members Entering Unmasked Estep Score: -806023.500000 Penalty: 4337.423828 Iteration 34Q: 3 clusters Score -806023.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 801 members Mstep: Class 2 contains 5477 members Entering Unmasked Estep Score: -806025.937500 Penalty: 4337.423828 Iteration 35Q: 3 clusters Score -806025.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -806030.312500 Penalty: 4337.423828 Iteration 36Q: 3 clusters Score -806030.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 5484 members Entering Unmasked Estep Score: -806032.375000 Penalty: 4337.423828 Iteration 37Q: 3 clusters Score -806032.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 5487 members Entering Unmasked Estep Score: -806034.625000 Penalty: 4337.423828 Iteration 38Q: 3 clusters Score -806034.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 5493 members Entering Unmasked Estep Score: -806038.375000 Penalty: 4337.423828 Iteration 39Q: 3 clusters Score -806038.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 5494 members Entering Unmasked Estep Score: -806038.250000 Penalty: 4337.423828 Iteration 40F: 3 clusters Score -806038.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -806038.125000 Penalty: 4337.423828 Iteration 41Q: 3 clusters Score -806038.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 5496 members Entering Unmasked Estep Score: -806038.125000 Penalty: 4337.423828 Iteration 42F: 3 clusters Score -806038.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1235 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Entering Unmasked Estep Score: -126754.804688 Penalty: 1765.468994 Iteration 0F: 2 clusters Score -126754.8 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 631 members Entering Unmasked Estep Score: -124752.851562 Penalty: 3530.937988 Iteration 0F: 3 clusters Score -124752.9 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -125861.929688 Penalty: 3530.937988 Iteration 1F: 3 clusters Score -125861.9 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 569 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -127174.539062 Penalty: 3530.937988 Iteration 2F: 3 clusters Score -127174.5 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 550 members Mstep: Class 2 contains 685 members Entering Unmasked Estep Score: -128613.859375 Penalty: 3530.937988 Iteration 3F: 3 clusters Score -128613.9 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -130202.984375 Penalty: 3530.937988 Iteration 4F: 3 clusters Score -130203 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -131261.812500 Penalty: 3530.937988 Iteration 5Q: 3 clusters Score -131261.8 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -131373.562500 Penalty: 3530.937988 Iteration 6Q: 3 clusters Score -131373.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -131377.156250 Penalty: 3530.937988 Iteration 7Q: 3 clusters Score -131377.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -131378.734375 Penalty: 3530.937988 Iteration 8Q: 3 clusters Score -131378.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -131378.734375 Penalty: 3530.937988 Iteration 9F: 3 clusters Score -131378.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 16527 members Mstep: Class 3 contains 6278 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 10590 members Mstep: Class 6 contains 25831 members Mstep: Class 7 contains 131460 members Mstep: Class 8 contains 3196 members Mstep: Class 9 contains 720 members Mstep: Class 10 contains 17749 members Mstep: Class 13 contains 26395 members Mstep: Class 14 contains 1486 members Mstep: Class 17 contains 163494 members Mstep: Class 18 contains 9695 members Mstep: Class 19 contains 1999 members Mstep: Class 20 contains 22481 members Mstep: Class 22 contains 1530 members Entering Unmasked Estep Score: -55703488.000000 Penalty: 54837.093750 Splitting cluster 4 changes total score from -55700124.000000 to -55703488.000000 So it's getting split into cluster 9. Entering ConstructFrom: Trying to split cluster 5 (10590 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10590 members Entering Unmasked Estep Score: -1380524.875000 Penalty: 2298.381104 Iteration 0F: 2 clusters Score -1380525 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5385 members Mstep: Class 2 contains 5205 members Entering Unmasked Estep Score: -1372441.375000 Penalty: 4596.762207 Iteration 0F: 3 clusters Score -1372441 nChanged 4444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5669 members Mstep: Class 2 contains 4921 members Entering Unmasked Estep Score: -1374749.625000 Penalty: 4596.762207 Iteration 1F: 3 clusters Score -1374750 nChanged 641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5852 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -1375019.500000 Penalty: 4596.762207 Iteration 2F: 3 clusters Score -1375020 nChanged 513 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6075 members Mstep: Class 2 contains 4515 members Entering Unmasked Estep Score: -1375241.375000 Penalty: 4596.762207 Iteration 3Q: 3 clusters Score -1375241 nChanged 436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6345 members Mstep: Class 2 contains 4245 members Entering Unmasked Estep Score: -1375435.500000 Penalty: 4596.762207 Iteration 4Q: 3 clusters Score -1375436 nChanged 403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -1375624.250000 Penalty: 4596.762207 Iteration 5Q: 3 clusters Score -1375624 nChanged 406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7002 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -1375839.500000 Penalty: 4596.762207 Iteration 6Q: 3 clusters Score -1375840 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7409 members Mstep: Class 2 contains 3181 members Entering Unmasked Estep Score: -1376105.250000 Penalty: 4596.762207 Iteration 7Q: 3 clusters Score -1376105 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7821 members Mstep: Class 2 contains 2769 members Entering Unmasked Estep Score: -1376375.500000 Penalty: 4596.762207 Iteration 8Q: 3 clusters Score -1376376 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8249 members Mstep: Class 2 contains 2341 members Entering Unmasked Estep Score: -1376687.000000 Penalty: 4596.762207 Iteration 9Q: 3 clusters Score -1376687 nChanged 449 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8674 members Mstep: Class 2 contains 1916 members Entering Unmasked Estep Score: -1377038.875000 Penalty: 4596.762207 Iteration 10Q: 3 clusters Score -1377039 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9110 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -1377408.750000 Penalty: 4596.762207 Iteration 11Q: 3 clusters Score -1377409 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9476 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -1377736.250000 Penalty: 4596.762207 Iteration 12Q: 3 clusters Score -1377736 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9739 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -1377979.125000 Penalty: 4596.762207 Iteration 13Q: 3 clusters Score -1377979 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9923 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -1378142.875000 Penalty: 4596.762207 Iteration 14Q: 3 clusters Score -1378143 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10037 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -1378262.750000 Penalty: 4596.762207 Iteration 15Q: 3 clusters Score -1378263 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10111 members Mstep: Class 2 contains 479 members Entering Unmasked Estep Score: -1378348.125000 Penalty: 4596.762207 Iteration 16Q: 3 clusters Score -1378348 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10147 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -1378394.250000 Penalty: 4596.762207 Iteration 17Q: 3 clusters Score -1378394 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10169 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -1378433.000000 Penalty: 4596.762207 Iteration 18Q: 3 clusters Score -1378433 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10189 members Mstep: Class 2 contains 401 members Entering Unmasked Estep Score: -1378463.250000 Penalty: 4596.762207 Iteration 19Q: 3 clusters Score -1378463 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10203 members Mstep: Class 2 contains 387 members Entering Unmasked Estep Score: -1378487.875000 Penalty: 4596.762207 Iteration 20F: 3 clusters Score -1378488 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10216 members Mstep: Class 2 contains 374 members Entering Unmasked Estep Score: -1378500.750000 Penalty: 4596.762207 Iteration 21Q: 3 clusters Score -1378501 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10223 members Mstep: Class 2 contains 367 members Entering Unmasked Estep Score: -1378508.500000 Penalty: 4596.762207 Iteration 22Q: 3 clusters Score -1378508 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10226 members Mstep: Class 2 contains 364 members Entering Unmasked Estep Score: -1378511.000000 Penalty: 4596.762207 Iteration 23Q: 3 clusters Score -1378511 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10228 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -1378516.500000 Penalty: 4596.762207 Iteration 24Q: 3 clusters Score -1378516 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10228 members Mstep: Class 2 contains 362 members Entering Unmasked Estep Score: -1378516.500000 Penalty: 4596.762207 Iteration 25F: 3 clusters Score -1378516 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (25831 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25831 members Entering Unmasked Estep Score: -3309349.750000 Penalty: 2519.513916 Iteration 0F: 2 clusters Score -3309350 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13029 members Mstep: Class 2 contains 12802 members Entering Unmasked Estep Score: -3291468.250000 Penalty: 5039.027832 Iteration 0F: 3 clusters Score -3291468 nChanged 11525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13440 members Mstep: Class 2 contains 12391 members Entering Unmasked Estep Score: -3297503.500000 Penalty: 5039.027832 Iteration 1F: 3 clusters Score -3297504 nChanged 1322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13688 members Mstep: Class 2 contains 12143 members Entering Unmasked Estep Score: -3298049.000000 Penalty: 5039.027832 Iteration 2F: 3 clusters Score -3298049 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14022 members Mstep: Class 2 contains 11809 members Entering Unmasked Estep Score: -3298633.750000 Penalty: 5039.027832 Iteration 3Q: 3 clusters Score -3298634 nChanged 1293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14487 members Mstep: Class 2 contains 11344 members Entering Unmasked Estep Score: -3299292.000000 Penalty: 5039.027832 Iteration 4F: 3 clusters Score -3299292 nChanged 1299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15112 members Mstep: Class 2 contains 10719 members Entering Unmasked Estep Score: -3300092.750000 Penalty: 5039.027832 Iteration 5F: 3 clusters Score -3300093 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15830 members Mstep: Class 2 contains 10001 members Entering Unmasked Estep Score: -3300978.750000 Penalty: 5039.027832 Iteration 6F: 3 clusters Score -3300979 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16594 members Mstep: Class 2 contains 9237 members Entering Unmasked Estep Score: -3301760.750000 Penalty: 5039.027832 Iteration 7Q: 3 clusters Score -3301761 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17430 members Mstep: Class 2 contains 8401 members Entering Unmasked Estep Score: -3302391.500000 Penalty: 5039.027832 Iteration 8Q: 3 clusters Score -3302392 nChanged 1122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18370 members Mstep: Class 2 contains 7461 members Entering Unmasked Estep Score: -3302965.500000 Penalty: 5039.027832 Iteration 9Q: 3 clusters Score -3302966 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19320 members Mstep: Class 2 contains 6511 members Entering Unmasked Estep Score: -3303506.250000 Penalty: 5039.027832 Iteration 10Q: 3 clusters Score -3303506 nChanged 1006 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20284 members Mstep: Class 2 contains 5547 members Entering Unmasked Estep Score: -3304089.000000 Penalty: 5039.027832 Iteration 11Q: 3 clusters Score -3304089 nChanged 1053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21305 members Mstep: Class 2 contains 4526 members Entering Unmasked Estep Score: -3304741.750000 Penalty: 5039.027832 Iteration 12Q: 3 clusters Score -3304742 nChanged 991 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22282 members Mstep: Class 2 contains 3549 members Entering Unmasked Estep Score: -3305422.000000 Penalty: 5039.027832 Iteration 13Q: 3 clusters Score -3305422 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23101 members Mstep: Class 2 contains 2730 members Entering Unmasked Estep Score: -3306023.500000 Penalty: 5039.027832 Iteration 14Q: 3 clusters Score -3306024 nChanged 636 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23715 members Mstep: Class 2 contains 2116 members Entering Unmasked Estep Score: -3306492.250000 Penalty: 5039.027832 Iteration 15Q: 3 clusters Score -3306492 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24149 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -3306835.250000 Penalty: 5039.027832 Iteration 16Q: 3 clusters Score -3306835 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24441 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -3307099.750000 Penalty: 5039.027832 Iteration 17Q: 3 clusters Score -3307100 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24636 members Mstep: Class 2 contains 1195 members Entering Unmasked Estep Score: -3307272.500000 Penalty: 5039.027832 Iteration 18Q: 3 clusters Score -3307272 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24781 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -3307406.750000 Penalty: 5039.027832 Iteration 19Q: 3 clusters Score -3307407 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24868 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -3307475.500000 Penalty: 5039.027832 Iteration 20F: 3 clusters Score -3307476 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24915 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -3307529.000000 Penalty: 5039.027832 Iteration 21Q: 3 clusters Score -3307529 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24947 members Mstep: Class 2 contains 884 members Entering Unmasked Estep Score: -3307557.750000 Penalty: 5039.027832 Iteration 22Q: 3 clusters Score -3307558 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24966 members Mstep: Class 2 contains 865 members Entering Unmasked Estep Score: -3307578.000000 Penalty: 5039.027832 Iteration 23Q: 3 clusters Score -3307578 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24987 members Mstep: Class 2 contains 844 members Entering Unmasked Estep Score: -3307601.000000 Penalty: 5039.027832 Iteration 24Q: 3 clusters Score -3307601 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25000 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -3307614.000000 Penalty: 5039.027832 Iteration 25Q: 3 clusters Score -3307614 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25012 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -3307625.250000 Penalty: 5039.027832 Iteration 26Q: 3 clusters Score -3307625 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25018 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -3307628.000000 Penalty: 5039.027832 Iteration 27Q: 3 clusters Score -3307628 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25019 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -3307629.500000 Penalty: 5039.027832 Iteration 28Q: 3 clusters Score -3307630 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25016 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -3307636.500000 Penalty: 5039.027832 Iteration 29Q: 3 clusters Score -3307636 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25021 members Mstep: Class 2 contains 810 members Entering Unmasked Estep Score: -3307634.500000 Penalty: 5039.027832 Iteration 30Q: 3 clusters Score -3307634 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25028 members Mstep: Class 2 contains 803 members Entering Unmasked Estep Score: -3307635.750000 Penalty: 5039.027832 Iteration 31Q: 3 clusters Score -3307636 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25034 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -3307642.750000 Penalty: 5039.027832 Iteration 32Q: 3 clusters Score -3307643 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25038 members Mstep: Class 2 contains 793 members Entering Unmasked Estep Score: -3307643.000000 Penalty: 5039.027832 Iteration 33Q: 3 clusters Score -3307643 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25043 members Mstep: Class 2 contains 788 members Entering Unmasked Estep Score: -3307649.000000 Penalty: 5039.027832 Iteration 34Q: 3 clusters Score -3307649 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25045 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -3307650.250000 Penalty: 5039.027832 Iteration 35Q: 3 clusters Score -3307650 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25047 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -3307650.750000 Penalty: 5039.027832 Iteration 36Q: 3 clusters Score -3307651 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25047 members Mstep: Class 2 contains 784 members Entering Unmasked Estep Score: -3307652.750000 Penalty: 5039.027832 Iteration 37Q: 3 clusters Score -3307653 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25050 members Mstep: Class 2 contains 781 members Entering Unmasked Estep Score: -3307650.750000 Penalty: 5039.027832 Iteration 38Q: 3 clusters Score -3307651 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25051 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -3307651.500000 Penalty: 5039.027832 Iteration 39Q: 3 clusters Score -3307652 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25052 members Mstep: Class 2 contains 779 members Entering Unmasked Estep Score: -3307653.750000 Penalty: 5039.027832 Iteration 40F: 3 clusters Score -3307654 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25053 members Mstep: Class 2 contains 778 members Entering Unmasked Estep Score: -3307656.500000 Penalty: 5039.027832 Iteration 41Q: 3 clusters Score -3307656 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25054 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -3307653.500000 Penalty: 5039.027832 Iteration 42Q: 3 clusters Score -3307654 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25054 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -3307655.750000 Penalty: 5039.027832 Iteration 43Q: 3 clusters Score -3307656 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25056 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -3307655.500000 Penalty: 5039.027832 Iteration 44Q: 3 clusters Score -3307656 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25056 members Mstep: Class 2 contains 775 members Entering Unmasked Estep Score: -3307655.500000 Penalty: 5039.027832 Iteration 45F: 3 clusters Score -3307656 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (131460 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 131460 members Entering Unmasked Estep Score: -16785914.000000 Penalty: 2923.041504 Iteration 0F: 2 clusters Score -1.678591e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65973 members Mstep: Class 2 contains 65487 members Entering Unmasked Estep Score: -16698200.000000 Penalty: 5846.083008 Iteration 0F: 3 clusters Score -1.66982e+07 nChanged 62412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68947 members Mstep: Class 2 contains 62513 members Entering Unmasked Estep Score: -16734938.000000 Penalty: 5846.083008 Iteration 1F: 3 clusters Score -1.673494e+07 nChanged 4840 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70971 members Mstep: Class 2 contains 60489 members Entering Unmasked Estep Score: -16736688.000000 Penalty: 5846.083008 Iteration 2Q: 3 clusters Score -1.673669e+07 nChanged 5741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74058 members Mstep: Class 2 contains 57402 members Entering Unmasked Estep Score: -16739351.000000 Penalty: 5846.083008 Iteration 3Q: 3 clusters Score -1.673935e+07 nChanged 6929 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78273 members Mstep: Class 2 contains 53187 members Entering Unmasked Estep Score: -16743494.000000 Penalty: 5846.083008 Iteration 4F: 3 clusters Score -1.674349e+07 nChanged 7599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83224 members Mstep: Class 2 contains 48236 members Entering Unmasked Estep Score: -16748573.000000 Penalty: 5846.083008 Iteration 5F: 3 clusters Score -1.674857e+07 nChanged 7773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88255 members Mstep: Class 2 contains 43205 members Entering Unmasked Estep Score: -16753629.000000 Penalty: 5846.083008 Iteration 6F: 3 clusters Score -1.675363e+07 nChanged 7423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92948 members Mstep: Class 2 contains 38512 members Entering Unmasked Estep Score: -16759338.000000 Penalty: 5846.083008 Iteration 7F: 3 clusters Score -1.675934e+07 nChanged 6869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96805 members Mstep: Class 2 contains 34655 members Entering Unmasked Estep Score: -16764817.000000 Penalty: 5846.083008 Iteration 8F: 3 clusters Score -1.676482e+07 nChanged 6110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99399 members Mstep: Class 2 contains 32061 members Entering Unmasked Estep Score: -16769454.000000 Penalty: 5846.083008 Iteration 9Q: 3 clusters Score -1.676945e+07 nChanged 5177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100528 members Mstep: Class 2 contains 30932 members Entering Unmasked Estep Score: -16772639.000000 Penalty: 5846.083008 Iteration 10Q: 3 clusters Score -1.677264e+07 nChanged 4209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100917 members Mstep: Class 2 contains 30543 members Entering Unmasked Estep Score: -16774474.000000 Penalty: 5846.083008 Iteration 11Q: 3 clusters Score -1.677447e+07 nChanged 3019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101048 members Mstep: Class 2 contains 30412 members Entering Unmasked Estep Score: -16775463.000000 Penalty: 5846.083008 Iteration 12Q: 3 clusters Score -1.677546e+07 nChanged 2123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101041 members Mstep: Class 2 contains 30419 members Entering Unmasked Estep Score: -16775987.000000 Penalty: 5846.083008 Iteration 13Q: 3 clusters Score -1.677599e+07 nChanged 1586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100987 members Mstep: Class 2 contains 30473 members Entering Unmasked Estep Score: -16776339.000000 Penalty: 5846.083008 Iteration 14Q: 3 clusters Score -1.677634e+07 nChanged 1230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100897 members Mstep: Class 2 contains 30563 members Entering Unmasked Estep Score: -16776711.000000 Penalty: 5846.083008 Iteration 15Q: 3 clusters Score -1.677671e+07 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100753 members Mstep: Class 2 contains 30707 members Entering Unmasked Estep Score: -16776919.000000 Penalty: 5846.083008 Iteration 16Q: 3 clusters Score -1.677692e+07 nChanged 1017 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100546 members Mstep: Class 2 contains 30914 members Entering Unmasked Estep Score: -16777149.000000 Penalty: 5846.083008 Iteration 17Q: 3 clusters Score -1.677715e+07 nChanged 936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100334 members Mstep: Class 2 contains 31126 members Entering Unmasked Estep Score: -16777346.000000 Penalty: 5846.083008 Iteration 18Q: 3 clusters Score -1.677735e+07 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100045 members Mstep: Class 2 contains 31415 members Entering Unmasked Estep Score: -16777468.000000 Penalty: 5846.083008 Iteration 19Q: 3 clusters Score -1.677747e+07 nChanged 851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99766 members Mstep: Class 2 contains 31694 members Entering Unmasked Estep Score: -16777660.000000 Penalty: 5846.083008 Iteration 20F: 3 clusters Score -1.677766e+07 nChanged 773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99487 members Mstep: Class 2 contains 31973 members Entering Unmasked Estep Score: -16777784.000000 Penalty: 5846.083008 Iteration 21Q: 3 clusters Score -1.677778e+07 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99163 members Mstep: Class 2 contains 32297 members Entering Unmasked Estep Score: -16777896.000000 Penalty: 5846.083008 Iteration 22Q: 3 clusters Score -1.67779e+07 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98819 members Mstep: Class 2 contains 32641 members Entering Unmasked Estep Score: -16777994.000000 Penalty: 5846.083008 Iteration 23Q: 3 clusters Score -1.677799e+07 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98427 members Mstep: Class 2 contains 33033 members Entering Unmasked Estep Score: -16778094.000000 Penalty: 5846.083008 Iteration 24Q: 3 clusters Score -1.677809e+07 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98017 members Mstep: Class 2 contains 33443 members Entering Unmasked Estep Score: -16778102.000000 Penalty: 5846.083008 Iteration 25Q: 3 clusters Score -1.67781e+07 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97564 members Mstep: Class 2 contains 33896 members Entering Unmasked Estep Score: -16778192.000000 Penalty: 5846.083008 Iteration 26Q: 3 clusters Score -1.677819e+07 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97072 members Mstep: Class 2 contains 34388 members Entering Unmasked Estep Score: -16778372.000000 Penalty: 5846.083008 Iteration 27Q: 3 clusters Score -1.677837e+07 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96533 members Mstep: Class 2 contains 34927 members Entering Unmasked Estep Score: -16778404.000000 Penalty: 5846.083008 Iteration 28Q: 3 clusters Score -1.67784e+07 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95926 members Mstep: Class 2 contains 35534 members Entering Unmasked Estep Score: -16778516.000000 Penalty: 5846.083008 Iteration 29Q: 3 clusters Score -1.677852e+07 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95317 members Mstep: Class 2 contains 36143 members Entering Unmasked Estep Score: -16778596.000000 Penalty: 5846.083008 Iteration 30Q: 3 clusters Score -1.67786e+07 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94651 members Mstep: Class 2 contains 36809 members Entering Unmasked Estep Score: -16778698.000000 Penalty: 5846.083008 Iteration 31Q: 3 clusters Score -1.67787e+07 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93920 members Mstep: Class 2 contains 37540 members Entering Unmasked Estep Score: -16778840.000000 Penalty: 5846.083008 Iteration 32Q: 3 clusters Score -1.677884e+07 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93122 members Mstep: Class 2 contains 38338 members Entering Unmasked Estep Score: -16778958.000000 Penalty: 5846.083008 Iteration 33Q: 3 clusters Score -1.677896e+07 nChanged 885 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92253 members Mstep: Class 2 contains 39207 members Entering Unmasked Estep Score: -16779092.000000 Penalty: 5846.083008 Iteration 34Q: 3 clusters Score -1.677909e+07 nChanged 966 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 91289 members Mstep: Class 2 contains 40171 members Entering Unmasked Estep Score: -16779224.000000 Penalty: 5846.083008 Iteration 35Q: 3 clusters Score -1.677922e+07 nChanged 1030 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90259 members Mstep: Class 2 contains 41201 members Entering Unmasked Estep Score: -16779422.000000 Penalty: 5846.083008 Iteration 36Q: 3 clusters Score -1.677942e+07 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89124 members Mstep: Class 2 contains 42336 members Entering Unmasked Estep Score: -16779622.000000 Penalty: 5846.083008 Iteration 37Q: 3 clusters Score -1.677962e+07 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87899 members Mstep: Class 2 contains 43561 members Entering Unmasked Estep Score: -16779872.000000 Penalty: 5846.083008 Iteration 38Q: 3 clusters Score -1.677987e+07 nChanged 1240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86661 members Mstep: Class 2 contains 44799 members Entering Unmasked Estep Score: -16780136.000000 Penalty: 5846.083008 Iteration 39Q: 3 clusters Score -1.678014e+07 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85301 members Mstep: Class 2 contains 46159 members Entering Unmasked Estep Score: -16780426.000000 Penalty: 5846.083008 Iteration 40F: 3 clusters Score -1.678043e+07 nChanged 1403 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83898 members Mstep: Class 2 contains 47562 members Entering Unmasked Estep Score: -16780804.000000 Penalty: 5846.083008 Iteration 41Q: 3 clusters Score -1.67808e+07 nChanged 1454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 82446 members Mstep: Class 2 contains 49014 members Entering Unmasked Estep Score: -16781144.000000 Penalty: 5846.083008 Iteration 42Q: 3 clusters Score -1.678114e+07 nChanged 1441 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81005 members Mstep: Class 2 contains 50455 members Entering Unmasked Estep Score: -16781526.000000 Penalty: 5846.083008 Iteration 43Q: 3 clusters Score -1.678153e+07 nChanged 1439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79566 members Mstep: Class 2 contains 51894 members Entering Unmasked Estep Score: -16781812.000000 Penalty: 5846.083008 Iteration 44Q: 3 clusters Score -1.678181e+07 nChanged 1401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78165 members Mstep: Class 2 contains 53295 members Entering Unmasked Estep Score: -16782126.000000 Penalty: 5846.083008 Iteration 45Q: 3 clusters Score -1.678213e+07 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76791 members Mstep: Class 2 contains 54669 members Entering Unmasked Estep Score: -16782498.000000 Penalty: 5846.083008 Iteration 46Q: 3 clusters Score -1.67825e+07 nChanged 1355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75436 members Mstep: Class 2 contains 56024 members Entering Unmasked Estep Score: -16782790.000000 Penalty: 5846.083008 Iteration 47Q: 3 clusters Score -1.678279e+07 nChanged 1272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74166 members Mstep: Class 2 contains 57294 members Entering Unmasked Estep Score: -16783126.000000 Penalty: 5846.083008 Iteration 48Q: 3 clusters Score -1.678313e+07 nChanged 1270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 72896 members Mstep: Class 2 contains 58564 members Entering Unmasked Estep Score: -16783418.000000 Penalty: 5846.083008 Iteration 49Q: 3 clusters Score -1.678342e+07 nChanged 1304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71592 members Mstep: Class 2 contains 59868 members Entering Unmasked Estep Score: -16783786.000000 Penalty: 5846.083008 Iteration 50Q: 3 clusters Score -1.678379e+07 nChanged 1262 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70330 members Mstep: Class 2 contains 61130 members Entering Unmasked Estep Score: -16784040.000000 Penalty: 5846.083008 Iteration 51Q: 3 clusters Score -1.678404e+07 nChanged 1174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69156 members Mstep: Class 2 contains 62304 members Entering Unmasked Estep Score: -16784288.000000 Penalty: 5846.083008 Iteration 52Q: 3 clusters Score -1.678429e+07 nChanged 1087 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 68071 members Mstep: Class 2 contains 63389 members Entering Unmasked Estep Score: -16784536.000000 Penalty: 5846.083008 Iteration 53Q: 3 clusters Score -1.678454e+07 nChanged 985 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67086 members Mstep: Class 2 contains 64374 members Entering Unmasked Estep Score: -16784762.000000 Penalty: 5846.083008 Iteration 54Q: 3 clusters Score -1.678476e+07 nChanged 920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66168 members Mstep: Class 2 contains 65292 members Entering Unmasked Estep Score: -16784952.000000 Penalty: 5846.083008 Iteration 55Q: 3 clusters Score -1.678495e+07 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 65329 members Mstep: Class 2 contains 66131 members Entering Unmasked Estep Score: -16785090.000000 Penalty: 5846.083008 Iteration 56Q: 3 clusters Score -1.678509e+07 nChanged 776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64553 members Mstep: Class 2 contains 66907 members Entering Unmasked Estep Score: -16785228.000000 Penalty: 5846.083008 Iteration 57Q: 3 clusters Score -1.678523e+07 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63840 members Mstep: Class 2 contains 67620 members Entering Unmasked Estep Score: -16785278.000000 Penalty: 5846.083008 Iteration 58Q: 3 clusters Score -1.678528e+07 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63190 members Mstep: Class 2 contains 68270 members Entering Unmasked Estep Score: -16785394.000000 Penalty: 5846.083008 Iteration 59Q: 3 clusters Score -1.678539e+07 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62584 members Mstep: Class 2 contains 68876 members Entering Unmasked Estep Score: -16785388.000000 Penalty: 5846.083008 Iteration 60F: 3 clusters Score -1.678539e+07 nChanged 570 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62016 members Mstep: Class 2 contains 69444 members Entering Unmasked Estep Score: -16785558.000000 Penalty: 5846.083008 Iteration 61Q: 3 clusters Score -1.678556e+07 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61487 members Mstep: Class 2 contains 69973 members Entering Unmasked Estep Score: -16785624.000000 Penalty: 5846.083008 Iteration 62Q: 3 clusters Score -1.678562e+07 nChanged 504 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60983 members Mstep: Class 2 contains 70477 members Entering Unmasked Estep Score: -16785698.000000 Penalty: 5846.083008 Iteration 63Q: 3 clusters Score -1.67857e+07 nChanged 469 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60516 members Mstep: Class 2 contains 70944 members Entering Unmasked Estep Score: -16785760.000000 Penalty: 5846.083008 Iteration 64Q: 3 clusters Score -1.678576e+07 nChanged 470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 60046 members Mstep: Class 2 contains 71414 members Entering Unmasked Estep Score: -16785800.000000 Penalty: 5846.083008 Iteration 65Q: 3 clusters Score -1.67858e+07 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59604 members Mstep: Class 2 contains 71856 members Entering Unmasked Estep Score: -16785826.000000 Penalty: 5846.083008 Iteration 66Q: 3 clusters Score -1.678583e+07 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59196 members Mstep: Class 2 contains 72264 members Entering Unmasked Estep Score: -16785918.000000 Penalty: 5846.083008 Iteration 67Q: 3 clusters Score -1.678592e+07 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58793 members Mstep: Class 2 contains 72667 members Entering Unmasked Estep Score: -16785982.000000 Penalty: 5846.083008 Iteration 68Q: 3 clusters Score -1.678598e+07 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 58393 members Mstep: Class 2 contains 73067 members Entering Unmasked Estep Score: -16785992.000000 Penalty: 5846.083008 Iteration 69Q: 3 clusters Score -1.678599e+07 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57999 members Mstep: Class 2 contains 73461 members Entering Unmasked Estep Score: -16786044.000000 Penalty: 5846.083008 Iteration 70Q: 3 clusters Score -1.678604e+07 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57633 members Mstep: Class 2 contains 73827 members Entering Unmasked Estep Score: -16786038.000000 Penalty: 5846.083008 Iteration 71Q: 3 clusters Score -1.678604e+07 nChanged 335 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57298 members Mstep: Class 2 contains 74162 members Entering Unmasked Estep Score: -16786058.000000 Penalty: 5846.083008 Iteration 72Q: 3 clusters Score -1.678606e+07 nChanged 318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56980 members Mstep: Class 2 contains 74480 members Entering Unmasked Estep Score: -16786146.000000 Penalty: 5846.083008 Iteration 73Q: 3 clusters Score -1.678615e+07 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56711 members Mstep: Class 2 contains 74749 members Entering Unmasked Estep Score: -16786174.000000 Penalty: 5846.083008 Iteration 74Q: 3 clusters Score -1.678617e+07 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56427 members Mstep: Class 2 contains 75033 members Entering Unmasked Estep Score: -16786182.000000 Penalty: 5846.083008 Iteration 75Q: 3 clusters Score -1.678618e+07 nChanged 259 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56174 members Mstep: Class 2 contains 75286 members Entering Unmasked Estep Score: -16786194.000000 Penalty: 5846.083008 Iteration 76Q: 3 clusters Score -1.678619e+07 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55917 members Mstep: Class 2 contains 75543 members Entering Unmasked Estep Score: -16786192.000000 Penalty: 5846.083008 Iteration 77Q: 3 clusters Score -1.678619e+07 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55697 members Mstep: Class 2 contains 75763 members Entering Unmasked Estep Score: -16786192.000000 Penalty: 5846.083008 Iteration 78Q: 3 clusters Score -1.678619e+07 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55476 members Mstep: Class 2 contains 75984 members Entering Unmasked Estep Score: -16786194.000000 Penalty: 5846.083008 Iteration 79Q: 3 clusters Score -1.678619e+07 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55261 members Mstep: Class 2 contains 76199 members Entering Unmasked Estep Score: -16786208.000000 Penalty: 5846.083008 Iteration 80F: 3 clusters Score -1.678621e+07 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 55069 members Mstep: Class 2 contains 76391 members Entering Unmasked Estep Score: -16786216.000000 Penalty: 5846.083008 Iteration 81Q: 3 clusters Score -1.678622e+07 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54891 members Mstep: Class 2 contains 76569 members Entering Unmasked Estep Score: -16786256.000000 Penalty: 5846.083008 Iteration 82Q: 3 clusters Score -1.678626e+07 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54723 members Mstep: Class 2 contains 76737 members Entering Unmasked Estep Score: 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77217 members Entering Unmasked Estep Score: -16786324.000000 Penalty: 5846.083008 Iteration 87Q: 3 clusters Score -1.678632e+07 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54148 members Mstep: Class 2 contains 77312 members Entering Unmasked Estep Score: -16786284.000000 Penalty: 5846.083008 Iteration 88Q: 3 clusters Score -1.678628e+07 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54070 members Mstep: Class 2 contains 77390 members Entering Unmasked Estep Score: -16786292.000000 Penalty: 5846.083008 Iteration 89Q: 3 clusters Score -1.678629e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54006 members Mstep: Class 2 contains 77454 members Entering Unmasked Estep Score: -16786290.000000 Penalty: 5846.083008 Iteration 90Q: 3 clusters Score -1.678629e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53944 members Mstep: Class 2 contains 77516 members Entering Unmasked Estep Score: -16786304.000000 Penalty: 5846.083008 Iteration 91Q: 3 clusters Score -1.67863e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53879 members Mstep: Class 2 contains 77581 members Entering Unmasked Estep Score: -16786306.000000 Penalty: 5846.083008 Iteration 92Q: 3 clusters Score -1.678631e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53818 members Mstep: Class 2 contains 77642 members Entering Unmasked Estep Score: -16786294.000000 Penalty: 5846.083008 Iteration 93Q: 3 clusters Score -1.678629e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53760 members Mstep: Class 2 contains 77700 members Entering Unmasked Estep Score: -16786332.000000 Penalty: 5846.083008 Iteration 94Q: 3 clusters Score -1.678633e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53695 members Mstep: Class 2 contains 77765 members Entering Unmasked Estep Score: -16786332.000000 Penalty: 5846.083008 Iteration 95Q: 3 clusters Score -1.678633e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53622 members Mstep: Class 2 contains 77838 members Entering Unmasked Estep Score: -16786364.000000 Penalty: 5846.083008 Iteration 96Q: 3 clusters Score -1.678636e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53545 members Mstep: Class 2 contains 77915 members Entering Unmasked Estep Score: -16786368.000000 Penalty: 5846.083008 Iteration 97Q: 3 clusters Score -1.678637e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53479 members Mstep: Class 2 contains 77981 members Entering Unmasked Estep Score: -16786394.000000 Penalty: 5846.083008 Iteration 98Q: 3 clusters Score -1.678639e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53421 members Mstep: Class 2 contains 78039 members Entering Unmasked Estep Score: -16786402.000000 Penalty: 5846.083008 Iteration 99Q: 3 clusters Score -1.67864e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53362 members Mstep: Class 2 contains 78098 members Entering Unmasked Estep Score: -16786432.000000 Penalty: 5846.083008 Iteration 100F: 3 clusters Score -1.678643e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53303 members Mstep: Class 2 contains 78157 members Entering Unmasked Estep Score: -16786394.000000 Penalty: 5846.083008 Iteration 101Q: 3 clusters Score -1.678639e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53232 members Mstep: Class 2 contains 78228 members Entering Unmasked Estep Score: -16786418.000000 Penalty: 5846.083008 Iteration 102Q: 3 clusters Score -1.678642e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53155 members Mstep: Class 2 contains 78305 members Entering Unmasked Estep Score: -16786414.000000 Penalty: 5846.083008 Iteration 103Q: 3 clusters Score -1.678641e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53077 members Mstep: Class 2 contains 78383 members Entering Unmasked Estep Score: -16786380.000000 Penalty: 5846.083008 Iteration 104Q: 3 clusters Score -1.678638e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52997 members Mstep: Class 2 contains 78463 members Entering Unmasked Estep Score: -16786372.000000 Penalty: 5846.083008 Iteration 105Q: 3 clusters Score -1.678637e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52924 members Mstep: Class 2 contains 78536 members Entering Unmasked 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Class 2 contains 78852 members Entering Unmasked Estep Score: -16786358.000000 Penalty: 5846.083008 Iteration 110Q: 3 clusters Score -1.678636e+07 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52531 members Mstep: Class 2 contains 78929 members Entering Unmasked Estep Score: -16786388.000000 Penalty: 5846.083008 Iteration 111Q: 3 clusters Score -1.678639e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52459 members Mstep: Class 2 contains 79001 members Entering Unmasked Estep Score: -16786416.000000 Penalty: 5846.083008 Iteration 112Q: 3 clusters Score -1.678642e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52386 members Mstep: Class 2 contains 79074 members Entering Unmasked Estep Score: -16786408.000000 Penalty: 5846.083008 Iteration 113Q: 3 clusters Score -1.678641e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52328 members Mstep: Class 2 contains 79132 members Entering Unmasked Estep Score: -16786408.000000 Penalty: 5846.083008 Iteration 114Q: 3 clusters Score -1.678641e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52274 members Mstep: Class 2 contains 79186 members Entering Unmasked Estep Score: -16786410.000000 Penalty: 5846.083008 Iteration 115Q: 3 clusters Score -1.678641e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52226 members Mstep: Class 2 contains 79234 members Entering Unmasked Estep Score: -16786402.000000 Penalty: 5846.083008 Iteration 116Q: 3 clusters Score -1.67864e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52188 members Mstep: Class 2 contains 79272 members Entering Unmasked Estep Score: -16786402.000000 Penalty: 5846.083008 Iteration 117Q: 3 clusters Score -1.67864e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52150 members Mstep: Class 2 contains 79310 members Entering Unmasked Estep Score: -16786408.000000 Penalty: 5846.083008 Iteration 118Q: 3 clusters Score -1.678641e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52108 members Mstep: Class 2 contains 79352 members Entering Unmasked Estep Score: -16786404.000000 Penalty: 5846.083008 Iteration 119Q: 3 clusters Score -1.67864e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52068 members Mstep: Class 2 contains 79392 members Entering Unmasked Estep Score: -16786398.000000 Penalty: 5846.083008 Iteration 120F: 3 clusters Score -1.67864e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52028 members Mstep: Class 2 contains 79432 members Entering Unmasked Estep Score: -16786420.000000 Penalty: 5846.083008 Iteration 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contains 51594 members Mstep: Class 2 contains 79866 members Entering Unmasked Estep Score: -16786412.000000 Penalty: 5846.083008 Iteration 133Q: 3 clusters Score -1.678641e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51573 members Mstep: Class 2 contains 79887 members Entering Unmasked Estep Score: -16786414.000000 Penalty: 5846.083008 Iteration 134Q: 3 clusters Score -1.678641e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51546 members Mstep: Class 2 contains 79914 members Entering Unmasked Estep Score: -16786406.000000 Penalty: 5846.083008 Iteration 135Q: 3 clusters Score -1.678641e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51524 members Mstep: Class 2 contains 79936 members Entering Unmasked Estep Score: -16786410.000000 Penalty: 5846.083008 Iteration 136Q: 3 clusters Score -1.678641e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51500 members Mstep: Class 2 contains 79960 members Entering Unmasked Estep Score: -16786396.000000 Penalty: 5846.083008 Iteration 137Q: 3 clusters Score -1.67864e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51487 members Mstep: Class 2 contains 79973 members Entering Unmasked Estep Score: -16786390.000000 Penalty: 5846.083008 Iteration 138Q: 3 clusters Score -1.678639e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51475 members Mstep: Class 2 contains 79985 members Entering Unmasked Estep Score: -16786384.000000 Penalty: 5846.083008 Iteration 139Q: 3 clusters Score -1.678638e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51468 members Mstep: Class 2 contains 79992 members Entering Unmasked Estep Score: -16786392.000000 Penalty: 5846.083008 Iteration 140F: 3 clusters Score -1.678639e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51463 members Mstep: Class 2 contains 79997 members Entering Unmasked Estep Score: -16786396.000000 Penalty: 5846.083008 Iteration 141Q: 3 clusters Score -1.67864e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51457 members Mstep: Class 2 contains 80003 members Entering Unmasked Estep Score: -16786380.000000 Penalty: 5846.083008 Iteration 142Q: 3 clusters Score -1.678638e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51454 members Mstep: Class 2 contains 80006 members Entering Unmasked Estep Score: -16786384.000000 Penalty: 5846.083008 Iteration 143Q: 3 clusters Score -1.678638e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51453 members Mstep: Class 2 contains 80007 members Entering Unmasked Estep Score: -16786376.000000 Penalty: 5846.083008 Iteration 144Q: 3 clusters Score -1.678638e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51450 members Mstep: Class 2 contains 80010 members Entering Unmasked Estep Score: -16786392.000000 Penalty: 5846.083008 Iteration 145Q: 3 clusters Score -1.678639e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51447 members Mstep: Class 2 contains 80013 members Entering Unmasked Estep Score: -16786388.000000 Penalty: 5846.083008 Iteration 146Q: 3 clusters Score -1.678639e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51441 members Mstep: Class 2 contains 80019 members Entering Unmasked Estep Score: -16786384.000000 Penalty: 5846.083008 Iteration 147Q: 3 clusters Score -1.678638e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51437 members Mstep: Class 2 contains 80023 members Entering Unmasked Estep Score: -16786384.000000 Penalty: 5846.083008 Iteration 148Q: 3 clusters Score -1.678638e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51430 members Mstep: Class 2 contains 80030 members Entering Unmasked Estep Score: -16786384.000000 Penalty: 5846.083008 Iteration 149Q: 3 clusters Score -1.678638e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51423 members Mstep: Class 2 contains 80037 members Entering Unmasked Estep Score: -16786394.000000 Penalty: 5846.083008 Iteration 150Q: 3 clusters Score -1.678639e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51417 members Mstep: Class 2 contains 80043 members Entering Unmasked Estep Score: -16786386.000000 Penalty: 5846.083008 Iteration 151Q: 3 clusters Score -1.678639e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51412 members Mstep: Class 2 contains 80048 members Entering Unmasked Estep Score: -16786394.000000 Penalty: 5846.083008 Iteration 152Q: 3 clusters Score -1.678639e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51408 members Mstep: Class 2 contains 80052 members Entering Unmasked Estep Score: -16786394.000000 Penalty: 5846.083008 Iteration 153Q: 3 clusters Score -1.678639e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51401 members Mstep: Class 2 contains 80059 members Entering Unmasked Estep Score: -16786390.000000 Penalty: 5846.083008 Iteration 154Q: 3 clusters Score -1.678639e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51397 members Mstep: Class 2 contains 80063 members Entering Unmasked Estep Score: -16786388.000000 Penalty: 5846.083008 Iteration 155Q: 3 clusters Score -1.678639e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51392 members Mstep: Class 2 contains 80068 members Entering Unmasked Estep Score: -16786388.000000 Penalty: 5846.083008 Iteration 156Q: 3 clusters Score -1.678639e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51385 members Mstep: Class 2 contains 80075 members Entering Unmasked Estep Score: -16786402.000000 Penalty: 5846.083008 Iteration 157Q: 3 clusters Score -1.67864e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51382 members Mstep: Class 2 contains 80078 members Entering Unmasked Estep Score: -16786400.000000 Penalty: 5846.083008 Iteration 158Q: 3 clusters Score -1.67864e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51380 members Mstep: Class 2 contains 80080 members Entering Unmasked Estep Score: -16786394.000000 Penalty: 5846.083008 Iteration 159Q: 3 clusters Score -1.678639e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51380 members Mstep: Class 2 contains 80080 members Entering Unmasked Estep Score: -16786394.000000 Penalty: 5846.083008 Iteration 160F: 3 clusters Score -1.678639e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 16527 members Mstep: Class 3 contains 6278 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 10590 members Mstep: Class 6 contains 25831 members Mstep: Class 7 contains 51380 members Mstep: Class 8 contains 3196 members Mstep: Class 9 contains 720 members Mstep: Class 10 contains 17749 members Mstep: Class 11 contains 80080 members Mstep: Class 13 contains 26395 members Mstep: Class 14 contains 1486 members Mstep: Class 17 contains 163494 members Mstep: Class 18 contains 9695 members Mstep: Class 19 contains 1999 members Mstep: Class 20 contains 22481 members Mstep: Class 22 contains 1530 members Entering Unmasked Estep Score: -55703524.000000 Penalty: 58062.804688 Splitting cluster 7 changes total score from -55700124.000000 to -55703524.000000 So it's getting split into cluster 11. Entering ConstructFrom: Trying to split cluster 8 (3196 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3196 members Entering Unmasked Estep Score: -404692.843750 Penalty: 2001.274536 Iteration 0F: 2 clusters Score -404692.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1590 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -401318.031250 Penalty: 4002.549072 Iteration 0F: 3 clusters Score -401318 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1545 members Mstep: Class 2 contains 1651 members Entering Unmasked Estep Score: -402008.031250 Penalty: 4002.549072 Iteration 1F: 3 clusters Score -402008 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -402175.437500 Penalty: 4002.549072 Iteration 2F: 3 clusters Score -402175.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1712 members Entering Unmasked Estep Score: -402266.906250 Penalty: 4002.549072 Iteration 3Q: 3 clusters Score -402266.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1466 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -402329.437500 Penalty: 4002.549072 Iteration 4Q: 3 clusters Score -402329.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1440 members Mstep: Class 2 contains 1756 members Entering Unmasked Estep Score: -402370.593750 Penalty: 4002.549072 Iteration 5Q: 3 clusters Score -402370.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1412 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -402402.843750 Penalty: 4002.549072 Iteration 6Q: 3 clusters Score -402402.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -402430.062500 Penalty: 4002.549072 Iteration 7Q: 3 clusters Score -402430.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 1838 members Entering Unmasked Estep Score: -402450.468750 Penalty: 4002.549072 Iteration 8Q: 3 clusters Score -402450.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1857 members Entering Unmasked Estep Score: -402461.031250 Penalty: 4002.549072 Iteration 9Q: 3 clusters Score -402461 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -402468.437500 Penalty: 4002.549072 Iteration 10Q: 3 clusters Score -402468.4 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1310 members Mstep: Class 2 contains 1886 members Entering Unmasked Estep Score: -402478.437500 Penalty: 4002.549072 Iteration 11Q: 3 clusters Score -402478.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -402487.687500 Penalty: 4002.549072 Iteration 12Q: 3 clusters Score -402487.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 1922 members Entering Unmasked Estep Score: -402497.406250 Penalty: 4002.549072 Iteration 13Q: 3 clusters Score -402497.4 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 1936 members Entering Unmasked Estep Score: -402509.156250 Penalty: 4002.549072 Iteration 14Q: 3 clusters Score -402509.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1956 members Entering Unmasked Estep Score: -402525.187500 Penalty: 4002.549072 Iteration 15Q: 3 clusters Score -402525.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -402539.031250 Penalty: 4002.549072 Iteration 16Q: 3 clusters Score -402539 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1201 members Mstep: Class 2 contains 1995 members Entering Unmasked Estep Score: -402552.531250 Penalty: 4002.549072 Iteration 17Q: 3 clusters Score -402552.5 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1180 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -402564.343750 Penalty: 4002.549072 Iteration 18Q: 3 clusters Score -402564.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 2037 members Entering Unmasked Estep Score: -402576.218750 Penalty: 4002.549072 Iteration 19Q: 3 clusters Score -402576.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1135 members Mstep: Class 2 contains 2061 members Entering Unmasked Estep Score: -402590.906250 Penalty: 4002.549072 Iteration 20F: 3 clusters Score -402590.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 2084 members Entering Unmasked Estep Score: -402604.593750 Penalty: 4002.549072 Iteration 21Q: 3 clusters Score -402604.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -402618.906250 Penalty: 4002.549072 Iteration 22Q: 3 clusters Score -402618.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 2117 members Entering Unmasked Estep Score: -402636.062500 Penalty: 4002.549072 Iteration 23Q: 3 clusters Score -402636.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 2134 members Entering Unmasked Estep Score: -402647.406250 Penalty: 4002.549072 Iteration 24Q: 3 clusters Score -402647.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -402657.687500 Penalty: 4002.549072 Iteration 25Q: 3 clusters Score -402657.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 2176 members Entering Unmasked Estep Score: -402671.750000 Penalty: 4002.549072 Iteration 26Q: 3 clusters Score -402671.8 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -402689.906250 Penalty: 4002.549072 Iteration 27Q: 3 clusters Score -402689.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -402704.750000 Penalty: 4002.549072 Iteration 28Q: 3 clusters Score -402704.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 2245 members Entering Unmasked Estep Score: -402725.625000 Penalty: 4002.549072 Iteration 29Q: 3 clusters Score -402725.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 920 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -402746.906250 Penalty: 4002.549072 Iteration 30Q: 3 clusters Score -402746.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 2305 members Entering Unmasked Estep Score: -402767.343750 Penalty: 4002.549072 Iteration 31Q: 3 clusters Score -402767.3 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -402795.937500 Penalty: 4002.549072 Iteration 32Q: 3 clusters Score -402795.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 2357 members Entering Unmasked Estep Score: -402815.343750 Penalty: 4002.549072 Iteration 33Q: 3 clusters Score -402815.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 821 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -402833.125000 Penalty: 4002.549072 Iteration 34Q: 3 clusters Score -402833.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -402854.687500 Penalty: 4002.549072 Iteration 35Q: 3 clusters Score -402854.7 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -402878.000000 Penalty: 4002.549072 Iteration 36Q: 3 clusters Score -402878 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 770 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -402904.031250 Penalty: 4002.549072 Iteration 37Q: 3 clusters Score -402904 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 747 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -402934.187500 Penalty: 4002.549072 Iteration 38Q: 3 clusters Score -402934.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 2458 members Entering Unmasked Estep Score: -402970.937500 Penalty: 4002.549072 Iteration 39Q: 3 clusters Score -402970.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -403004.531250 Penalty: 4002.549072 Iteration 40F: 3 clusters Score -403004.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 2489 members Entering Unmasked Estep Score: -403035.562500 Penalty: 4002.549072 Iteration 41Q: 3 clusters Score -403035.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 689 members Mstep: Class 2 contains 2507 members Entering Unmasked Estep Score: -403064.656250 Penalty: 4002.549072 Iteration 42Q: 3 clusters Score -403064.7 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 668 members Mstep: Class 2 contains 2528 members Entering Unmasked Estep Score: -403097.750000 Penalty: 4002.549072 Iteration 43Q: 3 clusters Score -403097.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -403126.468750 Penalty: 4002.549072 Iteration 44Q: 3 clusters Score -403126.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -403147.187500 Penalty: 4002.549072 Iteration 45Q: 3 clusters Score -403147.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 2564 members Entering Unmasked Estep Score: -403170.156250 Penalty: 4002.549072 Iteration 46Q: 3 clusters Score -403170.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -403191.593750 Penalty: 4002.549072 Iteration 47Q: 3 clusters Score -403191.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -403205.125000 Penalty: 4002.549072 Iteration 48Q: 3 clusters Score -403205.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -403216.000000 Penalty: 4002.549072 Iteration 49Q: 3 clusters Score -403216 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -403221.125000 Penalty: 4002.549072 Iteration 50Q: 3 clusters Score -403221.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 2577 members Entering Unmasked Estep Score: -403227.375000 Penalty: 4002.549072 Iteration 51Q: 3 clusters Score -403227.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -403237.250000 Penalty: 4002.549072 Iteration 52Q: 3 clusters Score -403237.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 2584 members Entering Unmasked Estep Score: -403246.156250 Penalty: 4002.549072 Iteration 53Q: 3 clusters Score -403246.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -403252.437500 Penalty: 4002.549072 Iteration 54Q: 3 clusters Score -403252.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 2578 members Entering Unmasked Estep Score: -403259.343750 Penalty: 4002.549072 Iteration 55Q: 3 clusters Score -403259.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 2571 members Entering Unmasked Estep Score: -403264.500000 Penalty: 4002.549072 Iteration 56Q: 3 clusters Score -403264.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 2565 members Entering Unmasked Estep Score: -403271.437500 Penalty: 4002.549072 Iteration 57Q: 3 clusters Score -403271.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 633 members Mstep: Class 2 contains 2563 members Entering Unmasked Estep Score: -403275.531250 Penalty: 4002.549072 Iteration 58Q: 3 clusters Score -403275.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 2559 members Entering Unmasked Estep Score: -403277.250000 Penalty: 4002.549072 Iteration 59Q: 3 clusters Score -403277.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -403278.906250 Penalty: 4002.549072 Iteration 60F: 3 clusters Score -403278.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -403281.781250 Penalty: 4002.549072 Iteration 61Q: 3 clusters Score -403281.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -403284.500000 Penalty: 4002.549072 Iteration 62Q: 3 clusters Score -403284.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -403285.406250 Penalty: 4002.549072 Iteration 63Q: 3 clusters Score -403285.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 2556 members Entering Unmasked Estep Score: -403288.531250 Penalty: 4002.549072 Iteration 64Q: 3 clusters Score -403288.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 2555 members Entering Unmasked Estep Score: -403289.343750 Penalty: 4002.549072 Iteration 65Q: 3 clusters Score -403289.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -403290.187500 Penalty: 4002.549072 Iteration 66Q: 3 clusters Score -403290.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 2551 members Entering Unmasked Estep Score: -403290.937500 Penalty: 4002.549072 Iteration 67Q: 3 clusters Score -403290.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -403291.281250 Penalty: 4002.549072 Iteration 68Q: 3 clusters Score -403291.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 2549 members Entering Unmasked Estep Score: -403292.125000 Penalty: 4002.549072 Iteration 69Q: 3 clusters Score -403292.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 2548 members Entering Unmasked Estep Score: -403292.687500 Penalty: 4002.549072 Iteration 70Q: 3 clusters Score -403292.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 2547 members Entering Unmasked Estep Score: -403294.031250 Penalty: 4002.549072 Iteration 71Q: 3 clusters Score -403294 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 2543 members Entering Unmasked Estep Score: -403295.875000 Penalty: 4002.549072 Iteration 72Q: 3 clusters Score -403295.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -403295.906250 Penalty: 4002.549072 Iteration 73Q: 3 clusters Score -403295.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 2544 members Entering Unmasked Estep Score: -403295.906250 Penalty: 4002.549072 Iteration 74F: 3 clusters Score -403295.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (17749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17749 members Entering Unmasked Estep Score: -2194106.000000 Penalty: 2426.452881 Iteration 0F: 2 clusters Score -2194106 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8909 members Mstep: Class 2 contains 8840 members Entering Unmasked Estep Score: -2181490.250000 Penalty: 4852.905762 Iteration 0F: 3 clusters Score -2181490 nChanged 7751 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9068 members Mstep: Class 2 contains 8681 members Entering Unmasked Estep Score: -2185742.750000 Penalty: 4852.905762 Iteration 1F: 3 clusters Score -2185743 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9140 members Mstep: Class 2 contains 8609 members Entering Unmasked Estep Score: -2186152.750000 Penalty: 4852.905762 Iteration 2F: 3 clusters Score -2186153 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9200 members Mstep: Class 2 contains 8549 members Entering Unmasked Estep Score: -2186539.750000 Penalty: 4852.905762 Iteration 3Q: 3 clusters Score -2186540 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9234 members Mstep: Class 2 contains 8515 members Entering Unmasked Estep Score: -2187012.500000 Penalty: 4852.905762 Iteration 4Q: 3 clusters Score -2187012 nChanged 839 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9197 members Mstep: Class 2 contains 8552 members Entering Unmasked Estep Score: -2187549.000000 Penalty: 4852.905762 Iteration 5Q: 3 clusters Score -2187549 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9040 members Mstep: Class 2 contains 8709 members Entering Unmasked Estep Score: -2188098.000000 Penalty: 4852.905762 Iteration 6F: 3 clusters Score -2188098 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8760 members Mstep: Class 2 contains 8989 members Entering Unmasked Estep Score: -2188641.750000 Penalty: 4852.905762 Iteration 7F: 3 clusters Score -2188642 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8328 members Mstep: Class 2 contains 9421 members Entering Unmasked Estep Score: -2189144.250000 Penalty: 4852.905762 Iteration 8F: 3 clusters Score -2189144 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7847 members Mstep: Class 2 contains 9902 members Entering Unmasked Estep Score: -2189612.750000 Penalty: 4852.905762 Iteration 9F: 3 clusters Score -2189613 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7360 members Mstep: Class 2 contains 10389 members Entering Unmasked Estep Score: -2190060.750000 Penalty: 4852.905762 Iteration 10Q: 3 clusters Score -2190061 nChanged 746 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6882 members Mstep: Class 2 contains 10867 members Entering Unmasked Estep Score: -2190426.500000 Penalty: 4852.905762 Iteration 11Q: 3 clusters Score -2190426 nChanged 644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6382 members Mstep: Class 2 contains 11367 members Entering Unmasked Estep Score: -2190732.500000 Penalty: 4852.905762 Iteration 12Q: 3 clusters Score -2190732 nChanged 528 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5950 members Mstep: Class 2 contains 11799 members Entering Unmasked Estep Score: -2190957.000000 Penalty: 4852.905762 Iteration 13Q: 3 clusters Score -2190957 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5563 members Mstep: Class 2 contains 12186 members Entering Unmasked Estep Score: -2191131.000000 Penalty: 4852.905762 Iteration 14Q: 3 clusters Score -2191131 nChanged 396 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5199 members Mstep: Class 2 contains 12550 members Entering Unmasked Estep Score: -2191285.000000 Penalty: 4852.905762 Iteration 15Q: 3 clusters Score -2191285 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 12856 members Entering Unmasked Estep Score: -2191391.500000 Penalty: 4852.905762 Iteration 16Q: 3 clusters Score -2191392 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4613 members Mstep: Class 2 contains 13136 members Entering Unmasked Estep Score: -2191490.750000 Penalty: 4852.905762 Iteration 17Q: 3 clusters Score -2191491 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4331 members Mstep: Class 2 contains 13418 members Entering Unmasked Estep Score: -2191581.500000 Penalty: 4852.905762 Iteration 18Q: 3 clusters Score -2191582 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4028 members Mstep: Class 2 contains 13721 members Entering Unmasked Estep Score: -2191699.000000 Penalty: 4852.905762 Iteration 19Q: 3 clusters Score -2191699 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 14041 members Entering Unmasked Estep Score: -2191829.750000 Penalty: 4852.905762 Iteration 20F: 3 clusters Score -2191830 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3386 members Mstep: Class 2 contains 14363 members Entering Unmasked Estep Score: -2191980.000000 Penalty: 4852.905762 Iteration 21Q: 3 clusters Score -2191980 nChanged 304 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 14667 members Entering Unmasked Estep Score: -2192121.500000 Penalty: 4852.905762 Iteration 22Q: 3 clusters Score -2192122 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2776 members Mstep: Class 2 contains 14973 members Entering Unmasked Estep Score: -2192267.750000 Penalty: 4852.905762 Iteration 23Q: 3 clusters Score -2192268 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 15266 members Entering Unmasked Estep Score: -2192409.500000 Penalty: 4852.905762 Iteration 24Q: 3 clusters Score -2192410 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2217 members Mstep: Class 2 contains 15532 members Entering Unmasked Estep Score: -2192548.000000 Penalty: 4852.905762 Iteration 25Q: 3 clusters Score -2192548 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1974 members Mstep: Class 2 contains 15775 members Entering Unmasked Estep Score: -2192674.000000 Penalty: 4852.905762 Iteration 26Q: 3 clusters Score -2192674 nChanged 224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1752 members Mstep: Class 2 contains 15997 members Entering Unmasked Estep Score: -2192799.000000 Penalty: 4852.905762 Iteration 27Q: 3 clusters Score -2192799 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1559 members Mstep: Class 2 contains 16190 members Entering Unmasked Estep Score: -2192911.750000 Penalty: 4852.905762 Iteration 28Q: 3 clusters Score -2192912 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 16353 members Entering Unmasked Estep Score: -2193026.000000 Penalty: 4852.905762 Iteration 29Q: 3 clusters Score -2193026 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 16477 members Entering Unmasked Estep Score: -2193122.250000 Penalty: 4852.905762 Iteration 30Q: 3 clusters Score -2193122 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1183 members Mstep: Class 2 contains 16566 members Entering Unmasked Estep Score: -2193188.750000 Penalty: 4852.905762 Iteration 31Q: 3 clusters Score -2193189 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 16629 members Entering Unmasked Estep Score: -2193246.250000 Penalty: 4852.905762 Iteration 32Q: 3 clusters Score -2193246 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 16670 members Entering Unmasked Estep Score: -2193288.000000 Penalty: 4852.905762 Iteration 33Q: 3 clusters Score -2193288 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 16705 members Entering Unmasked Estep Score: -2193318.500000 Penalty: 4852.905762 Iteration 34Q: 3 clusters Score -2193318 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 16729 members Entering Unmasked Estep Score: -2193332.000000 Penalty: 4852.905762 Iteration 35Q: 3 clusters Score -2193332 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 16742 members Entering Unmasked Estep Score: -2193337.500000 Penalty: 4852.905762 Iteration 36Q: 3 clusters Score -2193338 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 16755 members Entering Unmasked Estep Score: -2193342.750000 Penalty: 4852.905762 Iteration 37Q: 3 clusters Score -2193343 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 16769 members Entering Unmasked Estep Score: -2193352.000000 Penalty: 4852.905762 Iteration 38Q: 3 clusters Score -2193352 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 16774 members Entering Unmasked Estep Score: -2193351.000000 Penalty: 4852.905762 Iteration 39Q: 3 clusters Score -2193351 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 16778 members Entering Unmasked Estep Score: -2193354.500000 Penalty: 4852.905762 Iteration 40F: 3 clusters Score -2193354 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 16783 members Entering Unmasked Estep Score: -2193358.000000 Penalty: 4852.905762 Iteration 41Q: 3 clusters Score -2193358 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 960 members Mstep: Class 2 contains 16789 members Entering Unmasked Estep Score: -2193359.500000 Penalty: 4852.905762 Iteration 42Q: 3 clusters Score -2193360 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 16793 members Entering Unmasked Estep Score: -2193359.500000 Penalty: 4852.905762 Iteration 43Q: 3 clusters Score -2193360 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 16795 members Entering Unmasked Estep Score: -2193361.250000 Penalty: 4852.905762 Iteration 44Q: 3 clusters Score -2193361 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 16797 members Entering Unmasked Estep Score: -2193364.500000 Penalty: 4852.905762 Iteration 45Q: 3 clusters Score -2193364 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 952 members Mstep: Class 2 contains 16797 members Entering Unmasked Estep Score: -2193364.500000 Penalty: 4852.905762 Iteration 46F: 3 clusters Score -2193364 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (26395 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26395 members Entering Unmasked Estep Score: -3377148.250000 Penalty: 2524.870605 Iteration 0F: 2 clusters Score -3377148 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13256 members Mstep: Class 2 contains 13139 members Entering Unmasked Estep Score: -3358915.000000 Penalty: 5049.741211 Iteration 0F: 3 clusters Score -3358915 nChanged 11830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13818 members Mstep: Class 2 contains 12577 members Entering Unmasked Estep Score: -3365450.250000 Penalty: 5049.741211 Iteration 1F: 3 clusters Score -3365450 nChanged 1503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14187 members Mstep: Class 2 contains 12208 members Entering Unmasked Estep Score: -3366209.250000 Penalty: 5049.741211 Iteration 2F: 3 clusters Score -3366209 nChanged 1583 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14680 members Mstep: Class 2 contains 11715 members Entering Unmasked Estep Score: -3367142.750000 Penalty: 5049.741211 Iteration 3F: 3 clusters Score -3367143 nChanged 1669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15321 members Mstep: Class 2 contains 11074 members Entering Unmasked Estep Score: -3368201.000000 Penalty: 5049.741211 Iteration 4F: 3 clusters Score -3368201 nChanged 1676 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16105 members Mstep: Class 2 contains 10290 members Entering Unmasked Estep Score: -3369271.500000 Penalty: 5049.741211 Iteration 5F: 3 clusters Score -3369272 nChanged 1521 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16910 members Mstep: Class 2 contains 9485 members Entering Unmasked Estep Score: -3370208.250000 Penalty: 5049.741211 Iteration 6F: 3 clusters Score -3370208 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17705 members Mstep: Class 2 contains 8690 members Entering Unmasked Estep Score: -3370972.250000 Penalty: 5049.741211 Iteration 7Q: 3 clusters Score -3370972 nChanged 1168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18465 members Mstep: Class 2 contains 7930 members Entering Unmasked Estep Score: -3371564.750000 Penalty: 5049.741211 Iteration 8Q: 3 clusters Score -3371565 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19160 members Mstep: Class 2 contains 7235 members Entering Unmasked Estep Score: -3372078.000000 Penalty: 5049.741211 Iteration 9Q: 3 clusters Score -3372078 nChanged 841 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19829 members Mstep: Class 2 contains 6566 members Entering Unmasked Estep Score: -3372621.500000 Penalty: 5049.741211 Iteration 10Q: 3 clusters Score -3372622 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20453 members Mstep: Class 2 contains 5942 members Entering Unmasked Estep Score: -3373077.500000 Penalty: 5049.741211 Iteration 11Q: 3 clusters Score -3373078 nChanged 606 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21001 members Mstep: Class 2 contains 5394 members Entering Unmasked Estep Score: -3373489.250000 Penalty: 5049.741211 Iteration 12Q: 3 clusters Score -3373489 nChanged 515 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21488 members Mstep: Class 2 contains 4907 members Entering Unmasked Estep Score: -3373808.250000 Penalty: 5049.741211 Iteration 13Q: 3 clusters Score -3373808 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21929 members Mstep: Class 2 contains 4466 members Entering Unmasked Estep Score: -3374100.250000 Penalty: 5049.741211 Iteration 14Q: 3 clusters Score -3374100 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22312 members Mstep: Class 2 contains 4083 members Entering Unmasked Estep Score: -3374309.750000 Penalty: 5049.741211 Iteration 15Q: 3 clusters Score -3374310 nChanged 352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22652 members Mstep: Class 2 contains 3743 members Entering Unmasked Estep Score: -3374471.750000 Penalty: 5049.741211 Iteration 16Q: 3 clusters Score -3374472 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22941 members Mstep: Class 2 contains 3454 members Entering Unmasked Estep Score: -3374586.750000 Penalty: 5049.741211 Iteration 17Q: 3 clusters Score -3374587 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23184 members Mstep: Class 2 contains 3211 members Entering Unmasked Estep Score: -3374693.500000 Penalty: 5049.741211 Iteration 18Q: 3 clusters Score -3374694 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23393 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -3374777.500000 Penalty: 5049.741211 Iteration 19Q: 3 clusters Score -3374778 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23601 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -3374874.250000 Penalty: 5049.741211 Iteration 20F: 3 clusters Score -3374874 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23788 members Mstep: Class 2 contains 2607 members Entering Unmasked Estep Score: -3374951.000000 Penalty: 5049.741211 Iteration 21Q: 3 clusters Score -3374951 nChanged 166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23954 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -3375022.500000 Penalty: 5049.741211 Iteration 22Q: 3 clusters Score -3375022 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24098 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -3375085.500000 Penalty: 5049.741211 Iteration 23Q: 3 clusters Score -3375086 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24225 members Mstep: Class 2 contains 2170 members Entering Unmasked Estep Score: -3375126.250000 Penalty: 5049.741211 Iteration 24Q: 3 clusters Score -3375126 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24332 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -3375159.250000 Penalty: 5049.741211 Iteration 25Q: 3 clusters Score -3375159 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24412 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -3375184.750000 Penalty: 5049.741211 Iteration 26Q: 3 clusters Score -3375185 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24469 members Mstep: Class 2 contains 1926 members Entering Unmasked Estep Score: -3375213.000000 Penalty: 5049.741211 Iteration 27Q: 3 clusters Score -3375213 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24523 members Mstep: Class 2 contains 1872 members Entering Unmasked Estep Score: -3375232.750000 Penalty: 5049.741211 Iteration 28Q: 3 clusters Score -3375233 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24567 members Mstep: Class 2 contains 1828 members Entering Unmasked Estep Score: -3375235.000000 Penalty: 5049.741211 Iteration 29Q: 3 clusters Score -3375235 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24611 members Mstep: Class 2 contains 1784 members Entering Unmasked Estep Score: -3375249.000000 Penalty: 5049.741211 Iteration 30Q: 3 clusters Score -3375249 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24651 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -3375263.500000 Penalty: 5049.741211 Iteration 31Q: 3 clusters Score -3375264 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24688 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -3375273.500000 Penalty: 5049.741211 Iteration 32Q: 3 clusters Score -3375274 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24718 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -3375280.500000 Penalty: 5049.741211 Iteration 33Q: 3 clusters Score -3375280 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24751 members Mstep: Class 2 contains 1644 members Entering Unmasked Estep Score: -3375288.500000 Penalty: 5049.741211 Iteration 34Q: 3 clusters Score -3375288 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24774 members Mstep: Class 2 contains 1621 members Entering Unmasked Estep Score: -3375291.500000 Penalty: 5049.741211 Iteration 35Q: 3 clusters Score -3375292 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24789 members Mstep: Class 2 contains 1606 members Entering Unmasked Estep Score: -3375297.000000 Penalty: 5049.741211 Iteration 36Q: 3 clusters Score -3375297 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24800 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -3375296.750000 Penalty: 5049.741211 Iteration 37Q: 3 clusters Score -3375297 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24808 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -3375299.750000 Penalty: 5049.741211 Iteration 38Q: 3 clusters Score -3375300 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24819 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -3375299.750000 Penalty: 5049.741211 Iteration 39Q: 3 clusters Score -3375300 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24825 members Mstep: Class 2 contains 1570 members Entering Unmasked Estep Score: -3375302.000000 Penalty: 5049.741211 Iteration 40F: 3 clusters Score -3375302 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24832 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -3375306.500000 Penalty: 5049.741211 Iteration 41Q: 3 clusters Score -3375306 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24841 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -3375310.500000 Penalty: 5049.741211 Iteration 42Q: 3 clusters Score -3375310 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24851 members Mstep: Class 2 contains 1544 members Entering Unmasked Estep Score: -3375313.500000 Penalty: 5049.741211 Iteration 43Q: 3 clusters Score -3375314 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24857 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -3375309.000000 Penalty: 5049.741211 Iteration 44Q: 3 clusters Score -3375309 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24865 members Mstep: Class 2 contains 1530 members Entering Unmasked Estep Score: -3375306.750000 Penalty: 5049.741211 Iteration 45Q: 3 clusters Score -3375307 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24871 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -3375316.500000 Penalty: 5049.741211 Iteration 46Q: 3 clusters Score -3375316 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24883 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -3375330.750000 Penalty: 5049.741211 Iteration 47Q: 3 clusters Score -3375331 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24894 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -3375338.000000 Penalty: 5049.741211 Iteration 48Q: 3 clusters Score -3375338 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24908 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -3375338.500000 Penalty: 5049.741211 Iteration 49Q: 3 clusters Score -3375338 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24922 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -3375348.000000 Penalty: 5049.741211 Iteration 50Q: 3 clusters Score -3375348 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24938 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -3375349.250000 Penalty: 5049.741211 Iteration 51Q: 3 clusters Score -3375349 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24952 members Mstep: Class 2 contains 1443 members Entering Unmasked Estep Score: -3375365.000000 Penalty: 5049.741211 Iteration 52Q: 3 clusters Score -3375365 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24961 members Mstep: Class 2 contains 1434 members Entering Unmasked Estep Score: -3375365.250000 Penalty: 5049.741211 Iteration 53Q: 3 clusters Score -3375365 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24970 members Mstep: Class 2 contains 1425 members Entering Unmasked Estep Score: -3375376.000000 Penalty: 5049.741211 Iteration 54Q: 3 clusters Score -3375376 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24983 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -3375376.000000 Penalty: 5049.741211 Iteration 55Q: 3 clusters Score -3375376 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24991 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -3375376.000000 Penalty: 5049.741211 Iteration 56Q: 3 clusters Score -3375376 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24999 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -3375381.000000 Penalty: 5049.741211 Iteration 57Q: 3 clusters Score -3375381 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25005 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -3375382.500000 Penalty: 5049.741211 Iteration 58Q: 3 clusters Score -3375382 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25012 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -3375379.500000 Penalty: 5049.741211 Iteration 59Q: 3 clusters Score -3375380 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25023 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -3375386.000000 Penalty: 5049.741211 Iteration 60F: 3 clusters Score -3375386 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25033 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -3375395.750000 Penalty: 5049.741211 Iteration 61Q: 3 clusters Score -3375396 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25043 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -3375400.500000 Penalty: 5049.741211 Iteration 62Q: 3 clusters Score -3375400 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25047 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -3375399.500000 Penalty: 5049.741211 Iteration 63Q: 3 clusters Score -3375400 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25051 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -3375401.500000 Penalty: 5049.741211 Iteration 64Q: 3 clusters Score -3375402 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25057 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -3375399.750000 Penalty: 5049.741211 Iteration 65Q: 3 clusters Score -3375400 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25061 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -3375400.500000 Penalty: 5049.741211 Iteration 66Q: 3 clusters Score -3375400 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25061 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -3375404.250000 Penalty: 5049.741211 Iteration 67Q: 3 clusters Score -3375404 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25061 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -3375404.250000 Penalty: 5049.741211 Iteration 68F: 3 clusters Score -3375404 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (1486 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1486 members Entering Unmasked Estep Score: -163380.968750 Penalty: 1811.353027 Iteration 0F: 2 clusters Score -163381 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 739 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -161123.718750 Penalty: 3622.706055 Iteration 0F: 3 clusters Score -161123.7 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 713 members Mstep: Class 2 contains 773 members Entering Unmasked Estep Score: -162009.859375 Penalty: 3622.706055 Iteration 1F: 3 clusters Score -162009.9 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -163247.109375 Penalty: 3622.706055 Iteration 2F: 3 clusters Score -163247.1 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -164502.781250 Penalty: 3622.706055 Iteration 3F: 3 clusters Score -164502.8 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 577 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -165314.109375 Penalty: 3622.706055 Iteration 4F: 3 clusters Score -165314.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -166041.500000 Penalty: 3622.706055 Iteration 5Q: 3 clusters Score -166041.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -167476.203125 Penalty: 3622.706055 Iteration 6Q: 3 clusters Score -167476.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -167515.890625 Penalty: 3622.706055 Iteration 7Q: 3 clusters Score -167515.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 920 members Entering Unmasked Estep Score: -167551.750000 Penalty: 3622.706055 Iteration 8Q: 3 clusters Score -167551.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -167598.968750 Penalty: 3622.706055 Iteration 9Q: 3 clusters Score -167599 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -167602.718750 Penalty: 3622.706055 Iteration 10Q: 3 clusters Score -167602.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -167602.718750 Penalty: 3622.706055 Iteration 11F: 3 clusters Score -167602.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 16527 members Mstep: Class 3 contains 6278 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 10590 members Mstep: Class 6 contains 25831 members Mstep: Class 7 contains 51380 members Mstep: Class 8 contains 3196 members Mstep: Class 9 contains 720 members Mstep: Class 10 contains 17749 members Mstep: Class 11 contains 80080 members Mstep: Class 12 contains 928 members Mstep: Class 13 contains 26395 members Mstep: Class 14 contains 558 members Mstep: Class 17 contains 163494 members Mstep: Class 18 contains 9695 members Mstep: Class 19 contains 1999 members Mstep: Class 20 contains 22481 members Mstep: Class 22 contains 1530 members Entering Unmasked Estep Score: -55706296.000000 Penalty: 61288.515625 Splitting cluster 14 changes total score from -55700124.000000 to -55706296.000000 So it's getting split into cluster 12. Entering ConstructFrom: Trying to split cluster 17 (163494 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 163494 members Entering Unmasked Estep Score: -20617406.000000 Penalty: 2977.124023 Iteration 0F: 2 clusters Score -2.061741e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81716 members Mstep: Class 2 contains 81778 members Entering Unmasked Estep Score: -20508096.000000 Penalty: 5954.248047 Iteration 0F: 3 clusters Score -2.05081e+07 nChanged 78311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81047 members Mstep: Class 2 contains 82447 members Entering Unmasked Estep Score: -20553326.000000 Penalty: 5954.248047 Iteration 1F: 3 clusters Score -2.055333e+07 nChanged 4527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80680 members Mstep: Class 2 contains 82814 members Entering Unmasked Estep Score: -20554260.000000 Penalty: 5954.248047 Iteration 2Q: 3 clusters Score -2.055426e+07 nChanged 4644 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80148 members Mstep: Class 2 contains 83346 members Entering Unmasked Estep Score: -20555340.000000 Penalty: 5954.248047 Iteration 3Q: 3 clusters Score -2.055534e+07 nChanged 5019 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 79363 members Mstep: Class 2 contains 84131 members Entering Unmasked Estep Score: -20556576.000000 Penalty: 5954.248047 Iteration 4Q: 3 clusters Score -2.055658e+07 nChanged 5382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78215 members Mstep: Class 2 contains 85279 members Entering Unmasked Estep Score: -20558318.000000 Penalty: 5954.248047 Iteration 5Q: 3 clusters Score -2.055832e+07 nChanged 6210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 76543 members Mstep: Class 2 contains 86951 members Entering Unmasked Estep Score: -20560618.000000 Penalty: 5954.248047 Iteration 6Q: 3 clusters Score -2.056062e+07 nChanged 7224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74219 members Mstep: Class 2 contains 89275 members Entering Unmasked Estep Score: -20564136.000000 Penalty: 5954.248047 Iteration 7Q: 3 clusters Score -2.056414e+07 nChanged 8568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71217 members Mstep: Class 2 contains 92277 members Entering Unmasked Estep Score: -20569202.000000 Penalty: 5954.248047 Iteration 8F: 3 clusters Score -2.05692e+07 nChanged 9722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67871 members Mstep: Class 2 contains 95623 members Entering Unmasked Estep Score: -20576184.000000 Penalty: 5954.248047 Iteration 9F: 3 clusters Score -2.057618e+07 nChanged 9920 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64849 members Mstep: Class 2 contains 98645 members Entering Unmasked Estep Score: -20582946.000000 Penalty: 5954.248047 Iteration 10F: 3 clusters Score -2.058295e+07 nChanged 8361 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62818 members Mstep: Class 2 contains 100676 members Entering Unmasked Estep Score: -20586930.000000 Penalty: 5954.248047 Iteration 11F: 3 clusters Score -2.058693e+07 nChanged 5593 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61217 members Mstep: Class 2 contains 102277 members Entering Unmasked Estep Score: -20588658.000000 Penalty: 5954.248047 Iteration 12Q: 3 clusters Score -2.058866e+07 nChanged 3336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59631 members Mstep: Class 2 contains 103863 members Entering Unmasked Estep Score: -20589208.000000 Penalty: 5954.248047 Iteration 13Q: 3 clusters Score -2.058921e+07 nChanged 2215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57888 members Mstep: Class 2 contains 105606 members Entering Unmasked Estep Score: -20589694.000000 Penalty: 5954.248047 Iteration 14Q: 3 clusters Score -2.058969e+07 nChanged 1877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 56131 members Mstep: Class 2 contains 107363 members Entering Unmasked Estep Score: -20590002.000000 Penalty: 5954.248047 Iteration 15Q: 3 clusters Score -2.059e+07 nChanged 1955 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 54212 members Mstep: Class 2 contains 109282 members Entering Unmasked Estep Score: -20590362.000000 Penalty: 5954.248047 Iteration 16Q: 3 clusters Score -2.059036e+07 nChanged 2064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52162 members Mstep: Class 2 contains 111332 members Entering Unmasked Estep Score: -20590708.000000 Penalty: 5954.248047 Iteration 17Q: 3 clusters Score -2.059071e+07 nChanged 2113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 50053 members Mstep: Class 2 contains 113441 members Entering Unmasked Estep Score: -20591132.000000 Penalty: 5954.248047 Iteration 18Q: 3 clusters Score -2.059113e+07 nChanged 2174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 47885 members Mstep: Class 2 contains 115609 members Entering Unmasked Estep Score: -20591806.000000 Penalty: 5954.248047 Iteration 19Q: 3 clusters Score -2.059181e+07 nChanged 2327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45558 members Mstep: Class 2 contains 117936 members Entering Unmasked Estep Score: -20592444.000000 Penalty: 5954.248047 Iteration 20F: 3 clusters Score -2.059244e+07 nChanged 2423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43137 members Mstep: Class 2 contains 120357 members Entering Unmasked Estep Score: -20593014.000000 Penalty: 5954.248047 Iteration 21Q: 3 clusters Score -2.059301e+07 nChanged 2547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40590 members Mstep: Class 2 contains 122904 members Entering Unmasked Estep Score: -20593688.000000 Penalty: 5954.248047 Iteration 22Q: 3 clusters Score -2.059369e+07 nChanged 2765 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37825 members Mstep: Class 2 contains 125669 members Entering Unmasked Estep Score: -20594514.000000 Penalty: 5954.248047 Iteration 23Q: 3 clusters Score -2.059451e+07 nChanged 2953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34872 members Mstep: Class 2 contains 128622 members Entering Unmasked Estep Score: -20595418.000000 Penalty: 5954.248047 Iteration 24Q: 3 clusters Score -2.059542e+07 nChanged 3059 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31813 members Mstep: Class 2 contains 131681 members Entering Unmasked Estep Score: -20596564.000000 Penalty: 5954.248047 Iteration 25Q: 3 clusters Score -2.059656e+07 nChanged 3176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28637 members Mstep: Class 2 contains 134857 members Entering Unmasked Estep Score: -20597874.000000 Penalty: 5954.248047 Iteration 26Q: 3 clusters Score -2.059787e+07 nChanged 3247 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25390 members Mstep: Class 2 contains 138104 members Entering Unmasked Estep Score: -20599274.000000 Penalty: 5954.248047 Iteration 27Q: 3 clusters Score -2.059927e+07 nChanged 3290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22100 members Mstep: Class 2 contains 141394 members Entering Unmasked Estep Score: -20600922.000000 Penalty: 5954.248047 Iteration 28Q: 3 clusters Score -2.060092e+07 nChanged 3308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18792 members Mstep: Class 2 contains 144702 members Entering Unmasked Estep Score: -20602506.000000 Penalty: 5954.248047 Iteration 29Q: 3 clusters Score -2.060251e+07 nChanged 3217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15575 members Mstep: Class 2 contains 147919 members Entering Unmasked Estep Score: -20604290.000000 Penalty: 5954.248047 Iteration 30Q: 3 clusters Score -2.060429e+07 nChanged 3043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12532 members Mstep: Class 2 contains 150962 members Entering Unmasked Estep Score: -20605992.000000 Penalty: 5954.248047 Iteration 31Q: 3 clusters Score -2.060599e+07 nChanged 2792 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9740 members Mstep: Class 2 contains 153754 members Entering Unmasked Estep Score: -20607850.000000 Penalty: 5954.248047 Iteration 32Q: 3 clusters Score -2.060785e+07 nChanged 2594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7146 members Mstep: Class 2 contains 156348 members Entering Unmasked Estep Score: -20609716.000000 Penalty: 5954.248047 Iteration 33Q: 3 clusters Score -2.060972e+07 nChanged 2219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4927 members Mstep: Class 2 contains 158567 members Entering Unmasked Estep Score: -20611196.000000 Penalty: 5954.248047 Iteration 34Q: 3 clusters Score -2.06112e+07 nChanged 1697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3230 members Mstep: Class 2 contains 160264 members Entering Unmasked Estep Score: -20612486.000000 Penalty: 5954.248047 Iteration 35Q: 3 clusters Score -2.061249e+07 nChanged 1224 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2006 members Mstep: Class 2 contains 161488 members Entering Unmasked Estep Score: -20613320.000000 Penalty: 5954.248047 Iteration 36Q: 3 clusters Score -2.061332e+07 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 162250 members Entering Unmasked Estep Score: -20613858.000000 Penalty: 5954.248047 Iteration 37Q: 3 clusters Score -2.061386e+07 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 162683 members Entering Unmasked Estep Score: -20614274.000000 Penalty: 5954.248047 Iteration 38Q: 3 clusters Score -2.061427e+07 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 162922 members Entering Unmasked Estep Score: -20614468.000000 Penalty: 5954.248047 Iteration 39Q: 3 clusters Score -2.061447e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 163044 members Entering Unmasked Estep Score: -20614534.000000 Penalty: 5954.248047 Iteration 40F: 3 clusters Score -2.061453e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 163106 members Entering Unmasked Estep Score: -20614616.000000 Penalty: 5954.248047 Iteration 41Q: 3 clusters Score -2.061462e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 346 members Mstep: Class 2 contains 163148 members Entering Unmasked Estep Score: -20614654.000000 Penalty: 5954.248047 Iteration 42Q: 3 clusters Score -2.061465e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 163171 members Entering Unmasked Estep Score: -20614698.000000 Penalty: 5954.248047 Iteration 43Q: 3 clusters Score -2.06147e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 163186 members Entering Unmasked Estep Score: -20614734.000000 Penalty: 5954.248047 Iteration 44Q: 3 clusters Score -2.061473e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 163199 members Entering Unmasked Estep Score: -20614756.000000 Penalty: 5954.248047 Iteration 45Q: 3 clusters Score -2.061476e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 163204 members Entering Unmasked Estep Score: -20614774.000000 Penalty: 5954.248047 Iteration 46Q: 3 clusters Score -2.061477e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 163208 members Entering Unmasked Estep Score: -20614772.000000 Penalty: 5954.248047 Iteration 47Q: 3 clusters Score -2.061477e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 163210 members Entering Unmasked Estep Score: -20614770.000000 Penalty: 5954.248047 Iteration 48Q: 3 clusters Score -2.061477e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 163212 members Entering Unmasked Estep Score: -20614778.000000 Penalty: 5954.248047 Iteration 49Q: 3 clusters Score -2.061478e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 163213 members Entering Unmasked Estep Score: -20614778.000000 Penalty: 5954.248047 Iteration 50Q: 3 clusters Score -2.061478e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 163214 members Entering Unmasked Estep Score: -20614774.000000 Penalty: 5954.248047 Iteration 51Q: 3 clusters Score -2.061477e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 163219 members Entering Unmasked Estep Score: -20614774.000000 Penalty: 5954.248047 Iteration 52Q: 3 clusters Score -2.061477e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 163219 members Entering Unmasked Estep Score: -20614774.000000 Penalty: 5954.248047 Iteration 53F: 3 clusters Score -2.061477e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (9695 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9695 members Entering Unmasked Estep Score: -1229692.250000 Penalty: 2276.482666 Iteration 0F: 2 clusters Score -1229692 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 4859 members Entering Unmasked Estep Score: -1222276.375000 Penalty: 4552.965332 Iteration 0F: 3 clusters Score -1222276 nChanged 4016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 4839 members Entering Unmasked Estep Score: -1224439.875000 Penalty: 4552.965332 Iteration 1F: 3 clusters Score -1224440 nChanged 649 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4867 members Mstep: Class 2 contains 4828 members Entering Unmasked Estep Score: -1224788.000000 Penalty: 4552.965332 Iteration 2F: 3 clusters Score -1224788 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4891 members Mstep: Class 2 contains 4804 members Entering Unmasked Estep Score: -1225068.875000 Penalty: 4552.965332 Iteration 3F: 3 clusters Score -1225069 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4957 members Mstep: Class 2 contains 4738 members Entering Unmasked Estep Score: -1225377.875000 Penalty: 4552.965332 Iteration 4Q: 3 clusters Score -1225378 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 4601 members Entering Unmasked Estep Score: -1225707.375000 Penalty: 4552.965332 Iteration 5F: 3 clusters Score -1225707 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5296 members Mstep: Class 2 contains 4399 members Entering Unmasked Estep Score: -1226083.875000 Penalty: 4552.965332 Iteration 6F: 3 clusters Score -1226084 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 4148 members Entering Unmasked Estep Score: -1226515.500000 Penalty: 4552.965332 Iteration 7F: 3 clusters Score -1226516 nChanged 585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5838 members Mstep: Class 2 contains 3857 members Entering Unmasked Estep Score: -1227030.250000 Penalty: 4552.965332 Iteration 8F: 3 clusters Score -1227030 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6131 members Mstep: Class 2 contains 3564 members Entering Unmasked Estep Score: -1227615.250000 Penalty: 4552.965332 Iteration 9F: 3 clusters Score -1227615 nChanged 555 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6382 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -1228182.625000 Penalty: 4552.965332 Iteration 10F: 3 clusters Score -1228183 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6536 members Mstep: Class 2 contains 3159 members Entering Unmasked Estep Score: -1228621.875000 Penalty: 4552.965332 Iteration 11Q: 3 clusters Score -1228622 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6629 members Mstep: Class 2 contains 3066 members Entering Unmasked Estep Score: -1228914.000000 Penalty: 4552.965332 Iteration 12Q: 3 clusters Score -1228914 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6661 members Mstep: Class 2 contains 3034 members Entering Unmasked Estep Score: -1229160.750000 Penalty: 4552.965332 Iteration 13Q: 3 clusters Score -1229161 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6680 members Mstep: Class 2 contains 3015 members Entering Unmasked Estep Score: -1229341.750000 Penalty: 4552.965332 Iteration 14Q: 3 clusters Score -1229342 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -1229489.750000 Penalty: 4552.965332 Iteration 15Q: 3 clusters Score -1229490 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6730 members Mstep: Class 2 contains 2965 members Entering Unmasked Estep Score: -1229595.625000 Penalty: 4552.965332 Iteration 16Q: 3 clusters Score -1229596 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6758 members Mstep: Class 2 contains 2937 members Entering Unmasked Estep Score: -1229644.500000 Penalty: 4552.965332 Iteration 17Q: 3 clusters Score -1229644 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6789 members Mstep: Class 2 contains 2906 members Entering Unmasked Estep Score: -1229684.250000 Penalty: 4552.965332 Iteration 18Q: 3 clusters Score -1229684 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6821 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -1229703.000000 Penalty: 4552.965332 Iteration 19Q: 3 clusters Score -1229703 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6843 members Mstep: Class 2 contains 2852 members Entering Unmasked Estep Score: -1229714.625000 Penalty: 4552.965332 Iteration 20F: 3 clusters Score -1229715 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6864 members Mstep: Class 2 contains 2831 members Entering Unmasked Estep Score: -1229722.125000 Penalty: 4552.965332 Iteration 21Q: 3 clusters Score -1229722 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6881 members Mstep: Class 2 contains 2814 members Entering Unmasked Estep Score: -1229733.375000 Penalty: 4552.965332 Iteration 22Q: 3 clusters Score -1229733 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6897 members Mstep: Class 2 contains 2798 members Entering Unmasked Estep Score: -1229738.625000 Penalty: 4552.965332 Iteration 23Q: 3 clusters Score -1229739 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6905 members Mstep: Class 2 contains 2790 members Entering Unmasked Estep Score: -1229743.000000 Penalty: 4552.965332 Iteration 24Q: 3 clusters Score -1229743 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6914 members Mstep: Class 2 contains 2781 members Entering Unmasked Estep Score: -1229743.125000 Penalty: 4552.965332 Iteration 25Q: 3 clusters Score -1229743 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6918 members Mstep: Class 2 contains 2777 members Entering Unmasked Estep Score: -1229745.500000 Penalty: 4552.965332 Iteration 26Q: 3 clusters Score -1229746 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6923 members Mstep: Class 2 contains 2772 members Entering Unmasked Estep Score: -1229749.625000 Penalty: 4552.965332 Iteration 27Q: 3 clusters Score -1229750 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6928 members Mstep: Class 2 contains 2767 members Entering Unmasked Estep Score: -1229748.625000 Penalty: 4552.965332 Iteration 28Q: 3 clusters Score -1229749 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -1229750.750000 Penalty: 4552.965332 Iteration 29Q: 3 clusters Score -1229751 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6929 members Mstep: Class 2 contains 2766 members Entering Unmasked Estep Score: -1229750.750000 Penalty: 4552.965332 Iteration 30F: 3 clusters Score -1229751 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 16527 members Mstep: Class 3 contains 6278 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 10590 members Mstep: Class 6 contains 25831 members Mstep: Class 7 contains 51380 members Mstep: Class 8 contains 3196 members Mstep: Class 9 contains 720 members Mstep: Class 10 contains 17749 members Mstep: Class 11 contains 80080 members Mstep: Class 12 contains 928 members Mstep: Class 13 contains 26395 members Mstep: Class 14 contains 558 members Mstep: Class 15 contains 2766 members Mstep: Class 17 contains 163494 members Mstep: Class 18 contains 6929 members Mstep: Class 19 contains 1999 members Mstep: Class 20 contains 22481 members Mstep: Class 22 contains 1530 members Entering Unmasked Estep Score: -55705272.000000 Penalty: 64514.226562 Splitting cluster 18 changes total score from -55700124.000000 to -55705272.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 19 (1999 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1999 members Entering Unmasked Estep Score: -250653.000000 Penalty: 1884.899780 Iteration 0F: 2 clusters Score -250653 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1007 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -248228.687500 Penalty: 3769.799561 Iteration 0F: 3 clusters Score -248228.7 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -250156.500000 Penalty: 3769.799561 Iteration 1F: 3 clusters Score -250156.5 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 1537 members Entering Unmasked Estep Score: -251086.937500 Penalty: 3769.799561 Iteration 2F: 3 clusters Score -251086.9 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 1706 members Entering Unmasked Estep Score: -251504.015625 Penalty: 3769.799561 Iteration 3F: 3 clusters Score -251504 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -251684.781250 Penalty: 3769.799561 Iteration 4Q: 3 clusters Score -251684.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 1800 members Entering Unmasked Estep Score: -251739.046875 Penalty: 3769.799561 Iteration 5Q: 3 clusters Score -251739 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 1809 members Entering Unmasked Estep Score: -251761.687500 Penalty: 3769.799561 Iteration 6Q: 3 clusters Score -251761.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -251777.296875 Penalty: 3769.799561 Iteration 7Q: 3 clusters Score -251777.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -251782.640625 Penalty: 3769.799561 Iteration 8Q: 3 clusters Score -251782.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -251792.234375 Penalty: 3769.799561 Iteration 9Q: 3 clusters Score -251792.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -251794.937500 Penalty: 3769.799561 Iteration 10Q: 3 clusters Score -251794.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 1819 members Entering Unmasked Estep Score: -251794.937500 Penalty: 3769.799561 Iteration 11F: 3 clusters Score -251794.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 16527 members Mstep: Class 3 contains 6278 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 10590 members Mstep: Class 6 contains 25831 members Mstep: Class 7 contains 51380 members Mstep: Class 8 contains 3196 members Mstep: Class 9 contains 720 members Mstep: Class 10 contains 17749 members Mstep: Class 11 contains 80080 members Mstep: Class 12 contains 928 members Mstep: Class 13 contains 26395 members Mstep: Class 14 contains 558 members Mstep: Class 15 contains 2766 members Mstep: Class 16 contains 1819 members Mstep: Class 17 contains 163494 members Mstep: Class 18 contains 6929 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 22481 members Mstep: Class 22 contains 1530 members Entering Unmasked Estep Score: -55705116.000000 Penalty: 67739.937500 Splitting cluster 19 changes total score from -55700124.000000 to -55705116.000000 So it's getting split into cluster 16. Entering ConstructFrom: Trying to split cluster 20 (22481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22481 members Entering Unmasked Estep Score: -2897310.500000 Penalty: 2485.065674 Iteration 0F: 2 clusters Score -2897310 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11121 members Mstep: Class 2 contains 11360 members Entering Unmasked Estep Score: -2881587.000000 Penalty: 4970.131348 Iteration 0F: 3 clusters Score -2881587 nChanged 10026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10709 members Mstep: Class 2 contains 11772 members Entering Unmasked Estep Score: -2887216.000000 Penalty: 4970.131348 Iteration 1F: 3 clusters Score -2887216 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10439 members Mstep: Class 2 contains 12042 members Entering Unmasked Estep Score: -2887660.500000 Penalty: 4970.131348 Iteration 2F: 3 clusters Score -2887660 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10137 members Mstep: Class 2 contains 12344 members Entering Unmasked Estep Score: -2888026.250000 Penalty: 4970.131348 Iteration 3Q: 3 clusters Score -2888026 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9724 members Mstep: Class 2 contains 12757 members Entering Unmasked Estep Score: -2888435.250000 Penalty: 4970.131348 Iteration 4Q: 3 clusters Score -2888435 nChanged 950 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9132 members Mstep: Class 2 contains 13349 members Entering Unmasked Estep Score: -2888884.500000 Penalty: 4970.131348 Iteration 5Q: 3 clusters Score -2888884 nChanged 947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8421 members Mstep: Class 2 contains 14060 members Entering Unmasked Estep Score: -2889370.250000 Penalty: 4970.131348 Iteration 6Q: 3 clusters Score -2889370 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7583 members Mstep: Class 2 contains 14898 members Entering Unmasked Estep Score: -2889894.500000 Penalty: 4970.131348 Iteration 7Q: 3 clusters Score -2889894 nChanged 1044 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 15826 members Entering Unmasked Estep Score: -2890535.000000 Penalty: 4970.131348 Iteration 8Q: 3 clusters Score -2890535 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5586 members Mstep: Class 2 contains 16895 members Entering Unmasked Estep Score: -2891271.500000 Penalty: 4970.131348 Iteration 9F: 3 clusters Score -2891272 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4518 members Mstep: Class 2 contains 17963 members Entering Unmasked Estep Score: -2892124.750000 Penalty: 4970.131348 Iteration 10F: 3 clusters Score -2892125 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3536 members Mstep: Class 2 contains 18945 members Entering Unmasked Estep Score: -2892877.500000 Penalty: 4970.131348 Iteration 11Q: 3 clusters Score -2892878 nChanged 810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2756 members Mstep: Class 2 contains 19725 members Entering Unmasked Estep Score: -2893459.750000 Penalty: 4970.131348 Iteration 12Q: 3 clusters Score -2893460 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 20312 members Entering Unmasked Estep Score: -2893906.500000 Penalty: 4970.131348 Iteration 13Q: 3 clusters Score -2893906 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1718 members Mstep: Class 2 contains 20763 members Entering Unmasked Estep Score: -2894263.500000 Penalty: 4970.131348 Iteration 14Q: 3 clusters Score -2894264 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 21077 members Entering Unmasked Estep Score: -2894484.500000 Penalty: 4970.131348 Iteration 15Q: 3 clusters Score -2894484 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 21322 members Entering Unmasked Estep Score: -2894650.250000 Penalty: 4970.131348 Iteration 16Q: 3 clusters Score -2894650 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 21495 members Entering Unmasked Estep Score: -2894772.750000 Penalty: 4970.131348 Iteration 17Q: 3 clusters Score -2894773 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 21635 members Entering Unmasked Estep Score: -2894872.750000 Penalty: 4970.131348 Iteration 18Q: 3 clusters Score -2894873 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 21735 members Entering Unmasked Estep Score: -2894938.250000 Penalty: 4970.131348 Iteration 19Q: 3 clusters Score -2894938 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 21807 members Entering Unmasked Estep Score: -2894994.000000 Penalty: 4970.131348 Iteration 20F: 3 clusters Score -2894994 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 21866 members Entering Unmasked Estep Score: -2895041.000000 Penalty: 4970.131348 Iteration 21Q: 3 clusters Score -2895041 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 21903 members Entering Unmasked Estep Score: -2895071.750000 Penalty: 4970.131348 Iteration 22Q: 3 clusters Score -2895072 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 21934 members Entering Unmasked Estep Score: -2895102.750000 Penalty: 4970.131348 Iteration 23Q: 3 clusters Score -2895103 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 21962 members Entering Unmasked Estep Score: -2895116.250000 Penalty: 4970.131348 Iteration 24Q: 3 clusters Score -2895116 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 21973 members Entering Unmasked Estep Score: -2895131.000000 Penalty: 4970.131348 Iteration 25Q: 3 clusters Score -2895131 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 502 members Mstep: Class 2 contains 21979 members Entering Unmasked Estep Score: -2895130.750000 Penalty: 4970.131348 Iteration 26Q: 3 clusters Score -2895131 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 21983 members Entering Unmasked Estep Score: -2895139.000000 Penalty: 4970.131348 Iteration 27Q: 3 clusters Score -2895139 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 496 members Mstep: Class 2 contains 21985 members Entering Unmasked Estep Score: -2895143.750000 Penalty: 4970.131348 Iteration 28Q: 3 clusters Score -2895144 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 21992 members Entering Unmasked Estep Score: -2895147.750000 Penalty: 4970.131348 Iteration 29Q: 3 clusters Score -2895148 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 21996 members Entering Unmasked Estep Score: -2895149.250000 Penalty: 4970.131348 Iteration 30Q: 3 clusters Score -2895149 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 21997 members Entering Unmasked Estep Score: -2895147.500000 Penalty: 4970.131348 Iteration 31Q: 3 clusters Score -2895148 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 21999 members Entering Unmasked Estep Score: -2895148.000000 Penalty: 4970.131348 Iteration 32Q: 3 clusters Score -2895148 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 22001 members Entering Unmasked Estep Score: -2895146.500000 Penalty: 4970.131348 Iteration 33Q: 3 clusters Score -2895146 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 477 members Mstep: Class 2 contains 22004 members Entering Unmasked Estep Score: -2895148.000000 Penalty: 4970.131348 Iteration 34Q: 3 clusters Score -2895148 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 22006 members Entering Unmasked Estep Score: -2895153.000000 Penalty: 4970.131348 Iteration 35Q: 3 clusters Score -2895153 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 22010 members Entering Unmasked Estep Score: -2895151.000000 Penalty: 4970.131348 Iteration 36Q: 3 clusters Score -2895151 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 22010 members Entering Unmasked Estep Score: -2895152.250000 Penalty: 4970.131348 Iteration 37Q: 3 clusters Score -2895152 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 22011 members Entering Unmasked Estep Score: -2895155.250000 Penalty: 4970.131348 Iteration 38Q: 3 clusters Score -2895155 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 22011 members Entering Unmasked Estep Score: -2895155.250000 Penalty: 4970.131348 Iteration 39F: 3 clusters Score -2895155 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (1530 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1530 members Entering Unmasked Estep Score: -176283.828125 Penalty: 1818.589722 Iteration 0F: 2 clusters Score -176283.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 765 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -174016.578125 Penalty: 3637.179443 Iteration 0F: 3 clusters Score -174016.6 nChanged 484 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -174558.375000 Penalty: 3637.179443 Iteration 1F: 3 clusters Score -174558.4 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 855 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -174889.500000 Penalty: 3637.179443 Iteration 2F: 3 clusters Score -174889.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 906 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -175187.953125 Penalty: 3637.179443 Iteration 3F: 3 clusters Score -175188 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -175525.421875 Penalty: 3637.179443 Iteration 4F: 3 clusters Score -175525.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 986 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -175900.250000 Penalty: 3637.179443 Iteration 5F: 3 clusters Score -175900.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1027 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -176191.656250 Penalty: 3637.179443 Iteration 6F: 3 clusters Score -176191.7 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -176361.343750 Penalty: 3637.179443 Iteration 7Q: 3 clusters Score -176361.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -176423.156250 Penalty: 3637.179443 Iteration 8Q: 3 clusters Score -176423.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1024 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -176465.093750 Penalty: 3637.179443 Iteration 9Q: 3 clusters Score -176465.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -176496.562500 Penalty: 3637.179443 Iteration 10Q: 3 clusters Score -176496.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1003 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -176509.250000 Penalty: 3637.179443 Iteration 11Q: 3 clusters Score -176509.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -176514.718750 Penalty: 3637.179443 Iteration 12Q: 3 clusters Score -176514.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 990 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -176519.718750 Penalty: 3637.179443 Iteration 13Q: 3 clusters Score -176519.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 985 members Mstep: Class 2 contains 545 members Entering Unmasked Estep Score: -176524.031250 Penalty: 3637.179443 Iteration 14Q: 3 clusters Score -176524 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -176525.453125 Penalty: 3637.179443 Iteration 15Q: 3 clusters Score -176525.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -176525.453125 Penalty: 3637.179443 Iteration 16F: 3 clusters Score -176525.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 16527 members Mstep: Class 3 contains 6278 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 10590 members Mstep: Class 6 contains 25831 members Mstep: Class 7 contains 51380 members Mstep: Class 8 contains 3196 members Mstep: Class 9 contains 720 members Mstep: Class 10 contains 17749 members Mstep: Class 11 contains 80080 members Mstep: Class 12 contains 928 members Mstep: Class 13 contains 26395 members Mstep: Class 14 contains 558 members Mstep: Class 15 contains 2766 members Mstep: Class 16 contains 1819 members Mstep: Class 17 contains 163494 members Mstep: Class 18 contains 6929 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 22481 members Mstep: Class 21 contains 547 members Mstep: Class 22 contains 983 members Entering Unmasked Estep Score: -55703956.000000 Penalty: 70965.648438 Splitting cluster 22 changes total score from -55700124.000000 to -55703956.000000 So it's getting split into cluster 21. Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5514 members Mstep: Class 2 contains 16527 members Mstep: Class 3 contains 6278 members Mstep: Class 4 contains 515 members Mstep: Class 5 contains 10590 members Mstep: Class 6 contains 25831 members Mstep: Class 7 contains 51380 members Mstep: Class 8 contains 3196 members Mstep: Class 10 contains 17749 members Mstep: Class 13 contains 26395 members Mstep: Class 14 contains 558 members Mstep: Class 17 contains 163494 members Mstep: Class 18 contains 6929 members Mstep: Class 19 contains 180 members Mstep: Class 20 contains 22481 members Mstep: Class 22 contains 983 members Entering Unmasked Estep ConsiderDeletion Score: -55709136.000000 Penalty: 70965.648438 Iteration 39Q: 23 clusters Score -5.570914e+07 nChanged 11539 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 1 contains 5601 members Mstep: Class 2 contains 16627 members Mstep: Class 3 contains 6477 members Mstep: Class 4 contains 533 members Mstep: Class 5 contains 11196 members Mstep: Class 6 contains 25790 members Mstep: Class 7 contains 48740 members Mstep: Class 8 contains 3257 members Mstep: Class 9 contains 704 members Mstep: Class 10 contains 17942 members Mstep: Class 11 contains 76703 members Mstep: Class 12 contains 939 members Mstep: Class 13 contains 26517 members Mstep: Class 14 contains 560 members Mstep: Class 15 contains 2669 members Mstep: Class 16 contains 2180 members Mstep: Class 17 contains 167349 members Mstep: Class 18 contains 6960 members Mstep: Class 19 contains 178 members Mstep: Class 20 contains 22714 members Mstep: Class 21 contains 520 members Mstep: Class 22 contains 1304 members Entering Unmasked Estep ConsiderDeletion Score: -55713656.000000 Penalty: 70965.648438 Iteration 40F: 23 clusters Score -5.571366e+07 nChanged 8528 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5605 members Mstep: Class 2 contains 16492 members Mstep: Class 3 contains 6622 members Mstep: Class 4 contains 538 members Mstep: Class 5 contains 11884 members Mstep: Class 6 contains 25211 members Mstep: Class 7 contains 46760 members Mstep: Class 8 contains 3257 members Mstep: Class 9 contains 689 members Mstep: Class 10 contains 18177 members Mstep: Class 11 contains 75157 members Mstep: Class 12 contains 959 members Mstep: Class 13 contains 26430 members Mstep: Class 14 contains 561 members Mstep: Class 15 contains 2700 members Mstep: Class 16 contains 2352 members Mstep: Class 17 contains 170176 members Mstep: Class 18 contains 6998 members Mstep: Class 19 contains 179 members Mstep: Class 20 contains 22664 members Mstep: Class 21 contains 530 members Mstep: Class 22 contains 1520 members Entering Unmasked Estep ConsiderDeletion Score: -55716144.000000 Penalty: 70965.648438 Iteration 41Q: 23 clusters Score -5.571614e+07 nChanged 6090 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5575 members Mstep: Class 2 contains 16288 members Mstep: Class 3 contains 6731 members Mstep: Class 4 contains 542 members Mstep: Class 5 contains 12502 members Mstep: Class 6 contains 24835 members Mstep: Class 7 contains 45248 members Mstep: Class 8 contains 3242 members Mstep: Class 9 contains 690 members Mstep: Class 10 contains 18377 members Mstep: Class 11 contains 73722 members Mstep: Class 12 contains 950 members Mstep: Class 13 contains 26292 members Mstep: Class 14 contains 561 members Mstep: Class 15 contains 2709 members Mstep: Class 16 contains 2446 members Mstep: Class 17 contains 172685 members Mstep: Class 18 contains 7051 members Mstep: Class 19 contains 179 members Mstep: Class 20 contains 22619 members Mstep: Class 21 contains 543 members Mstep: Class 22 contains 1674 members Entering Unmasked Estep ConsiderDeletion Score: -55717272.000000 Penalty: 70965.648438 Iteration 42Q: 23 clusters Score -5.571727e+07 nChanged 4761 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5533 members Mstep: Class 2 contains 16044 members Mstep: Class 3 contains 6817 members Mstep: Class 4 contains 546 members Mstep: Class 5 contains 13054 members Mstep: Class 6 contains 24607 members Mstep: Class 7 contains 44046 members Mstep: Class 8 contains 3215 members Mstep: Class 9 contains 690 members Mstep: Class 10 contains 18576 members Mstep: Class 11 contains 72429 members Mstep: Class 12 contains 945 members Mstep: Class 13 contains 26133 members Mstep: Class 14 contains 561 members Mstep: Class 15 contains 2715 members Mstep: Class 16 contains 2495 members Mstep: Class 17 contains 174864 members Mstep: Class 18 contains 7095 members Mstep: Class 19 contains 179 members Mstep: Class 20 contains 22590 members Mstep: Class 21 contains 552 members Mstep: Class 22 contains 1775 members Entering Unmasked Estep ConsiderDeletion Score: -55717728.000000 Penalty: 70965.648438 Iteration 43Q: 23 clusters Score -5.571773e+07 nChanged 3862 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5472 members Mstep: Class 2 contains 15813 members Mstep: Class 3 contains 6890 members Mstep: Class 4 contains 548 members Mstep: Class 5 contains 13508 members Mstep: Class 6 contains 24450 members Mstep: Class 7 contains 43087 members Mstep: Class 8 contains 3187 members Mstep: Class 9 contains 692 members Mstep: Class 10 contains 18739 members Mstep: Class 11 contains 71340 members Mstep: Class 12 contains 940 members Mstep: Class 13 contains 26013 members Mstep: Class 14 contains 561 members Mstep: Class 15 contains 2719 members Mstep: Class 16 contains 2509 members Mstep: Class 17 contains 176741 members Mstep: Class 18 contains 7134 members Mstep: Class 19 contains 179 members Mstep: Class 20 contains 22536 members Mstep: Class 21 contains 570 members Mstep: Class 22 contains 1833 members Entering Unmasked Estep ConsiderDeletion Score: -55718336.000000 Penalty: 70965.648438 Iteration 44Q: 23 clusters Score -5.571834e+07 nChanged 3243 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5423 members Mstep: Class 2 contains 15616 members Mstep: Class 3 contains 6955 members Mstep: Class 4 contains 549 members Mstep: Class 5 contains 13870 members Mstep: Class 6 contains 24327 members Mstep: Class 7 contains 42275 members Mstep: Class 8 contains 3156 members Mstep: Class 9 contains 695 members Mstep: Class 10 contains 18929 members Mstep: Class 11 contains 70384 members Mstep: Class 12 contains 935 members Mstep: Class 13 contains 25886 members Mstep: Class 14 contains 561 members Mstep: Class 15 contains 2727 members Mstep: Class 16 contains 2520 members Mstep: Class 17 contains 178362 members Mstep: Class 18 contains 7158 members Mstep: Class 19 contains 179 members Mstep: Class 20 contains 22478 members Mstep: Class 21 contains 585 members Mstep: Class 22 contains 1891 members Entering Unmasked Estep ConsiderDeletion Score: -55718584.000000 Penalty: 70965.648438 Iteration 45Q: 23 clusters Score -5.571858e+07 nChanged 2683 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5377 members Mstep: Class 2 contains 15419 members Mstep: Class 3 contains 7015 members Mstep: Class 4 contains 549 members Mstep: Class 5 contains 14134 members Mstep: Class 6 contains 24242 members Mstep: Class 7 contains 41595 members Mstep: Class 8 contains 3130 members Mstep: Class 9 contains 698 members Mstep: Class 10 contains 19091 members Mstep: Class 11 contains 69628 members Mstep: Class 12 contains 930 members Mstep: Class 13 contains 25779 members Mstep: Class 14 contains 561 members Mstep: Class 15 contains 2734 members Mstep: Class 16 contains 2520 members Mstep: Class 17 contains 179774 members Mstep: Class 18 contains 7168 members Mstep: Class 19 contains 178 members Mstep: Class 20 contains 22410 members Mstep: Class 21 contains 595 members Mstep: Class 22 contains 1934 members Entering Unmasked Estep ConsiderDeletion Score: -55718828.000000 Penalty: 70965.648438 Iteration 46Q: 23 clusters Score -5.571883e+07 nChanged 2365 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5346 members Mstep: Class 2 contains 15219 members Mstep: Class 3 contains 7055 members Mstep: Class 4 contains 550 members Mstep: Class 5 contains 14350 members Mstep: Class 6 contains 24177 members Mstep: Class 7 contains 41041 members Mstep: Class 8 contains 3094 members Mstep: Class 9 contains 700 members Mstep: Class 10 contains 19236 members Mstep: Class 11 contains 68939 members Mstep: Class 12 contains 926 members Mstep: Class 13 contains 25671 members Mstep: Class 14 contains 561 members Mstep: Class 15 contains 2735 members Mstep: Class 16 contains 2526 members Mstep: Class 17 contains 181091 members Mstep: Class 18 contains 7194 members Mstep: Class 19 contains 177 members Mstep: Class 20 contains 22299 members Mstep: Class 21 contains 602 members Mstep: Class 22 contains 1972 members Entering Unmasked Estep ConsiderDeletion Score: -55719040.000000 Penalty: 70965.648438 Iteration 47Q: 23 clusters Score -5.571904e+07 nChanged 2117 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5326 members Mstep: Class 2 contains 15003 members Mstep: Class 3 contains 7078 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 14537 members Mstep: Class 6 contains 24125 members Mstep: Class 7 contains 40577 members Mstep: Class 8 contains 3070 members Mstep: Class 9 contains 702 members Mstep: Class 10 contains 19368 members Mstep: Class 11 contains 68347 members Mstep: Class 12 contains 924 members Mstep: Class 13 contains 25582 members Mstep: Class 14 contains 561 members Mstep: Class 15 contains 2738 members Mstep: Class 16 contains 2529 members Mstep: Class 17 contains 182221 members Mstep: Class 18 contains 7208 members Mstep: Class 19 contains 176 members Mstep: Class 20 contains 22217 members Mstep: Class 21 contains 606 members Mstep: Class 22 contains 2015 members Entering Unmasked Estep ConsiderDeletion Score: -55719320.000000 Penalty: 70965.648438 Iteration 48Q: 23 clusters Score -5.571932e+07 nChanged 1875 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5302 members Mstep: Class 2 contains 14826 members Mstep: Class 3 contains 7099 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 14655 members Mstep: Class 6 contains 24083 members Mstep: Class 7 contains 40158 members Mstep: Class 8 contains 3055 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 19486 members Mstep: Class 11 contains 67810 members Mstep: Class 12 contains 924 members Mstep: Class 13 contains 25508 members Mstep: Class 14 contains 561 members Mstep: Class 15 contains 2742 members Mstep: Class 16 contains 2531 members Mstep: Class 17 contains 183296 members Mstep: Class 18 contains 7217 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 22123 members Mstep: Class 21 contains 604 members Mstep: Class 22 contains 2052 members Entering Unmasked Estep ConsiderDeletion Score: -55719508.000000 Penalty: 70965.648438 Iteration 49Q: 23 clusters Score -5.571951e+07 nChanged 1706 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5283 members Mstep: Class 2 contains 14648 members Mstep: Class 3 contains 7122 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 14766 members Mstep: Class 6 contains 24054 members Mstep: Class 7 contains 39788 members Mstep: Class 8 contains 3044 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 19606 members Mstep: Class 11 contains 67349 members Mstep: Class 12 contains 923 members Mstep: Class 13 contains 25432 members Mstep: Class 14 contains 562 members Mstep: Class 15 contains 2745 members Mstep: Class 16 contains 2531 members Mstep: Class 17 contains 184240 members Mstep: Class 18 contains 7228 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 22025 members Mstep: Class 21 contains 605 members Mstep: Class 22 contains 2081 members Entering Unmasked Estep ConsiderDeletion Score: -55719648.000000 Penalty: 70965.648438 Iteration 50Q: 23 clusters Score -5.571965e+07 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5273 members Mstep: Class 2 contains 14481 members Mstep: Class 3 contains 7118 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 14865 members Mstep: Class 6 contains 24035 members Mstep: Class 7 contains 39452 members Mstep: Class 8 contains 3029 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 19721 members Mstep: Class 11 contains 66974 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 25365 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2748 members Mstep: Class 16 contains 2530 members Mstep: Class 17 contains 185113 members Mstep: Class 18 contains 7233 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21908 members Mstep: Class 21 contains 607 members Mstep: Class 22 contains 2095 members Entering Unmasked Estep ConsiderDeletion Score: -55719716.000000 Penalty: 70965.648438 Iteration 51Q: 23 clusters Score -5.571972e+07 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5250 members Mstep: Class 2 contains 14354 members Mstep: Class 3 contains 7116 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 14948 members Mstep: Class 6 contains 24022 members Mstep: Class 7 contains 39181 members Mstep: Class 8 contains 3017 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 19834 members Mstep: Class 11 contains 66649 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 25302 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2750 members Mstep: Class 16 contains 2529 members Mstep: Class 17 contains 185838 members Mstep: Class 18 contains 7236 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21801 members Mstep: Class 21 contains 609 members Mstep: Class 22 contains 2111 members Entering Unmasked Estep ConsiderDeletion Score: -55719680.000000 Penalty: 70965.648438 Iteration 52Q: 23 clusters Score -5.571968e+07 nChanged 1060 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5243 members Mstep: Class 2 contains 14252 members Mstep: Class 3 contains 7116 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 14996 members Mstep: Class 6 contains 24009 members Mstep: Class 7 contains 38961 members Mstep: Class 8 contains 3001 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 19927 members Mstep: Class 11 contains 66367 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 25258 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2753 members Mstep: Class 16 contains 2530 members Mstep: Class 17 contains 186449 members Mstep: Class 18 contains 7236 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21717 members Mstep: Class 21 contains 610 members Mstep: Class 22 contains 2122 members Entering Unmasked Estep ConsiderDeletion Score: -55719724.000000 Penalty: 70965.648438 Iteration 53Q: 23 clusters Score -5.571972e+07 nChanged 981 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5228 members Mstep: Class 2 contains 14171 members Mstep: Class 3 contains 7116 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15045 members Mstep: Class 6 contains 23998 members Mstep: Class 7 contains 38753 members Mstep: Class 8 contains 2990 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20016 members Mstep: Class 11 contains 66096 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 25212 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2756 members Mstep: Class 16 contains 2532 members Mstep: Class 17 contains 187021 members Mstep: Class 18 contains 7236 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21637 members Mstep: Class 21 contains 610 members Mstep: Class 22 contains 2130 members Entering Unmasked Estep ConsiderDeletion Score: -55719676.000000 Penalty: 70965.648438 Iteration 54Q: 23 clusters Score -5.571968e+07 nChanged 847 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5225 members Mstep: Class 2 contains 14090 members Mstep: Class 3 contains 7117 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15077 members Mstep: Class 6 contains 23995 members Mstep: Class 7 contains 38569 members Mstep: Class 8 contains 2977 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20105 members Mstep: Class 11 contains 65875 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 25180 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2757 members Mstep: Class 16 contains 2529 members Mstep: Class 17 contains 187490 members Mstep: Class 18 contains 7237 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21581 members Mstep: Class 21 contains 611 members Mstep: Class 22 contains 2132 members Entering Unmasked Estep ConsiderDeletion Score: -55719848.000000 Penalty: 70965.648438 Iteration 55Q: 23 clusters Score -5.571985e+07 nChanged 737 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5221 members Mstep: Class 2 contains 14023 members Mstep: Class 3 contains 7109 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15112 members Mstep: Class 6 contains 23992 members Mstep: Class 7 contains 38401 members Mstep: Class 8 contains 2971 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20186 members Mstep: Class 11 contains 65674 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 25152 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2525 members Mstep: Class 17 contains 187901 members Mstep: Class 18 contains 7235 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21541 members Mstep: Class 21 contains 611 members Mstep: Class 22 contains 2135 members Entering Unmasked Estep ConsiderDeletion Score: -55719820.000000 Penalty: 70965.648438 Iteration 56Q: 23 clusters Score -5.571982e+07 nChanged 669 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 13954 members Mstep: Class 3 contains 7085 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15132 members Mstep: Class 6 contains 23993 members Mstep: Class 7 contains 38261 members Mstep: Class 8 contains 2965 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20267 members Mstep: Class 11 contains 65495 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 25125 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2523 members Mstep: Class 17 contains 188289 members Mstep: Class 18 contains 7232 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21505 members Mstep: Class 21 contains 611 members Mstep: Class 22 contains 2132 members Entering Unmasked Estep ConsiderDeletion Score: -55719884.000000 Penalty: 70965.648438 Iteration 57Q: 23 clusters Score -5.571988e+07 nChanged 589 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5211 members Mstep: Class 2 contains 13892 members Mstep: Class 3 contains 7075 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15154 members Mstep: Class 6 contains 23994 members Mstep: Class 7 contains 38152 members Mstep: Class 8 contains 2956 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20329 members Mstep: Class 11 contains 65323 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 25097 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2760 members Mstep: Class 16 contains 2522 members Mstep: Class 17 contains 188651 members Mstep: Class 18 contains 7233 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21456 members Mstep: Class 21 contains 611 members Mstep: Class 22 contains 2131 members Entering Unmasked Estep ConsiderDeletion Score: -55719936.000000 Penalty: 70965.648438 Iteration 58Q: 23 clusters Score -5.571994e+07 nChanged 529 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5209 members Mstep: Class 2 contains 13841 members Mstep: Class 3 contains 7074 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15177 members Mstep: Class 6 contains 23990 members Mstep: Class 7 contains 38043 members Mstep: Class 8 contains 2939 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20381 members Mstep: Class 11 contains 65182 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 25060 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2760 members Mstep: Class 16 contains 2523 members Mstep: Class 17 contains 188971 members Mstep: Class 18 contains 7231 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21424 members Mstep: Class 21 contains 611 members Mstep: Class 22 contains 2131 members Entering Unmasked Estep ConsiderDeletion Score: -55720008.000000 Penalty: 70965.648438 Iteration 59Q: 23 clusters Score -5.572001e+07 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5205 members Mstep: Class 2 contains 13789 members Mstep: Class 3 contains 7078 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15200 members Mstep: Class 6 contains 23986 members Mstep: Class 7 contains 37948 members Mstep: Class 8 contains 2931 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20418 members Mstep: Class 11 contains 65051 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 25029 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2759 members Mstep: Class 16 contains 2522 members Mstep: Class 17 contains 189267 members Mstep: Class 18 contains 7230 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21391 members Mstep: Class 21 contains 611 members Mstep: Class 22 contains 2132 members Entering Unmasked Estep ConsiderDeletion Score: -55720008.000000 Penalty: 70965.648438 Iteration 60F: 23 clusters Score -5.572001e+07 nChanged 429 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5200 members Mstep: Class 2 contains 13745 members Mstep: Class 3 contains 7104 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15220 members Mstep: Class 6 contains 23981 members Mstep: Class 7 contains 37858 members Mstep: Class 8 contains 2921 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20445 members Mstep: Class 11 contains 64913 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 25016 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2759 members Mstep: Class 16 contains 2522 members Mstep: Class 17 contains 189515 members Mstep: Class 18 contains 7234 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21370 members Mstep: Class 21 contains 611 members Mstep: Class 22 contains 2133 members Entering Unmasked Estep ConsiderDeletion Score: -55719888.000000 Penalty: 70965.648438 Iteration 61Q: 23 clusters Score -5.571989e+07 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5194 members Mstep: Class 2 contains 13710 members Mstep: Class 3 contains 7120 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15246 members Mstep: Class 6 contains 23981 members Mstep: Class 7 contains 37764 members Mstep: Class 8 contains 2912 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20476 members Mstep: Class 11 contains 64787 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 24995 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2759 members Mstep: Class 16 contains 2520 members Mstep: Class 17 contains 189752 members Mstep: Class 18 contains 7234 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21354 members Mstep: Class 21 contains 610 members Mstep: Class 22 contains 2133 members Entering Unmasked Estep ConsiderDeletion Score: -55719980.000000 Penalty: 70965.648438 Iteration 62Q: 23 clusters Score -5.571998e+07 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5191 members Mstep: Class 2 contains 13679 members Mstep: Class 3 contains 7143 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15262 members Mstep: Class 6 contains 23980 members Mstep: Class 7 contains 37663 members Mstep: Class 8 contains 2902 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20511 members Mstep: Class 11 contains 64682 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 24970 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2519 members Mstep: Class 17 contains 189973 members Mstep: Class 18 contains 7234 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21339 members Mstep: Class 21 contains 609 members Mstep: Class 22 contains 2132 members Entering Unmasked Estep ConsiderDeletion Score: -55720072.000000 Penalty: 70965.648438 Iteration 63Q: 23 clusters Score -5.572007e+07 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5186 members Mstep: Class 2 contains 13641 members Mstep: Class 3 contains 7183 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15281 members Mstep: Class 6 contains 23979 members Mstep: Class 7 contains 37576 members Mstep: Class 8 contains 2893 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20547 members Mstep: Class 11 contains 64589 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 24956 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2756 members Mstep: Class 16 contains 2518 members Mstep: Class 17 contains 190154 members Mstep: Class 18 contains 7234 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21314 members Mstep: Class 21 contains 610 members Mstep: Class 22 contains 2130 members Entering Unmasked Estep ConsiderDeletion Score: -55720052.000000 Penalty: 70965.648438 Iteration 64Q: 23 clusters Score -5.572005e+07 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5183 members Mstep: Class 2 contains 13587 members Mstep: Class 3 contains 7224 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15310 members Mstep: Class 6 contains 23973 members Mstep: Class 7 contains 37479 members Mstep: Class 8 contains 2887 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20587 members Mstep: Class 11 contains 64507 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 24934 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2756 members Mstep: Class 16 contains 2519 members Mstep: Class 17 contains 190331 members Mstep: Class 18 contains 7234 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21292 members Mstep: Class 21 contains 611 members Mstep: Class 22 contains 2133 members Entering Unmasked Estep ConsiderDeletion Score: -55720092.000000 Penalty: 70965.648438 Iteration 65Q: 23 clusters Score -5.572009e+07 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5180 members Mstep: Class 2 contains 13533 members Mstep: Class 3 contains 7271 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15332 members Mstep: Class 6 contains 23965 members Mstep: Class 7 contains 37383 members Mstep: Class 8 contains 2883 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20629 members Mstep: Class 11 contains 64414 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 24924 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2518 members Mstep: Class 17 contains 190498 members Mstep: Class 18 contains 7234 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21273 members Mstep: Class 21 contains 612 members Mstep: Class 22 contains 2140 members Entering Unmasked Estep ConsiderDeletion Score: -55720192.000000 Penalty: 70965.648438 Iteration 66Q: 23 clusters Score -5.572019e+07 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5175 members Mstep: Class 2 contains 13487 members Mstep: Class 3 contains 7333 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15339 members Mstep: Class 6 contains 23962 members Mstep: Class 7 contains 37303 members Mstep: Class 8 contains 2879 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20669 members Mstep: Class 11 contains 64331 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 24918 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2759 members Mstep: Class 16 contains 2520 members Mstep: Class 17 contains 190613 members Mstep: Class 18 contains 7239 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21262 members Mstep: Class 21 contains 612 members Mstep: Class 22 contains 2146 members Entering Unmasked Estep ConsiderDeletion Score: -55720104.000000 Penalty: 70965.648438 Iteration 67Q: 23 clusters Score -5.57201e+07 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5171 members Mstep: Class 2 contains 13443 members Mstep: Class 3 contains 7382 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15355 members Mstep: Class 6 contains 23957 members Mstep: Class 7 contains 37239 members Mstep: Class 8 contains 2869 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20702 members Mstep: Class 11 contains 64258 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 24910 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2519 members Mstep: Class 17 contains 190742 members Mstep: Class 18 contains 7240 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21241 members Mstep: Class 21 contains 612 members Mstep: Class 22 contains 2149 members Entering Unmasked Estep ConsiderDeletion Score: -55720232.000000 Penalty: 70965.648438 Iteration 68Q: 23 clusters Score -5.572023e+07 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5165 members Mstep: Class 2 contains 13395 members Mstep: Class 3 contains 7417 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15363 members Mstep: Class 6 contains 23955 members Mstep: Class 7 contains 37168 members Mstep: Class 8 contains 2858 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20734 members Mstep: Class 11 contains 64185 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 24901 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2759 members Mstep: Class 16 contains 2520 members Mstep: Class 17 contains 190893 members Mstep: Class 18 contains 7240 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21230 members Mstep: Class 21 contains 612 members Mstep: Class 22 contains 2152 members Entering Unmasked Estep ConsiderDeletion Score: -55720348.000000 Penalty: 70965.648438 Iteration 69Q: 23 clusters Score -5.572035e+07 nChanged 430 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 13369 members Mstep: Class 3 contains 7461 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15371 members Mstep: Class 6 contains 23950 members Mstep: Class 7 contains 37079 members Mstep: Class 8 contains 2857 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20766 members Mstep: Class 11 contains 64118 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 24898 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2759 members Mstep: Class 16 contains 2520 members Mstep: Class 17 contains 191015 members Mstep: Class 18 contains 7239 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21215 members Mstep: Class 21 contains 612 members Mstep: Class 22 contains 2157 members Entering Unmasked Estep ConsiderDeletion Score: -55720316.000000 Penalty: 70965.648438 Iteration 70Q: 23 clusters Score -5.572032e+07 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5157 members Mstep: Class 2 contains 13340 members Mstep: Class 3 contains 7503 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15377 members Mstep: Class 6 contains 23949 members Mstep: Class 7 contains 37006 members Mstep: Class 8 contains 2850 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20791 members Mstep: Class 11 contains 64055 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 24891 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2517 members Mstep: Class 17 contains 191144 members Mstep: Class 18 contains 7239 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21198 members Mstep: Class 21 contains 612 members Mstep: Class 22 contains 2160 members Entering Unmasked Estep ConsiderDeletion Score: -55720384.000000 Penalty: 70965.648438 Iteration 71Q: 23 clusters Score -5.572038e+07 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5154 members Mstep: Class 2 contains 13324 members Mstep: Class 3 contains 7560 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15385 members Mstep: Class 6 contains 23945 members Mstep: Class 7 contains 36930 members Mstep: Class 8 contains 2842 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20814 members Mstep: Class 11 contains 63999 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 24879 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2757 members Mstep: Class 16 contains 2513 members Mstep: Class 17 contains 191237 members Mstep: Class 18 contains 7243 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21189 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 2163 members Entering Unmasked Estep ConsiderDeletion Score: -55720356.000000 Penalty: 70965.648438 Iteration 72Q: 23 clusters Score -5.572036e+07 nChanged 305 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5151 members Mstep: Class 2 contains 13309 members Mstep: Class 3 contains 7613 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15387 members Mstep: Class 6 contains 23942 members Mstep: Class 7 contains 36868 members Mstep: Class 8 contains 2839 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20838 members Mstep: Class 11 contains 63956 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 24872 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2755 members Mstep: Class 16 contains 2513 members Mstep: Class 17 contains 191308 members Mstep: Class 18 contains 7244 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21172 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 2167 members Entering Unmasked Estep ConsiderDeletion Score: -55720372.000000 Penalty: 70965.648438 Iteration 73Q: 23 clusters Score -5.572037e+07 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5148 members Mstep: Class 2 contains 13300 members Mstep: Class 3 contains 7638 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15395 members Mstep: Class 6 contains 23940 members Mstep: Class 7 contains 36806 members Mstep: Class 8 contains 2837 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20855 members Mstep: Class 11 contains 63911 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 24871 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2755 members Mstep: Class 16 contains 2513 members Mstep: Class 17 contains 191404 members Mstep: Class 18 contains 7243 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21152 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 2166 members Entering Unmasked Estep ConsiderDeletion Score: -55720376.000000 Penalty: 70965.648438 Iteration 74Q: 23 clusters Score -5.572038e+07 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5150 members Mstep: Class 2 contains 13291 members Mstep: Class 3 contains 7659 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15396 members Mstep: Class 6 contains 23939 members Mstep: Class 7 contains 36737 members Mstep: Class 8 contains 2836 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20869 members Mstep: Class 11 contains 63859 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 24861 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2755 members Mstep: Class 16 contains 2513 members Mstep: Class 17 contains 191519 members Mstep: Class 18 contains 7241 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21142 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 2167 members Entering Unmasked Estep ConsiderDeletion Score: -55720376.000000 Penalty: 70965.648438 Iteration 75Q: 23 clusters Score -5.572038e+07 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5146 members Mstep: Class 2 contains 13285 members Mstep: Class 3 contains 7685 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15405 members Mstep: Class 6 contains 23939 members Mstep: Class 7 contains 36679 members Mstep: Class 8 contains 2834 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20881 members Mstep: Class 11 contains 63809 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 24853 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2755 members Mstep: Class 16 contains 2513 members Mstep: Class 17 contains 191612 members Mstep: Class 18 contains 7241 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21129 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 2168 members Entering Unmasked Estep ConsiderDeletion Score: -55720268.000000 Penalty: 70965.648438 Iteration 76Q: 23 clusters Score -5.572027e+07 nChanged 201 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 13279 members Mstep: Class 3 contains 7691 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15413 members Mstep: Class 6 contains 23936 members Mstep: Class 7 contains 36645 members Mstep: Class 8 contains 2832 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20895 members Mstep: Class 11 contains 63765 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 24849 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2755 members Mstep: Class 16 contains 2512 members Mstep: Class 17 contains 191696 members Mstep: Class 18 contains 7244 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21110 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 2171 members Entering Unmasked Estep ConsiderDeletion Score: -55720336.000000 Penalty: 70965.648438 Iteration 77Q: 23 clusters Score -5.572034e+07 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5138 members Mstep: Class 2 contains 13273 members Mstep: Class 3 contains 7704 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15417 members Mstep: Class 6 contains 23936 members Mstep: Class 7 contains 36619 members Mstep: Class 8 contains 2830 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20907 members Mstep: Class 11 contains 63713 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 24847 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2755 members Mstep: Class 16 contains 2510 members Mstep: Class 17 contains 191774 members Mstep: Class 18 contains 7244 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21096 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 2171 members Entering Unmasked Estep ConsiderDeletion Score: -55720352.000000 Penalty: 70965.648438 Iteration 78Q: 23 clusters Score -5.572035e+07 nChanged 164 Entering ConstructFrom: Score: -55720352.000000 Penalty: 70965.648438 Entering ConstructFrom: Trying to split cluster 1 (5139 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5139 members Entering Unmasked Estep Score: -655679.937500 Penalty: 2119.064209 Iteration 0F: 2 clusters Score -655679.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2523 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -651118.437500 Penalty: 4238.128418 Iteration 0F: 3 clusters Score -651118.4 nChanged 1998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2397 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -652196.125000 Penalty: 4238.128418 Iteration 1F: 3 clusters Score -652196.1 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -652462.750000 Penalty: 4238.128418 Iteration 2F: 3 clusters Score -652462.8 nChanged 308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 2896 members Entering Unmasked Estep Score: -652698.625000 Penalty: 4238.128418 Iteration 3F: 3 clusters Score -652698.6 nChanged 272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 3002 members Entering Unmasked Estep Score: -652923.875000 Penalty: 4238.128418 Iteration 4F: 3 clusters Score -652923.9 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 3124 members Entering Unmasked Estep Score: -653134.250000 Penalty: 4238.128418 Iteration 5Q: 3 clusters Score -653134.2 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 3247 members Entering Unmasked Estep Score: -653302.500000 Penalty: 4238.128418 Iteration 6Q: 3 clusters Score -653302.5 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 3358 members Entering Unmasked Estep Score: -653448.500000 Penalty: 4238.128418 Iteration 7Q: 3 clusters Score -653448.5 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -653595.875000 Penalty: 4238.128418 Iteration 8Q: 3 clusters Score -653595.9 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1556 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -653752.062500 Penalty: 4238.128418 Iteration 9Q: 3 clusters Score -653752.1 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1438 members Mstep: Class 2 contains 3701 members Entering Unmasked Estep Score: -653914.687500 Penalty: 4238.128418 Iteration 10Q: 3 clusters Score -653914.7 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -654077.125000 Penalty: 4238.128418 Iteration 11Q: 3 clusters Score -654077.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -654236.812500 Penalty: 4238.128418 Iteration 12Q: 3 clusters Score -654236.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -654340.625000 Penalty: 4238.128418 Iteration 13Q: 3 clusters Score -654340.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -654392.187500 Penalty: 4238.128418 Iteration 14Q: 3 clusters Score -654392.2 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 3979 members Entering Unmasked Estep Score: -654433.375000 Penalty: 4238.128418 Iteration 15Q: 3 clusters Score -654433.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 3992 members Entering Unmasked Estep Score: -654465.750000 Penalty: 4238.128418 Iteration 16Q: 3 clusters Score -654465.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -654486.875000 Penalty: 4238.128418 Iteration 17Q: 3 clusters Score -654486.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 3995 members Entering Unmasked Estep Score: -654509.562500 Penalty: 4238.128418 Iteration 18Q: 3 clusters Score -654509.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 3998 members Entering Unmasked Estep Score: -654522.000000 Penalty: 4238.128418 Iteration 19Q: 3 clusters Score -654522 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 3993 members Entering Unmasked Estep Score: -654529.562500 Penalty: 4238.128418 Iteration 20F: 3 clusters Score -654529.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1150 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -654535.562500 Penalty: 4238.128418 Iteration 21Q: 3 clusters Score -654535.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -654540.375000 Penalty: 4238.128418 Iteration 22Q: 3 clusters Score -654540.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1153 members Mstep: Class 2 contains 3986 members Entering Unmasked Estep Score: -654547.125000 Penalty: 4238.128418 Iteration 23Q: 3 clusters Score -654547.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 3984 members Entering Unmasked Estep Score: -654555.875000 Penalty: 4238.128418 Iteration 24Q: 3 clusters Score -654555.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 3991 members Entering Unmasked Estep Score: -654561.125000 Penalty: 4238.128418 Iteration 25Q: 3 clusters Score -654561.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1151 members Mstep: Class 2 contains 3988 members Entering Unmasked Estep Score: -654567.500000 Penalty: 4238.128418 Iteration 26Q: 3 clusters Score -654567.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1154 members Mstep: Class 2 contains 3985 members Entering Unmasked Estep Score: -654574.062500 Penalty: 4238.128418 Iteration 27Q: 3 clusters Score -654574.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1158 members Mstep: Class 2 contains 3981 members Entering Unmasked Estep Score: -654579.062500 Penalty: 4238.128418 Iteration 28Q: 3 clusters Score -654579.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1164 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -654584.375000 Penalty: 4238.128418 Iteration 29Q: 3 clusters Score -654584.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1169 members Mstep: Class 2 contains 3970 members Entering Unmasked Estep Score: -654591.687500 Penalty: 4238.128418 Iteration 30Q: 3 clusters Score -654591.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 3972 members Entering Unmasked Estep Score: -654599.437500 Penalty: 4238.128418 Iteration 31Q: 3 clusters Score -654599.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 3966 members Entering Unmasked Estep Score: -654607.812500 Penalty: 4238.128418 Iteration 32Q: 3 clusters Score -654607.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 3960 members Entering Unmasked Estep Score: -654612.375000 Penalty: 4238.128418 Iteration 33Q: 3 clusters Score -654612.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 3952 members Entering Unmasked Estep Score: -654617.125000 Penalty: 4238.128418 Iteration 34Q: 3 clusters Score -654617.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1191 members Mstep: Class 2 contains 3948 members Entering Unmasked Estep Score: -654621.750000 Penalty: 4238.128418 Iteration 35Q: 3 clusters Score -654621.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -654626.812500 Penalty: 4238.128418 Iteration 36Q: 3 clusters Score -654626.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -654629.937500 Penalty: 4238.128418 Iteration 37Q: 3 clusters Score -654629.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 3942 members Entering Unmasked Estep Score: -654634.625000 Penalty: 4238.128418 Iteration 38Q: 3 clusters Score -654634.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1196 members Mstep: Class 2 contains 3943 members Entering Unmasked Estep Score: -654637.562500 Penalty: 4238.128418 Iteration 39Q: 3 clusters Score -654637.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1203 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -654642.312500 Penalty: 4238.128418 Iteration 40F: 3 clusters Score -654642.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -654647.875000 Penalty: 4238.128418 Iteration 41Q: 3 clusters Score -654647.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 3920 members Entering Unmasked Estep Score: -654651.250000 Penalty: 4238.128418 Iteration 42Q: 3 clusters Score -654651.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -654652.937500 Penalty: 4238.128418 Iteration 43Q: 3 clusters Score -654652.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 3909 members Entering Unmasked Estep Score: -654654.625000 Penalty: 4238.128418 Iteration 44Q: 3 clusters Score -654654.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 3903 members Entering Unmasked Estep Score: -654657.125000 Penalty: 4238.128418 Iteration 45Q: 3 clusters Score -654657.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 3900 members Entering Unmasked Estep Score: -654659.062500 Penalty: 4238.128418 Iteration 46Q: 3 clusters Score -654659.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 3899 members Entering Unmasked Estep Score: -654659.125000 Penalty: 4238.128418 Iteration 47Q: 3 clusters Score -654659.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 3898 members Entering Unmasked Estep Score: -654659.750000 Penalty: 4238.128418 Iteration 48Q: 3 clusters Score -654659.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -654659.750000 Penalty: 4238.128418 Iteration 49Q: 3 clusters Score -654659.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -654659.687500 Penalty: 4238.128418 Iteration 50Q: 3 clusters Score -654659.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 3896 members Entering Unmasked Estep Score: -654659.687500 Penalty: 4238.128418 Iteration 51F: 3 clusters Score -654659.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (13270 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13270 members Entering Unmasked Estep Score: -1704673.250000 Penalty: 2354.328857 Iteration 0F: 2 clusters Score -1704673 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6751 members Mstep: Class 2 contains 6519 members Entering Unmasked Estep Score: -1694913.875000 Penalty: 4708.657715 Iteration 0F: 3 clusters Score -1694914 nChanged 5684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7179 members Mstep: Class 2 contains 6091 members Entering Unmasked Estep Score: -1697918.625000 Penalty: 4708.657715 Iteration 1F: 3 clusters Score -1697919 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7475 members Mstep: Class 2 contains 5795 members Entering Unmasked Estep Score: -1698255.875000 Penalty: 4708.657715 Iteration 2F: 3 clusters Score -1698256 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7811 members Mstep: Class 2 contains 5459 members Entering Unmasked Estep Score: -1698542.750000 Penalty: 4708.657715 Iteration 3Q: 3 clusters Score -1698543 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8214 members Mstep: Class 2 contains 5056 members Entering Unmasked Estep Score: -1698813.375000 Penalty: 4708.657715 Iteration 4Q: 3 clusters Score -1698813 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8704 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -1699123.375000 Penalty: 4708.657715 Iteration 5Q: 3 clusters Score -1699123 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9254 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -1699470.250000 Penalty: 4708.657715 Iteration 6Q: 3 clusters Score -1699470 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9894 members Mstep: Class 2 contains 3376 members Entering Unmasked Estep Score: -1699911.250000 Penalty: 4708.657715 Iteration 7F: 3 clusters Score -1699911 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10581 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -1700434.250000 Penalty: 4708.657715 Iteration 8F: 3 clusters Score -1700434 nChanged 711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11270 members Mstep: Class 2 contains 2000 members Entering Unmasked Estep Score: -1701013.000000 Penalty: 4708.657715 Iteration 9F: 3 clusters Score -1701013 nChanged 624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11882 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -1701553.750000 Penalty: 4708.657715 Iteration 10Q: 3 clusters Score -1701554 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12334 members Mstep: Class 2 contains 936 members Entering Unmasked Estep Score: -1701969.625000 Penalty: 4708.657715 Iteration 11Q: 3 clusters Score -1701970 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12622 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -1702238.875000 Penalty: 4708.657715 Iteration 12Q: 3 clusters Score -1702239 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12788 members Mstep: Class 2 contains 482 members Entering Unmasked Estep Score: -1702415.000000 Penalty: 4708.657715 Iteration 13Q: 3 clusters Score -1702415 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12884 members Mstep: Class 2 contains 386 members Entering Unmasked Estep Score: -1702520.875000 Penalty: 4708.657715 Iteration 14Q: 3 clusters Score -1702521 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12935 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -1702589.250000 Penalty: 4708.657715 Iteration 15Q: 3 clusters Score -1702589 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12967 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -1702621.625000 Penalty: 4708.657715 Iteration 16Q: 3 clusters Score -1702622 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12982 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -1702642.750000 Penalty: 4708.657715 Iteration 17Q: 3 clusters Score -1702643 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12995 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -1702657.500000 Penalty: 4708.657715 Iteration 18Q: 3 clusters Score -1702658 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13003 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -1702667.875000 Penalty: 4708.657715 Iteration 19Q: 3 clusters Score -1702668 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13015 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -1702684.625000 Penalty: 4708.657715 Iteration 20F: 3 clusters Score -1702685 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13021 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -1702695.625000 Penalty: 4708.657715 Iteration 21Q: 3 clusters Score -1702696 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13028 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -1702704.750000 Penalty: 4708.657715 Iteration 22Q: 3 clusters Score -1702705 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13034 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -1702720.250000 Penalty: 4708.657715 Iteration 23Q: 3 clusters Score -1702720 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13037 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -1702727.625000 Penalty: 4708.657715 Iteration 24Q: 3 clusters Score -1702728 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13039 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -1702732.750000 Penalty: 4708.657715 Iteration 25Q: 3 clusters Score -1702733 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13041 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -1702736.625000 Penalty: 4708.657715 Iteration 26Q: 3 clusters Score -1702737 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13042 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -1702746.250000 Penalty: 4708.657715 Iteration 27Q: 3 clusters Score -1702746 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13044 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -1702748.500000 Penalty: 4708.657715 Iteration 28Q: 3 clusters Score -1702748 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13045 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -1702749.750000 Penalty: 4708.657715 Iteration 29Q: 3 clusters Score -1702750 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13047 members Mstep: Class 2 contains 223 members Entering Unmasked Estep Score: -1702750.875000 Penalty: 4708.657715 Iteration 30Q: 3 clusters Score -1702751 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13048 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -1702753.500000 Penalty: 4708.657715 Iteration 31Q: 3 clusters Score -1702754 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13048 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -1702753.500000 Penalty: 4708.657715 Iteration 32F: 3 clusters Score -1702754 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (7722 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7722 members Entering Unmasked Estep Score: -989798.812500 Penalty: 2220.053467 Iteration 0F: 2 clusters Score -989798.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -983580.750000 Penalty: 4440.106934 Iteration 0F: 3 clusters Score -983580.8 nChanged 3107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3976 members Mstep: Class 2 contains 3746 members Entering Unmasked Estep Score: -985280.500000 Penalty: 4440.106934 Iteration 1F: 3 clusters Score -985280.5 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4018 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -985549.312500 Penalty: 4440.106934 Iteration 2F: 3 clusters Score -985549.3 nChanged 382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4044 members Mstep: Class 2 contains 3678 members Entering Unmasked Estep Score: -985718.875000 Penalty: 4440.106934 Iteration 3Q: 3 clusters Score -985718.9 nChanged 292 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4082 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -985839.437500 Penalty: 4440.106934 Iteration 4Q: 3 clusters Score -985839.4 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -985938.812500 Penalty: 4440.106934 Iteration 5Q: 3 clusters Score -985938.8 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 3546 members Entering Unmasked Estep Score: -986044.000000 Penalty: 4440.106934 Iteration 6Q: 3 clusters Score -986044 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 3507 members Entering Unmasked Estep Score: -986143.062500 Penalty: 4440.106934 Iteration 7Q: 3 clusters Score -986143.1 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 3462 members Entering Unmasked Estep Score: -986267.000000 Penalty: 4440.106934 Iteration 8Q: 3 clusters Score -986267 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4291 members Mstep: Class 2 contains 3431 members Entering Unmasked Estep Score: -986405.000000 Penalty: 4440.106934 Iteration 9Q: 3 clusters Score -986405 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4343 members Mstep: Class 2 contains 3379 members Entering Unmasked Estep Score: -986576.062500 Penalty: 4440.106934 Iteration 10Q: 3 clusters Score -986576.1 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4409 members Mstep: Class 2 contains 3313 members Entering Unmasked Estep Score: -986759.625000 Penalty: 4440.106934 Iteration 11Q: 3 clusters Score -986759.6 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4498 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -986990.250000 Penalty: 4440.106934 Iteration 12Q: 3 clusters Score -986990.2 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 3116 members Entering Unmasked Estep Score: -987292.312500 Penalty: 4440.106934 Iteration 13Q: 3 clusters Score -987292.3 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4740 members Mstep: Class 2 contains 2982 members Entering Unmasked Estep Score: -987645.312500 Penalty: 4440.106934 Iteration 14Q: 3 clusters Score -987645.3 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4887 members Mstep: Class 2 contains 2835 members Entering Unmasked Estep Score: -987973.625000 Penalty: 4440.106934 Iteration 15Q: 3 clusters Score -987973.6 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5014 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -988191.250000 Penalty: 4440.106934 Iteration 16Q: 3 clusters Score -988191.2 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5129 members Mstep: Class 2 contains 2593 members Entering Unmasked Estep Score: -988331.687500 Penalty: 4440.106934 Iteration 17Q: 3 clusters Score -988331.7 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5224 members Mstep: Class 2 contains 2498 members Entering Unmasked Estep Score: -988419.000000 Penalty: 4440.106934 Iteration 18Q: 3 clusters Score -988419 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5290 members Mstep: Class 2 contains 2432 members Entering Unmasked Estep Score: -988477.750000 Penalty: 4440.106934 Iteration 19Q: 3 clusters Score -988477.8 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5352 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -988511.937500 Penalty: 4440.106934 Iteration 20F: 3 clusters Score -988511.9 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5401 members Mstep: Class 2 contains 2321 members Entering Unmasked Estep Score: -988534.062500 Penalty: 4440.106934 Iteration 21Q: 3 clusters Score -988534.1 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5432 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -988551.250000 Penalty: 4440.106934 Iteration 22Q: 3 clusters Score -988551.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5457 members Mstep: Class 2 contains 2265 members Entering Unmasked Estep Score: -988565.750000 Penalty: 4440.106934 Iteration 23Q: 3 clusters Score -988565.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -988573.062500 Penalty: 4440.106934 Iteration 24Q: 3 clusters Score -988573.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5504 members Mstep: Class 2 contains 2218 members Entering Unmasked Estep Score: -988583.937500 Penalty: 4440.106934 Iteration 25Q: 3 clusters Score -988583.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5524 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -988591.375000 Penalty: 4440.106934 Iteration 26Q: 3 clusters Score -988591.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5538 members Mstep: Class 2 contains 2184 members Entering Unmasked Estep Score: -988597.250000 Penalty: 4440.106934 Iteration 27Q: 3 clusters Score -988597.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5547 members Mstep: Class 2 contains 2175 members Entering Unmasked Estep Score: -988599.000000 Penalty: 4440.106934 Iteration 28Q: 3 clusters Score -988599 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5551 members Mstep: Class 2 contains 2171 members Entering Unmasked Estep Score: -988600.875000 Penalty: 4440.106934 Iteration 29Q: 3 clusters Score -988600.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5555 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -988602.312500 Penalty: 4440.106934 Iteration 30Q: 3 clusters Score -988602.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5560 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -988603.062500 Penalty: 4440.106934 Iteration 31Q: 3 clusters Score -988603.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -988603.062500 Penalty: 4440.106934 Iteration 32Q: 3 clusters Score -988603.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5567 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -988603.875000 Penalty: 4440.106934 Iteration 33Q: 3 clusters Score -988603.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5569 members Mstep: Class 2 contains 2153 members Entering Unmasked Estep Score: -988601.750000 Penalty: 4440.106934 Iteration 34Q: 3 clusters Score -988601.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5571 members Mstep: Class 2 contains 2151 members Entering Unmasked Estep Score: -988601.875000 Penalty: 4440.106934 Iteration 35Q: 3 clusters Score -988601.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5572 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -988601.687500 Penalty: 4440.106934 Iteration 36Q: 3 clusters Score -988601.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5572 members Mstep: Class 2 contains 2150 members Entering Unmasked Estep Score: -988601.687500 Penalty: 4440.106934 Iteration 37F: 3 clusters Score -988601.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (551 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Entering Unmasked Estep Score: -59304.609375 Penalty: 1565.310181 Iteration 0F: 2 clusters Score -59304.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -57758.601562 Penalty: 3130.620361 Iteration 0F: 3 clusters Score -57758.6 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -57974.300781 Penalty: 3130.620361 Iteration 1F: 3 clusters Score -57974.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -58118.128906 Penalty: 3130.620361 Iteration 2F: 3 clusters Score -58118.13 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -58236.003906 Penalty: 3130.620361 Iteration 3F: 3 clusters Score -58236 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -58347.789062 Penalty: 3130.620361 Iteration 4Q: 3 clusters Score -58347.79 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -58427.304688 Penalty: 3130.620361 Iteration 5Q: 3 clusters Score -58427.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -58446.808594 Penalty: 3130.620361 Iteration 6Q: 3 clusters Score -58446.81 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -58475.597656 Penalty: 3130.620361 Iteration 7Q: 3 clusters Score -58475.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -58492.703125 Penalty: 3130.620361 Iteration 8Q: 3 clusters Score -58492.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -58521.878906 Penalty: 3130.620361 Iteration 9Q: 3 clusters Score -58521.88 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -58543.992188 Penalty: 3130.620361 Iteration 10Q: 3 clusters Score -58543.99 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -58556.000000 Penalty: 3130.620361 Iteration 11Q: 3 clusters Score -58556 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -58565.312500 Penalty: 3130.620361 Iteration 12Q: 3 clusters Score -58565.31 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -58583.164062 Penalty: 3130.620361 Iteration 13Q: 3 clusters Score -58583.16 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -58595.492188 Penalty: 3130.620361 Iteration 14Q: 3 clusters Score -58595.49 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -58599.421875 Penalty: 3130.620361 Iteration 15Q: 3 clusters Score -58599.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -58622.132812 Penalty: 3130.620361 Iteration 16Q: 3 clusters Score -58622.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -58647.878906 Penalty: 3130.620361 Iteration 17Q: 3 clusters Score -58647.88 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -58667.480469 Penalty: 3130.620361 Iteration 18Q: 3 clusters Score -58667.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -58674.054688 Penalty: 3130.620361 Iteration 19Q: 3 clusters Score -58674.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -58683.406250 Penalty: 3130.620361 Iteration 20F: 3 clusters Score -58683.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (15420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15420 members Entering Unmasked Estep Score: -2000721.000000 Penalty: 2391.568115 Iteration 0F: 2 clusters Score -2000721 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7735 members Mstep: Class 2 contains 7685 members Entering Unmasked Estep Score: -1989500.000000 Penalty: 4783.136230 Iteration 0F: 3 clusters Score -1989500 nChanged 6744 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7703 members Mstep: Class 2 contains 7717 members Entering Unmasked Estep Score: -1993105.750000 Penalty: 4783.136230 Iteration 1F: 3 clusters Score -1993106 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7746 members Mstep: Class 2 contains 7674 members Entering Unmasked Estep Score: -1993438.125000 Penalty: 4783.136230 Iteration 2F: 3 clusters Score -1993438 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7830 members Mstep: Class 2 contains 7590 members Entering Unmasked Estep Score: -1993680.000000 Penalty: 4783.136230 Iteration 3Q: 3 clusters Score -1993680 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7926 members Mstep: Class 2 contains 7494 members Entering Unmasked Estep Score: -1993862.625000 Penalty: 4783.136230 Iteration 4Q: 3 clusters Score -1993863 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8059 members Mstep: Class 2 contains 7361 members Entering Unmasked Estep Score: -1994028.875000 Penalty: 4783.136230 Iteration 5Q: 3 clusters Score -1994029 nChanged 456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8193 members Mstep: Class 2 contains 7227 members Entering Unmasked Estep Score: -1994174.625000 Penalty: 4783.136230 Iteration 6Q: 3 clusters Score -1994175 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8363 members Mstep: Class 2 contains 7057 members Entering Unmasked Estep Score: -1994307.750000 Penalty: 4783.136230 Iteration 7Q: 3 clusters Score -1994308 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8533 members Mstep: Class 2 contains 6887 members Entering Unmasked Estep Score: -1994453.375000 Penalty: 4783.136230 Iteration 8Q: 3 clusters Score -1994453 nChanged 442 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8767 members Mstep: Class 2 contains 6653 members Entering Unmasked Estep Score: -1994607.000000 Penalty: 4783.136230 Iteration 9Q: 3 clusters Score -1994607 nChanged 502 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9077 members Mstep: Class 2 contains 6343 members Entering Unmasked Estep Score: -1994803.125000 Penalty: 4783.136230 Iteration 10Q: 3 clusters Score -1994803 nChanged 547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9458 members Mstep: Class 2 contains 5962 members Entering Unmasked Estep Score: -1995060.250000 Penalty: 4783.136230 Iteration 11Q: 3 clusters Score -1995060 nChanged 605 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9919 members Mstep: Class 2 contains 5501 members Entering Unmasked Estep Score: -1995381.875000 Penalty: 4783.136230 Iteration 12Q: 3 clusters Score -1995382 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10448 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -1995799.625000 Penalty: 4783.136230 Iteration 13Q: 3 clusters Score -1995800 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11026 members Mstep: Class 2 contains 4394 members Entering Unmasked Estep Score: -1996326.250000 Penalty: 4783.136230 Iteration 14Q: 3 clusters Score -1996326 nChanged 663 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11571 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -1996855.375000 Penalty: 4783.136230 Iteration 15Q: 3 clusters Score -1996855 nChanged 573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12024 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -1997318.875000 Penalty: 4783.136230 Iteration 16Q: 3 clusters Score -1997319 nChanged 446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12392 members Mstep: Class 2 contains 3028 members Entering Unmasked Estep Score: -1997657.625000 Penalty: 4783.136230 Iteration 17Q: 3 clusters Score -1997658 nChanged 338 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12664 members Mstep: Class 2 contains 2756 members Entering Unmasked Estep Score: -1997887.125000 Penalty: 4783.136230 Iteration 18Q: 3 clusters Score -1997887 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12863 members Mstep: Class 2 contains 2557 members Entering Unmasked Estep Score: -1998011.125000 Penalty: 4783.136230 Iteration 19Q: 3 clusters Score -1998011 nChanged 192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13027 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -1998098.750000 Penalty: 4783.136230 Iteration 20F: 3 clusters Score -1998099 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13142 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -1998150.000000 Penalty: 4783.136230 Iteration 21Q: 3 clusters Score -1998150 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13240 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -1998189.375000 Penalty: 4783.136230 Iteration 22Q: 3 clusters Score -1998189 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13324 members Mstep: Class 2 contains 2096 members Entering Unmasked Estep Score: -1998224.750000 Penalty: 4783.136230 Iteration 23Q: 3 clusters Score -1998225 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13403 members Mstep: Class 2 contains 2017 members Entering Unmasked Estep Score: -1998251.875000 Penalty: 4783.136230 Iteration 24Q: 3 clusters Score -1998252 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13474 members Mstep: Class 2 contains 1946 members Entering Unmasked Estep Score: -1998281.125000 Penalty: 4783.136230 Iteration 25Q: 3 clusters Score -1998281 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13542 members Mstep: Class 2 contains 1878 members Entering Unmasked Estep Score: -1998308.250000 Penalty: 4783.136230 Iteration 26Q: 3 clusters Score -1998308 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13598 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -1998328.125000 Penalty: 4783.136230 Iteration 27Q: 3 clusters Score -1998328 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13645 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -1998341.750000 Penalty: 4783.136230 Iteration 28Q: 3 clusters Score -1998342 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13680 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -1998356.375000 Penalty: 4783.136230 Iteration 29Q: 3 clusters Score -1998356 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13720 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -1998375.500000 Penalty: 4783.136230 Iteration 30Q: 3 clusters Score -1998376 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13765 members Mstep: Class 2 contains 1655 members Entering Unmasked Estep Score: -1998391.625000 Penalty: 4783.136230 Iteration 31Q: 3 clusters Score -1998392 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13803 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -1998403.500000 Penalty: 4783.136230 Iteration 32Q: 3 clusters Score -1998404 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13838 members Mstep: Class 2 contains 1582 members Entering Unmasked Estep Score: -1998412.500000 Penalty: 4783.136230 Iteration 33Q: 3 clusters Score -1998412 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13878 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -1998428.000000 Penalty: 4783.136230 Iteration 34Q: 3 clusters Score -1998428 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13902 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -1998437.125000 Penalty: 4783.136230 Iteration 35Q: 3 clusters Score -1998437 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13921 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -1998436.125000 Penalty: 4783.136230 Iteration 36Q: 3 clusters Score -1998436 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13939 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -1998444.875000 Penalty: 4783.136230 Iteration 37Q: 3 clusters Score -1998445 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13960 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -1998445.000000 Penalty: 4783.136230 Iteration 38Q: 3 clusters Score -1998445 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13976 members Mstep: Class 2 contains 1444 members Entering Unmasked Estep Score: -1998455.125000 Penalty: 4783.136230 Iteration 39Q: 3 clusters Score -1998455 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13993 members Mstep: Class 2 contains 1427 members Entering Unmasked Estep Score: -1998460.500000 Penalty: 4783.136230 Iteration 40F: 3 clusters Score -1998460 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14012 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -1998472.125000 Penalty: 4783.136230 Iteration 41Q: 3 clusters Score -1998472 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14038 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -1998481.000000 Penalty: 4783.136230 Iteration 42Q: 3 clusters Score -1998481 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14065 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -1998492.250000 Penalty: 4783.136230 Iteration 43Q: 3 clusters Score -1998492 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14094 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -1998500.750000 Penalty: 4783.136230 Iteration 44Q: 3 clusters Score -1998501 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14120 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -1998505.125000 Penalty: 4783.136230 Iteration 45Q: 3 clusters Score -1998505 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14139 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -1998510.875000 Penalty: 4783.136230 Iteration 46Q: 3 clusters Score -1998511 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14158 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -1998517.000000 Penalty: 4783.136230 Iteration 47Q: 3 clusters Score -1998517 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14178 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -1998527.500000 Penalty: 4783.136230 Iteration 48Q: 3 clusters Score -1998528 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14202 members Mstep: Class 2 contains 1218 members Entering Unmasked Estep Score: -1998538.375000 Penalty: 4783.136230 Iteration 49Q: 3 clusters Score -1998538 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14218 members Mstep: Class 2 contains 1202 members Entering Unmasked Estep Score: -1998545.750000 Penalty: 4783.136230 Iteration 50Q: 3 clusters Score -1998546 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14230 members Mstep: Class 2 contains 1190 members Entering Unmasked Estep Score: -1998549.250000 Penalty: 4783.136230 Iteration 51Q: 3 clusters Score -1998549 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14241 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -1998550.875000 Penalty: 4783.136230 Iteration 52Q: 3 clusters Score -1998551 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14247 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -1998549.250000 Penalty: 4783.136230 Iteration 53Q: 3 clusters Score -1998549 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14252 members Mstep: Class 2 contains 1168 members Entering Unmasked Estep Score: -1998554.375000 Penalty: 4783.136230 Iteration 54Q: 3 clusters Score -1998554 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14256 members Mstep: Class 2 contains 1164 members Entering Unmasked Estep Score: -1998555.625000 Penalty: 4783.136230 Iteration 55Q: 3 clusters Score -1998556 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14258 members Mstep: Class 2 contains 1162 members Entering Unmasked Estep Score: -1998554.750000 Penalty: 4783.136230 Iteration 56Q: 3 clusters Score -1998555 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14261 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -1998554.750000 Penalty: 4783.136230 Iteration 57Q: 3 clusters Score -1998555 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14266 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -1998557.250000 Penalty: 4783.136230 Iteration 58Q: 3 clusters Score -1998557 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14266 members Mstep: Class 2 contains 1154 members Entering Unmasked Estep Score: -1998557.250000 Penalty: 4783.136230 Iteration 59F: 3 clusters Score -1998557 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (23935 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23935 members Entering Unmasked Estep Score: -3075089.500000 Penalty: 2500.608154 Iteration 0F: 2 clusters Score -3075090 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12132 members Mstep: Class 2 contains 11803 members Entering Unmasked Estep Score: -3058467.250000 Penalty: 5001.216309 Iteration 0F: 3 clusters Score -3058467 nChanged 10579 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13005 members Mstep: Class 2 contains 10930 members Entering Unmasked Estep Score: -3064188.250000 Penalty: 5001.216309 Iteration 1F: 3 clusters Score -3064188 nChanged 1307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13564 members Mstep: Class 2 contains 10371 members Entering Unmasked Estep Score: -3064779.750000 Penalty: 5001.216309 Iteration 2F: 3 clusters Score -3064780 nChanged 1245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14309 members Mstep: Class 2 contains 9626 members Entering Unmasked Estep Score: -3065377.750000 Penalty: 5001.216309 Iteration 3F: 3 clusters Score -3065378 nChanged 1273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15272 members Mstep: Class 2 contains 8663 members Entering Unmasked Estep Score: -3066149.250000 Penalty: 5001.216309 Iteration 4F: 3 clusters Score -3066149 nChanged 1428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16544 members Mstep: Class 2 contains 7391 members Entering Unmasked Estep Score: -3067105.750000 Penalty: 5001.216309 Iteration 5F: 3 clusters Score -3067106 nChanged 1554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17946 members Mstep: Class 2 contains 5989 members Entering Unmasked Estep Score: -3068166.750000 Penalty: 5001.216309 Iteration 6F: 3 clusters Score -3068167 nChanged 1574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19448 members Mstep: Class 2 contains 4487 members Entering Unmasked Estep Score: -3069365.250000 Penalty: 5001.216309 Iteration 7F: 3 clusters Score -3069365 nChanged 1436 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20846 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -3070535.500000 Penalty: 5001.216309 Iteration 8F: 3 clusters Score -3070536 nChanged 1093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21923 members Mstep: Class 2 contains 2012 members Entering Unmasked Estep Score: -3071414.000000 Penalty: 5001.216309 Iteration 9Q: 3 clusters Score -3071414 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22611 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -3071986.250000 Penalty: 5001.216309 Iteration 10Q: 3 clusters Score -3071986 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23027 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -3072331.250000 Penalty: 5001.216309 Iteration 11Q: 3 clusters Score -3072331 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23275 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -3072556.750000 Penalty: 5001.216309 Iteration 12Q: 3 clusters Score -3072557 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23406 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -3072677.000000 Penalty: 5001.216309 Iteration 13Q: 3 clusters Score -3072677 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23469 members Mstep: Class 2 contains 466 members Entering Unmasked Estep Score: -3072744.750000 Penalty: 5001.216309 Iteration 14Q: 3 clusters Score -3072745 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23510 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -3072800.750000 Penalty: 5001.216309 Iteration 15Q: 3 clusters Score -3072801 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23536 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -3072837.500000 Penalty: 5001.216309 Iteration 16Q: 3 clusters Score -3072838 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23555 members Mstep: Class 2 contains 380 members Entering Unmasked Estep Score: -3072861.750000 Penalty: 5001.216309 Iteration 17Q: 3 clusters Score -3072862 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23574 members Mstep: Class 2 contains 361 members Entering Unmasked Estep Score: -3072887.500000 Penalty: 5001.216309 Iteration 18Q: 3 clusters Score -3072888 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23586 members Mstep: Class 2 contains 349 members Entering Unmasked Estep Score: -3072897.500000 Penalty: 5001.216309 Iteration 19Q: 3 clusters Score -3072898 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23594 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -3072906.250000 Penalty: 5001.216309 Iteration 20F: 3 clusters Score -3072906 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23596 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -3072917.250000 Penalty: 5001.216309 Iteration 21Q: 3 clusters Score -3072917 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23601 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -3072924.750000 Penalty: 5001.216309 Iteration 22Q: 3 clusters Score -3072925 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23603 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -3072927.750000 Penalty: 5001.216309 Iteration 23Q: 3 clusters Score -3072928 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23605 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -3072928.750000 Penalty: 5001.216309 Iteration 24Q: 3 clusters Score -3072929 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23608 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -3072932.250000 Penalty: 5001.216309 Iteration 25Q: 3 clusters Score -3072932 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23611 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -3072932.000000 Penalty: 5001.216309 Iteration 26Q: 3 clusters Score -3072932 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23613 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -3072934.250000 Penalty: 5001.216309 Iteration 27Q: 3 clusters Score -3072934 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23613 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -3072934.250000 Penalty: 5001.216309 Iteration 28F: 3 clusters Score -3072934 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (36589 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36589 members Entering Unmasked Estep Score: -4737835.000000 Penalty: 2605.860596 Iteration 0F: 2 clusters Score -4737835 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18324 members Mstep: Class 2 contains 18265 members Entering Unmasked Estep Score: -4712956.000000 Penalty: 5211.721191 Iteration 0F: 3 clusters Score -4712956 nChanged 16743 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18235 members Mstep: Class 2 contains 18354 members Entering Unmasked Estep Score: -4722012.500000 Penalty: 5211.721191 Iteration 1F: 3 clusters Score -4722012 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18281 members Mstep: Class 2 contains 18308 members Entering Unmasked Estep Score: -4722429.500000 Penalty: 5211.721191 Iteration 2Q: 3 clusters Score -4722430 nChanged 1329 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18426 members Mstep: Class 2 contains 18163 members Entering Unmasked Estep Score: -4722799.000000 Penalty: 5211.721191 Iteration 3Q: 3 clusters Score -4722799 nChanged 1325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18631 members Mstep: Class 2 contains 17958 members Entering Unmasked Estep Score: -4723193.000000 Penalty: 5211.721191 Iteration 4Q: 3 clusters Score -4723193 nChanged 1260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18911 members Mstep: Class 2 contains 17678 members Entering Unmasked Estep Score: -4723629.000000 Penalty: 5211.721191 Iteration 5Q: 3 clusters Score -4723629 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19262 members Mstep: Class 2 contains 17327 members Entering Unmasked Estep Score: -4724025.000000 Penalty: 5211.721191 Iteration 6Q: 3 clusters Score -4724025 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19710 members Mstep: Class 2 contains 16879 members Entering Unmasked Estep Score: -4724436.500000 Penalty: 5211.721191 Iteration 7Q: 3 clusters Score -4724436 nChanged 1282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20244 members Mstep: Class 2 contains 16345 members Entering Unmasked Estep Score: -4724847.000000 Penalty: 5211.721191 Iteration 8Q: 3 clusters Score -4724847 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20967 members Mstep: Class 2 contains 15622 members Entering Unmasked Estep Score: -4725310.000000 Penalty: 5211.721191 Iteration 9Q: 3 clusters Score -4725310 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21825 members Mstep: Class 2 contains 14764 members Entering Unmasked Estep Score: -4725868.500000 Penalty: 5211.721191 Iteration 10Q: 3 clusters Score -4725868 nChanged 1479 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22942 members Mstep: Class 2 contains 13647 members Entering Unmasked Estep Score: -4726588.500000 Penalty: 5211.721191 Iteration 11Q: 3 clusters Score -4726588 nChanged 1615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24263 members Mstep: Class 2 contains 12326 members Entering Unmasked Estep Score: -4727498.500000 Penalty: 5211.721191 Iteration 12Q: 3 clusters Score -4727498 nChanged 1733 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25730 members Mstep: Class 2 contains 10859 members Entering Unmasked Estep Score: -4728675.000000 Penalty: 5211.721191 Iteration 13Q: 3 clusters Score -4728675 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27274 members Mstep: Class 2 contains 9315 members Entering Unmasked Estep Score: -4729959.500000 Penalty: 5211.721191 Iteration 14Q: 3 clusters Score -4729960 nChanged 1562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28630 members Mstep: Class 2 contains 7959 members Entering Unmasked Estep Score: -4731171.500000 Penalty: 5211.721191 Iteration 15Q: 3 clusters Score -4731172 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29702 members Mstep: Class 2 contains 6887 members Entering Unmasked Estep Score: -4732069.000000 Penalty: 5211.721191 Iteration 16Q: 3 clusters Score -4732069 nChanged 922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30554 members Mstep: Class 2 contains 6035 members Entering Unmasked Estep Score: -4732732.500000 Penalty: 5211.721191 Iteration 17Q: 3 clusters Score -4732732 nChanged 788 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31296 members Mstep: Class 2 contains 5293 members Entering Unmasked Estep Score: -4733262.500000 Penalty: 5211.721191 Iteration 18Q: 3 clusters Score -4733262 nChanged 646 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31918 members Mstep: Class 2 contains 4671 members Entering Unmasked Estep Score: -4733704.500000 Penalty: 5211.721191 Iteration 19Q: 3 clusters Score -4733704 nChanged 510 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32412 members Mstep: Class 2 contains 4177 members Entering Unmasked Estep Score: -4734022.000000 Penalty: 5211.721191 Iteration 20F: 3 clusters Score -4734022 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32841 members Mstep: Class 2 contains 3748 members Entering Unmasked Estep Score: -4734301.500000 Penalty: 5211.721191 Iteration 21Q: 3 clusters Score -4734302 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33201 members Mstep: Class 2 contains 3388 members Entering Unmasked Estep Score: -4734525.500000 Penalty: 5211.721191 Iteration 22Q: 3 clusters Score -4734526 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33511 members Mstep: Class 2 contains 3078 members Entering Unmasked Estep Score: -4734710.500000 Penalty: 5211.721191 Iteration 23Q: 3 clusters Score -4734710 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33787 members Mstep: Class 2 contains 2802 members Entering Unmasked Estep Score: -4734888.000000 Penalty: 5211.721191 Iteration 24Q: 3 clusters Score -4734888 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34017 members Mstep: Class 2 contains 2572 members Entering Unmasked Estep Score: -4735005.500000 Penalty: 5211.721191 Iteration 25Q: 3 clusters Score -4735006 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34208 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -4735122.500000 Penalty: 5211.721191 Iteration 26Q: 3 clusters Score -4735122 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34376 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -4735203.000000 Penalty: 5211.721191 Iteration 27Q: 3 clusters Score -4735203 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34521 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -4735284.500000 Penalty: 5211.721191 Iteration 28Q: 3 clusters Score -4735284 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34618 members Mstep: Class 2 contains 1971 members Entering Unmasked Estep Score: -4735330.500000 Penalty: 5211.721191 Iteration 29Q: 3 clusters Score -4735330 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34696 members Mstep: Class 2 contains 1893 members Entering Unmasked Estep Score: -4735367.500000 Penalty: 5211.721191 Iteration 30Q: 3 clusters Score -4735368 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34765 members Mstep: Class 2 contains 1824 members Entering Unmasked Estep Score: -4735400.000000 Penalty: 5211.721191 Iteration 31Q: 3 clusters Score -4735400 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34836 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -4735432.000000 Penalty: 5211.721191 Iteration 32Q: 3 clusters Score -4735432 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34903 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -4735446.000000 Penalty: 5211.721191 Iteration 33Q: 3 clusters Score -4735446 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34961 members Mstep: Class 2 contains 1628 members Entering Unmasked Estep Score: -4735475.000000 Penalty: 5211.721191 Iteration 34Q: 3 clusters Score -4735475 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35003 members Mstep: Class 2 contains 1586 members Entering Unmasked Estep Score: -4735481.500000 Penalty: 5211.721191 Iteration 35Q: 3 clusters Score -4735482 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35047 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -4735513.000000 Penalty: 5211.721191 Iteration 36Q: 3 clusters Score -4735513 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35086 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -4735523.000000 Penalty: 5211.721191 Iteration 37Q: 3 clusters Score -4735523 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35111 members Mstep: Class 2 contains 1478 members Entering Unmasked Estep Score: -4735535.500000 Penalty: 5211.721191 Iteration 38Q: 3 clusters Score -4735536 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35131 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -4735539.500000 Penalty: 5211.721191 Iteration 39Q: 3 clusters Score -4735540 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35150 members Mstep: Class 2 contains 1439 members Entering Unmasked Estep Score: -4735541.500000 Penalty: 5211.721191 Iteration 40F: 3 clusters Score -4735542 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35168 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -4735544.500000 Penalty: 5211.721191 Iteration 41Q: 3 clusters Score -4735544 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35183 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -4735549.000000 Penalty: 5211.721191 Iteration 42Q: 3 clusters Score -4735549 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35194 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -4735555.000000 Penalty: 5211.721191 Iteration 43Q: 3 clusters Score -4735555 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35213 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -4735563.000000 Penalty: 5211.721191 Iteration 44Q: 3 clusters Score -4735563 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35224 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -4735558.000000 Penalty: 5211.721191 Iteration 45Q: 3 clusters Score -4735558 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35230 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -4735561.500000 Penalty: 5211.721191 Iteration 46Q: 3 clusters Score -4735562 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35237 members Mstep: Class 2 contains 1352 members Entering Unmasked Estep Score: -4735568.000000 Penalty: 5211.721191 Iteration 47Q: 3 clusters Score -4735568 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35249 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -4735566.000000 Penalty: 5211.721191 Iteration 48Q: 3 clusters Score -4735566 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35251 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -4735566.500000 Penalty: 5211.721191 Iteration 49Q: 3 clusters Score -4735566 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35254 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -4735566.000000 Penalty: 5211.721191 Iteration 50Q: 3 clusters Score -4735566 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35255 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -4735567.000000 Penalty: 5211.721191 Iteration 51Q: 3 clusters Score -4735567 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35255 members Mstep: Class 2 contains 1334 members Entering Unmasked Estep Score: -4735567.000000 Penalty: 5211.721191 Iteration 52F: 3 clusters Score -4735567 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2832 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Entering Unmasked Estep Score: -358687.812500 Penalty: 1971.287109 Iteration 0F: 2 clusters Score -358687.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -355532.468750 Penalty: 3942.574219 Iteration 0F: 3 clusters Score -355532.5 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1494 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -356191.843750 Penalty: 3942.574219 Iteration 1F: 3 clusters Score -356191.8 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1522 members Mstep: Class 2 contains 1310 members Entering Unmasked Estep Score: -356358.468750 Penalty: 3942.574219 Iteration 2F: 3 clusters Score -356358.5 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -356460.875000 Penalty: 3942.574219 Iteration 3Q: 3 clusters Score -356460.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1564 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -356531.406250 Penalty: 3942.574219 Iteration 4Q: 3 clusters Score -356531.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -356577.593750 Penalty: 3942.574219 Iteration 5Q: 3 clusters Score -356577.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -356623.031250 Penalty: 3942.574219 Iteration 6Q: 3 clusters Score -356623 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -356671.718750 Penalty: 3942.574219 Iteration 7Q: 3 clusters Score -356671.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -356715.062500 Penalty: 3942.574219 Iteration 8Q: 3 clusters Score -356715.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1662 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -356763.718750 Penalty: 3942.574219 Iteration 9Q: 3 clusters Score -356763.7 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -356825.843750 Penalty: 3942.574219 Iteration 10Q: 3 clusters Score -356825.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -356883.437500 Penalty: 3942.574219 Iteration 11Q: 3 clusters Score -356883.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -356948.875000 Penalty: 3942.574219 Iteration 12Q: 3 clusters Score -356948.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -357008.906250 Penalty: 3942.574219 Iteration 13Q: 3 clusters Score -357008.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -357078.687500 Penalty: 3942.574219 Iteration 14Q: 3 clusters Score -357078.7 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -357163.500000 Penalty: 3942.574219 Iteration 15Q: 3 clusters Score -357163.5 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -357252.468750 Penalty: 3942.574219 Iteration 16Q: 3 clusters Score -357252.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1209 members Entering Unmasked Estep Score: -357315.843750 Penalty: 3942.574219 Iteration 17Q: 3 clusters Score -357315.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -357363.437500 Penalty: 3942.574219 Iteration 18Q: 3 clusters Score -357363.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1539 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -357411.781250 Penalty: 3942.574219 Iteration 19Q: 3 clusters Score -357411.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -357450.906250 Penalty: 3942.574219 Iteration 20F: 3 clusters Score -357450.9 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -357485.375000 Penalty: 3942.574219 Iteration 21Q: 3 clusters Score -357485.4 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -357521.000000 Penalty: 3942.574219 Iteration 22Q: 3 clusters Score -357521 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1454 members Entering Unmasked Estep Score: -357562.031250 Penalty: 3942.574219 Iteration 23Q: 3 clusters Score -357562 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -357595.625000 Penalty: 3942.574219 Iteration 24Q: 3 clusters Score -357595.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -357628.437500 Penalty: 3942.574219 Iteration 25Q: 3 clusters Score -357628.4 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -357678.468750 Penalty: 3942.574219 Iteration 26Q: 3 clusters Score -357678.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1595 members Entering Unmasked Estep Score: -357711.250000 Penalty: 3942.574219 Iteration 27Q: 3 clusters Score -357711.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1216 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -357727.437500 Penalty: 3942.574219 Iteration 28Q: 3 clusters Score -357727.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 1635 members Entering Unmasked Estep Score: -357748.093750 Penalty: 3942.574219 Iteration 29Q: 3 clusters Score -357748.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -357767.500000 Penalty: 3942.574219 Iteration 30Q: 3 clusters Score -357767.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 1666 members Entering Unmasked Estep Score: -357775.250000 Penalty: 3942.574219 Iteration 31Q: 3 clusters Score -357775.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1152 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -357786.718750 Penalty: 3942.574219 Iteration 32Q: 3 clusters Score -357786.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -357795.218750 Penalty: 3942.574219 Iteration 33Q: 3 clusters Score -357795.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1131 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -357800.781250 Penalty: 3942.574219 Iteration 34Q: 3 clusters Score -357800.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -357804.250000 Penalty: 3942.574219 Iteration 35Q: 3 clusters Score -357804.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1117 members Mstep: Class 2 contains 1715 members Entering Unmasked Estep Score: -357806.687500 Penalty: 3942.574219 Iteration 36Q: 3 clusters Score -357806.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1720 members Entering Unmasked Estep Score: -357810.781250 Penalty: 3942.574219 Iteration 37Q: 3 clusters Score -357810.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1109 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -357812.625000 Penalty: 3942.574219 Iteration 38Q: 3 clusters Score -357812.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1105 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -357814.468750 Penalty: 3942.574219 Iteration 39Q: 3 clusters Score -357814.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1103 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -357814.968750 Penalty: 3942.574219 Iteration 40F: 3 clusters Score -357815 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -357816.281250 Penalty: 3942.574219 Iteration 41Q: 3 clusters Score -357816.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -357818.218750 Penalty: 3942.574219 Iteration 42Q: 3 clusters Score -357818.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1732 members Entering Unmasked Estep Score: -357818.218750 Penalty: 3942.574219 Iteration 43F: 3 clusters Score -357818.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (703 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Entering Unmasked Estep Score: -75648.289062 Penalty: 1625.728516 Iteration 0F: 2 clusters Score -75648.29 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 352 members Entering Unmasked Estep Score: -74122.375000 Penalty: 3251.457031 Iteration 0F: 3 clusters Score -74122.38 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 404 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -74635.179688 Penalty: 3251.457031 Iteration 1F: 3 clusters Score -74635.18 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 425 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -74887.289062 Penalty: 3251.457031 Iteration 2F: 3 clusters Score -74887.29 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -75165.320312 Penalty: 3251.457031 Iteration 3F: 3 clusters Score -75165.32 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -75462.539062 Penalty: 3251.457031 Iteration 4F: 3 clusters Score -75462.54 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 409 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -75614.625000 Penalty: 3251.457031 Iteration 5Q: 3 clusters Score -75614.62 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 402 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -75691.937500 Penalty: 3251.457031 Iteration 6Q: 3 clusters Score -75691.94 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -75754.789062 Penalty: 3251.457031 Iteration 7Q: 3 clusters Score -75754.79 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -75778.781250 Penalty: 3251.457031 Iteration 8Q: 3 clusters Score -75778.78 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -75807.335938 Penalty: 3251.457031 Iteration 9Q: 3 clusters Score -75807.34 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 376 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -75843.000000 Penalty: 3251.457031 Iteration 10Q: 3 clusters Score -75843 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -75902.976562 Penalty: 3251.457031 Iteration 11Q: 3 clusters Score -75902.98 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -75993.617188 Penalty: 3251.457031 Iteration 12Q: 3 clusters Score -75993.62 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -76041.773438 Penalty: 3251.457031 Iteration 13Q: 3 clusters Score -76041.77 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -76069.757812 Penalty: 3251.457031 Iteration 14Q: 3 clusters Score -76069.76 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 360 members Mstep: Class 2 contains 343 members Entering Unmasked Estep Score: -76099.156250 Penalty: 3251.457031 Iteration 15Q: 3 clusters Score -76099.16 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 341 members Entering Unmasked Estep Score: -76111.257812 Penalty: 3251.457031 Iteration 16Q: 3 clusters Score -76111.26 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 364 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -76126.671875 Penalty: 3251.457031 Iteration 17Q: 3 clusters Score -76126.67 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 367 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -76133.632812 Penalty: 3251.457031 Iteration 18Q: 3 clusters Score -76133.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 371 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -76151.351562 Penalty: 3251.457031 Iteration 19Q: 3 clusters Score -76151.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 375 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -76198.757812 Penalty: 3251.457031 Iteration 20F: 3 clusters Score -76198.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -76248.937500 Penalty: 3251.457031 Iteration 21Q: 3 clusters Score -76248.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -76250.539062 Penalty: 3251.457031 Iteration 22Q: 3 clusters Score -76250.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -76250.539062 Penalty: 3251.457031 Iteration 23F: 3 clusters Score -76250.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 13270 members Mstep: Class 3 contains 7722 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15420 members Mstep: Class 6 contains 23935 members Mstep: Class 7 contains 36589 members Mstep: Class 8 contains 2832 members Mstep: Class 9 contains 381 members Mstep: Class 10 contains 20917 members Mstep: Class 11 contains 63671 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 24846 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2755 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 191839 members Mstep: Class 18 contains 7241 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21079 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 2171 members Mstep: Class 23 contains 322 members Entering Unmasked Estep Score: -55719372.000000 Penalty: 74191.359375 Splitting cluster 9 changes total score from -55720352.000000 to -55719372.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (20917 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20917 members Entering Unmasked Estep Score: -2588206.000000 Penalty: 2467.182861 Iteration 0F: 2 clusters Score -2588206 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10425 members Mstep: Class 2 contains 10492 members Entering Unmasked Estep Score: -2573632.250000 Penalty: 4934.365723 Iteration 0F: 3 clusters Score -2573632 nChanged 9151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10548 members Mstep: Class 2 contains 10369 members Entering Unmasked Estep Score: -2578585.250000 Penalty: 4934.365723 Iteration 1F: 3 clusters Score -2578585 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10705 members Mstep: Class 2 contains 10212 members Entering Unmasked Estep Score: -2579168.750000 Penalty: 4934.365723 Iteration 2F: 3 clusters Score -2579169 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11045 members Mstep: Class 2 contains 9872 members Entering Unmasked Estep Score: -2579890.250000 Penalty: 4934.365723 Iteration 3F: 3 clusters Score -2579890 nChanged 1235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11622 members Mstep: Class 2 contains 9295 members Entering Unmasked Estep Score: -2580738.750000 Penalty: 4934.365723 Iteration 4F: 3 clusters Score -2580739 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12382 members Mstep: Class 2 contains 8535 members Entering Unmasked Estep Score: -2581687.500000 Penalty: 4934.365723 Iteration 5F: 3 clusters Score -2581688 nChanged 1460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13358 members Mstep: Class 2 contains 7559 members Entering Unmasked Estep Score: -2582694.250000 Penalty: 4934.365723 Iteration 6F: 3 clusters Score -2582694 nChanged 1434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14468 members Mstep: Class 2 contains 6449 members Entering Unmasked Estep Score: -2583705.000000 Penalty: 4934.365723 Iteration 7F: 3 clusters Score -2583705 nChanged 1302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15590 members Mstep: Class 2 contains 5327 members Entering Unmasked Estep Score: -2584692.750000 Penalty: 4934.365723 Iteration 8F: 3 clusters Score -2584693 nChanged 1084 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16590 members Mstep: Class 2 contains 4327 members Entering Unmasked Estep Score: -2585433.250000 Penalty: 4934.365723 Iteration 9F: 3 clusters Score -2585433 nChanged 781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17335 members Mstep: Class 2 contains 3582 members Entering Unmasked Estep Score: -2585949.750000 Penalty: 4934.365723 Iteration 10Q: 3 clusters Score -2585950 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17901 members Mstep: Class 2 contains 3016 members Entering Unmasked Estep Score: -2586293.500000 Penalty: 4934.365723 Iteration 11Q: 3 clusters Score -2586294 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18347 members Mstep: Class 2 contains 2570 members Entering Unmasked Estep Score: -2586577.750000 Penalty: 4934.365723 Iteration 12Q: 3 clusters Score -2586578 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18713 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -2586820.250000 Penalty: 4934.365723 Iteration 13Q: 3 clusters Score -2586820 nChanged 333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19042 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -2587051.250000 Penalty: 4934.365723 Iteration 14Q: 3 clusters Score -2587051 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19304 members Mstep: Class 2 contains 1613 members Entering Unmasked Estep Score: -2587242.500000 Penalty: 4934.365723 Iteration 15Q: 3 clusters Score -2587242 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19515 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -2587399.500000 Penalty: 4934.365723 Iteration 16Q: 3 clusters Score -2587400 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19653 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -2587486.500000 Penalty: 4934.365723 Iteration 17Q: 3 clusters Score -2587486 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19739 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -2587544.500000 Penalty: 4934.365723 Iteration 18Q: 3 clusters Score -2587544 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19787 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -2587559.250000 Penalty: 4934.365723 Iteration 19Q: 3 clusters Score -2587559 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19825 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -2587577.750000 Penalty: 4934.365723 Iteration 20F: 3 clusters Score -2587578 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19845 members Mstep: Class 2 contains 1072 members Entering Unmasked Estep Score: -2587589.500000 Penalty: 4934.365723 Iteration 21Q: 3 clusters Score -2587590 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19861 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -2587590.250000 Penalty: 4934.365723 Iteration 22Q: 3 clusters Score -2587590 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19871 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -2587594.250000 Penalty: 4934.365723 Iteration 23Q: 3 clusters Score -2587594 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19878 members Mstep: Class 2 contains 1039 members Entering Unmasked Estep Score: -2587598.250000 Penalty: 4934.365723 Iteration 24Q: 3 clusters Score -2587598 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19883 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -2587600.500000 Penalty: 4934.365723 Iteration 25Q: 3 clusters Score -2587600 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19887 members Mstep: Class 2 contains 1030 members Entering Unmasked Estep Score: -2587598.250000 Penalty: 4934.365723 Iteration 26Q: 3 clusters Score -2587598 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19893 members Mstep: Class 2 contains 1024 members Entering Unmasked Estep Score: -2587601.750000 Penalty: 4934.365723 Iteration 27Q: 3 clusters Score -2587602 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19898 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -2587605.250000 Penalty: 4934.365723 Iteration 28Q: 3 clusters Score -2587605 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19905 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -2587608.000000 Penalty: 4934.365723 Iteration 29Q: 3 clusters Score -2587608 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19912 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -2587606.500000 Penalty: 4934.365723 Iteration 30Q: 3 clusters Score -2587606 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19919 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -2587611.000000 Penalty: 4934.365723 Iteration 31Q: 3 clusters Score -2587611 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19923 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -2587609.500000 Penalty: 4934.365723 Iteration 32Q: 3 clusters Score -2587610 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19926 members Mstep: Class 2 contains 991 members Entering Unmasked Estep Score: -2587610.500000 Penalty: 4934.365723 Iteration 33Q: 3 clusters Score -2587610 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19927 members Mstep: Class 2 contains 990 members Entering Unmasked Estep Score: -2587610.500000 Penalty: 4934.365723 Iteration 34Q: 3 clusters Score -2587610 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19929 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -2587614.000000 Penalty: 4934.365723 Iteration 35Q: 3 clusters Score -2587614 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19930 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -2587614.000000 Penalty: 4934.365723 Iteration 36Q: 3 clusters Score -2587614 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19931 members Mstep: Class 2 contains 986 members Entering Unmasked Estep Score: -2587613.000000 Penalty: 4934.365723 Iteration 37Q: 3 clusters Score -2587613 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19932 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -2587614.250000 Penalty: 4934.365723 Iteration 38Q: 3 clusters Score -2587614 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19933 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -2587614.250000 Penalty: 4934.365723 Iteration 39Q: 3 clusters Score -2587614 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19933 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -2587614.250000 Penalty: 4934.365723 Iteration 40F: 3 clusters Score -2587614 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (63671 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63671 members Entering Unmasked Estep Score: -8188613.000000 Penalty: 2743.248047 Iteration 0F: 2 clusters Score -8188613 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31675 members Mstep: Class 2 contains 31996 members Entering Unmasked Estep Score: -8145871.000000 Penalty: 5486.496094 Iteration 0F: 3 clusters Score -8145871 nChanged 29721 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30084 members Mstep: Class 2 contains 33587 members Entering Unmasked Estep Score: -8162328.500000 Penalty: 5486.496094 Iteration 1F: 3 clusters Score -8162328 nChanged 2419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29153 members Mstep: Class 2 contains 34518 members Entering Unmasked Estep Score: -8162994.000000 Penalty: 5486.496094 Iteration 2Q: 3 clusters Score -8162994 nChanged 2412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27729 members Mstep: Class 2 contains 35942 members Entering Unmasked Estep Score: -8163745.500000 Penalty: 5486.496094 Iteration 3Q: 3 clusters Score -8163746 nChanged 2624 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25685 members Mstep: Class 2 contains 37986 members Entering Unmasked Estep Score: -8164764.000000 Penalty: 5486.496094 Iteration 4Q: 3 clusters Score -8164764 nChanged 3104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22877 members Mstep: Class 2 contains 40794 members Entering Unmasked Estep Score: -8166261.500000 Penalty: 5486.496094 Iteration 5Q: 3 clusters Score -8166262 nChanged 3968 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19015 members Mstep: Class 2 contains 44656 members Entering Unmasked Estep Score: -8168844.000000 Penalty: 5486.496094 Iteration 6F: 3 clusters Score -8168844 nChanged 4891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14148 members Mstep: Class 2 contains 49523 members Entering Unmasked Estep Score: -8172844.500000 Penalty: 5486.496094 Iteration 7F: 3 clusters Score -8172844 nChanged 5215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8943 members Mstep: Class 2 contains 54728 members Entering Unmasked Estep Score: -8177648.000000 Penalty: 5486.496094 Iteration 8F: 3 clusters Score -8177648 nChanged 4316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4629 members Mstep: Class 2 contains 59042 members Entering Unmasked Estep Score: -8181845.000000 Penalty: 5486.496094 Iteration 9F: 3 clusters Score -8181845 nChanged 2551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2078 members Mstep: Class 2 contains 61593 members Entering Unmasked Estep Score: -8184292.000000 Penalty: 5486.496094 Iteration 10Q: 3 clusters Score -8184292 nChanged 1165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 923 members Mstep: Class 2 contains 62748 members Entering Unmasked Estep Score: -8185383.000000 Penalty: 5486.496094 Iteration 11Q: 3 clusters Score -8185383 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 63158 members Entering Unmasked Estep Score: -8185846.000000 Penalty: 5486.496094 Iteration 12Q: 3 clusters Score -8185846 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 63298 members Entering Unmasked Estep Score: -8186019.500000 Penalty: 5486.496094 Iteration 13Q: 3 clusters Score -8186020 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 63358 members Entering Unmasked Estep Score: -8186099.500000 Penalty: 5486.496094 Iteration 14Q: 3 clusters Score -8186100 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 63382 members Entering Unmasked Estep Score: -8186136.500000 Penalty: 5486.496094 Iteration 15Q: 3 clusters Score -8186136 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 63399 members Entering Unmasked Estep Score: -8186156.000000 Penalty: 5486.496094 Iteration 16Q: 3 clusters Score -8186156 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 63407 members Entering Unmasked Estep Score: -8186173.500000 Penalty: 5486.496094 Iteration 17Q: 3 clusters Score -8186174 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 63409 members Entering Unmasked Estep Score: -8186176.500000 Penalty: 5486.496094 Iteration 18Q: 3 clusters Score -8186176 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 63412 members Entering Unmasked Estep Score: -8186187.000000 Penalty: 5486.496094 Iteration 19Q: 3 clusters Score -8186187 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 63418 members Entering Unmasked Estep Score: -8186190.500000 Penalty: 5486.496094 Iteration 20F: 3 clusters Score -8186190 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 63423 members Entering Unmasked Estep Score: -8186195.500000 Penalty: 5486.496094 Iteration 21Q: 3 clusters Score -8186196 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 63426 members Entering Unmasked Estep Score: -8186206.000000 Penalty: 5486.496094 Iteration 22Q: 3 clusters Score -8186206 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 63429 members Entering Unmasked Estep Score: -8186211.500000 Penalty: 5486.496094 Iteration 23Q: 3 clusters Score -8186212 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 63432 members Entering Unmasked Estep Score: -8186220.500000 Penalty: 5486.496094 Iteration 24Q: 3 clusters Score -8186220 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 63434 members Entering Unmasked Estep Score: -8186224.000000 Penalty: 5486.496094 Iteration 25Q: 3 clusters Score -8186224 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 63435 members Entering Unmasked Estep Score: -8186222.500000 Penalty: 5486.496094 Iteration 26Q: 3 clusters Score -8186222 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 63434 members Entering Unmasked Estep Score: -8186225.500000 Penalty: 5486.496094 Iteration 27Q: 3 clusters Score -8186226 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 63434 members Entering Unmasked Estep Score: -8186225.500000 Penalty: 5486.496094 Iteration 28F: 3 clusters Score -8186226 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (922 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Entering Unmasked Estep Score: -106905.445312 Penalty: 1692.983276 Iteration 0F: 2 clusters Score -106905.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 456 members Entering Unmasked Estep Score: -105034.500000 Penalty: 3385.966553 Iteration 0F: 3 clusters Score -105034.5 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 462 members Mstep: Class 2 contains 460 members Entering Unmasked Estep Score: -105391.156250 Penalty: 3385.966553 Iteration 1F: 3 clusters Score -105391.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 453 members Entering Unmasked Estep Score: -105668.648438 Penalty: 3385.966553 Iteration 2F: 3 clusters Score -105668.6 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -105919.492188 Penalty: 3385.966553 Iteration 3F: 3 clusters Score -105919.5 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -106156.757812 Penalty: 3385.966553 Iteration 4F: 3 clusters Score -106156.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -106369.937500 Penalty: 3385.966553 Iteration 5F: 3 clusters Score -106369.9 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 515 members Mstep: Class 2 contains 407 members Entering Unmasked Estep Score: -106612.484375 Penalty: 3385.966553 Iteration 6F: 3 clusters Score -106612.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 399 members Entering Unmasked Estep Score: -106733.281250 Penalty: 3385.966553 Iteration 7Q: 3 clusters Score -106733.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -106788.929688 Penalty: 3385.966553 Iteration 8Q: 3 clusters Score -106788.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -106826.296875 Penalty: 3385.966553 Iteration 9Q: 3 clusters Score -106826.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -106878.523438 Penalty: 3385.966553 Iteration 10Q: 3 clusters Score -106878.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 421 members Entering Unmasked Estep Score: -106991.757812 Penalty: 3385.966553 Iteration 11Q: 3 clusters Score -106991.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 429 members Entering Unmasked Estep Score: -107056.328125 Penalty: 3385.966553 Iteration 12Q: 3 clusters Score -107056.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -107087.039062 Penalty: 3385.966553 Iteration 13Q: 3 clusters Score -107087 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -107105.085938 Penalty: 3385.966553 Iteration 14Q: 3 clusters Score -107105.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -107132.132812 Penalty: 3385.966553 Iteration 15Q: 3 clusters Score -107132.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -107136.187500 Penalty: 3385.966553 Iteration 16Q: 3 clusters Score -107136.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -107140.835938 Penalty: 3385.966553 Iteration 17Q: 3 clusters Score -107140.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -107144.679688 Penalty: 3385.966553 Iteration 18Q: 3 clusters Score -107144.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 458 members Entering Unmasked Estep Score: -107144.679688 Penalty: 3385.966553 Iteration 19F: 3 clusters Score -107144.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 13270 members Mstep: Class 3 contains 7722 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15420 members Mstep: Class 6 contains 23935 members Mstep: Class 7 contains 36589 members Mstep: Class 8 contains 2832 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20917 members Mstep: Class 11 contains 63671 members Mstep: Class 12 contains 464 members Mstep: Class 13 contains 24846 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2755 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 191839 members Mstep: Class 18 contains 7241 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21079 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 2171 members Mstep: Class 23 contains 458 members Entering Unmasked Estep Score: -55719064.000000 Penalty: 74191.359375 Splitting cluster 12 changes total score from -55720352.000000 to -55719064.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (24846 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24846 members Entering Unmasked Estep Score: -3181725.000000 Penalty: 2509.872070 Iteration 0F: 2 clusters Score -3181725 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12366 members Mstep: Class 2 contains 12480 members Entering Unmasked Estep Score: -3164426.750000 Penalty: 5019.744141 Iteration 0F: 3 clusters Score -3164427 nChanged 11091 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12057 members Mstep: Class 2 contains 12789 members Entering Unmasked Estep Score: -3170390.000000 Penalty: 5019.744141 Iteration 1F: 3 clusters Score -3170390 nChanged 1220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11853 members Mstep: Class 2 contains 12993 members Entering Unmasked Estep Score: -3170806.250000 Penalty: 5019.744141 Iteration 2Q: 3 clusters Score -3170806 nChanged 1026 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11625 members Mstep: Class 2 contains 13221 members Entering Unmasked Estep Score: -3171118.000000 Penalty: 5019.744141 Iteration 3Q: 3 clusters Score -3171118 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11321 members Mstep: Class 2 contains 13525 members Entering Unmasked Estep Score: -3171417.500000 Penalty: 5019.744141 Iteration 4Q: 3 clusters Score -3171418 nChanged 867 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10954 members Mstep: Class 2 contains 13892 members Entering Unmasked Estep Score: -3171729.000000 Penalty: 5019.744141 Iteration 5Q: 3 clusters Score -3171729 nChanged 917 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10461 members Mstep: Class 2 contains 14385 members Entering Unmasked Estep Score: -3172071.750000 Penalty: 5019.744141 Iteration 6Q: 3 clusters Score -3172072 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9811 members Mstep: Class 2 contains 15035 members Entering Unmasked Estep Score: -3172485.000000 Penalty: 5019.744141 Iteration 7Q: 3 clusters Score -3172485 nChanged 1007 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8990 members Mstep: Class 2 contains 15856 members Entering Unmasked Estep Score: -3173077.250000 Penalty: 5019.744141 Iteration 8Q: 3 clusters Score -3173077 nChanged 1204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7990 members Mstep: Class 2 contains 16856 members Entering Unmasked Estep Score: -3173996.750000 Penalty: 5019.744141 Iteration 9Q: 3 clusters Score -3173997 nChanged 1269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6951 members Mstep: Class 2 contains 17895 members Entering Unmasked Estep Score: -3175131.000000 Penalty: 5019.744141 Iteration 10F: 3 clusters Score -3175131 nChanged 1150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6119 members Mstep: Class 2 contains 18727 members Entering Unmasked Estep Score: -3176204.750000 Penalty: 5019.744141 Iteration 11Q: 3 clusters Score -3176205 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5555 members Mstep: Class 2 contains 19291 members Entering Unmasked Estep Score: -3177058.500000 Penalty: 5019.744141 Iteration 12Q: 3 clusters Score -3177058 nChanged 799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Mstep: Class 2 contains 19608 members Entering Unmasked Estep Score: -3177536.750000 Penalty: 5019.744141 Iteration 13Q: 3 clusters Score -3177537 nChanged 572 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5016 members Mstep: Class 2 contains 19830 members Entering Unmasked Estep Score: -3177802.750000 Penalty: 5019.744141 Iteration 14Q: 3 clusters Score -3177803 nChanged 409 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4845 members Mstep: Class 2 contains 20001 members Entering Unmasked Estep Score: -3177954.000000 Penalty: 5019.744141 Iteration 15Q: 3 clusters Score -3177954 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 20155 members Entering Unmasked Estep Score: -3178026.500000 Penalty: 5019.744141 Iteration 16Q: 3 clusters Score -3178026 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4570 members Mstep: Class 2 contains 20276 members Entering Unmasked Estep Score: -3178080.500000 Penalty: 5019.744141 Iteration 17Q: 3 clusters Score -3178080 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4438 members Mstep: Class 2 contains 20408 members Entering Unmasked Estep Score: -3178131.750000 Penalty: 5019.744141 Iteration 18Q: 3 clusters Score -3178132 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 20524 members Entering Unmasked Estep Score: -3178171.500000 Penalty: 5019.744141 Iteration 19Q: 3 clusters Score -3178172 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4203 members Mstep: Class 2 contains 20643 members Entering Unmasked Estep Score: -3178200.500000 Penalty: 5019.744141 Iteration 20F: 3 clusters Score -3178200 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4092 members Mstep: Class 2 contains 20754 members Entering Unmasked Estep Score: -3178237.750000 Penalty: 5019.744141 Iteration 21Q: 3 clusters Score -3178238 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3988 members Mstep: Class 2 contains 20858 members Entering Unmasked Estep Score: -3178275.750000 Penalty: 5019.744141 Iteration 22Q: 3 clusters Score -3178276 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3882 members Mstep: Class 2 contains 20964 members Entering Unmasked Estep Score: -3178297.750000 Penalty: 5019.744141 Iteration 23Q: 3 clusters Score -3178298 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3766 members Mstep: Class 2 contains 21080 members Entering Unmasked Estep Score: -3178351.000000 Penalty: 5019.744141 Iteration 24Q: 3 clusters Score -3178351 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 21185 members Entering Unmasked Estep Score: -3178379.000000 Penalty: 5019.744141 Iteration 25Q: 3 clusters Score -3178379 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 21299 members Entering Unmasked Estep Score: -3178411.750000 Penalty: 5019.744141 Iteration 26Q: 3 clusters Score -3178412 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 21402 members Entering Unmasked Estep Score: -3178433.000000 Penalty: 5019.744141 Iteration 27Q: 3 clusters Score -3178433 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3354 members Mstep: Class 2 contains 21492 members Entering Unmasked Estep Score: -3178456.750000 Penalty: 5019.744141 Iteration 28Q: 3 clusters Score -3178457 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3258 members Mstep: Class 2 contains 21588 members Entering Unmasked Estep Score: -3178487.250000 Penalty: 5019.744141 Iteration 29Q: 3 clusters Score -3178487 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3173 members Mstep: Class 2 contains 21673 members Entering Unmasked Estep Score: -3178505.500000 Penalty: 5019.744141 Iteration 30Q: 3 clusters Score -3178506 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 21752 members Entering Unmasked Estep Score: -3178521.000000 Penalty: 5019.744141 Iteration 31Q: 3 clusters Score -3178521 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 21820 members Entering Unmasked Estep Score: -3178538.750000 Penalty: 5019.744141 Iteration 32Q: 3 clusters Score -3178539 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2958 members Mstep: Class 2 contains 21888 members Entering Unmasked Estep Score: -3178563.000000 Penalty: 5019.744141 Iteration 33Q: 3 clusters Score -3178563 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2883 members Mstep: Class 2 contains 21963 members Entering Unmasked Estep Score: -3178584.000000 Penalty: 5019.744141 Iteration 34Q: 3 clusters Score -3178584 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 22038 members Entering Unmasked Estep Score: -3178597.750000 Penalty: 5019.744141 Iteration 35Q: 3 clusters Score -3178598 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2716 members Mstep: Class 2 contains 22130 members Entering Unmasked Estep Score: -3178633.000000 Penalty: 5019.744141 Iteration 36Q: 3 clusters Score -3178633 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2621 members Mstep: Class 2 contains 22225 members Entering Unmasked Estep Score: -3178652.750000 Penalty: 5019.744141 Iteration 37Q: 3 clusters Score -3178653 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2540 members Mstep: Class 2 contains 22306 members Entering Unmasked Estep Score: -3178678.750000 Penalty: 5019.744141 Iteration 38Q: 3 clusters Score -3178679 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2455 members Mstep: Class 2 contains 22391 members Entering Unmasked Estep Score: -3178695.250000 Penalty: 5019.744141 Iteration 39Q: 3 clusters Score -3178695 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2364 members Mstep: Class 2 contains 22482 members Entering Unmasked Estep Score: -3178729.250000 Penalty: 5019.744141 Iteration 40F: 3 clusters Score -3178729 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 22579 members Entering Unmasked Estep Score: -3178761.250000 Penalty: 5019.744141 Iteration 41Q: 3 clusters Score -3178761 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 22686 members Entering Unmasked Estep Score: -3178809.250000 Penalty: 5019.744141 Iteration 42Q: 3 clusters Score -3178809 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 22814 members Entering Unmasked Estep Score: -3178863.250000 Penalty: 5019.744141 Iteration 43Q: 3 clusters Score -3178863 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 22944 members Entering Unmasked Estep Score: -3178912.750000 Penalty: 5019.744141 Iteration 44Q: 3 clusters Score -3178913 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 23059 members Entering Unmasked Estep Score: -3178961.500000 Penalty: 5019.744141 Iteration 45Q: 3 clusters Score -3178962 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 23169 members Entering Unmasked Estep Score: -3179008.000000 Penalty: 5019.744141 Iteration 46Q: 3 clusters Score -3179008 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 23286 members Entering Unmasked Estep Score: -3179056.250000 Penalty: 5019.744141 Iteration 47Q: 3 clusters Score -3179056 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 23398 members Entering Unmasked Estep Score: -3179113.500000 Penalty: 5019.744141 Iteration 48Q: 3 clusters Score -3179114 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 23504 members Entering Unmasked Estep Score: -3179166.500000 Penalty: 5019.744141 Iteration 49Q: 3 clusters Score -3179166 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 23594 members Entering Unmasked Estep Score: -3179228.750000 Penalty: 5019.744141 Iteration 50Q: 3 clusters Score -3179229 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1184 members Mstep: Class 2 contains 23662 members Entering Unmasked Estep Score: -3179270.750000 Penalty: 5019.744141 Iteration 51Q: 3 clusters Score -3179271 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 23718 members Entering Unmasked Estep Score: -3179298.500000 Penalty: 5019.744141 Iteration 52Q: 3 clusters Score -3179298 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 23768 members Entering Unmasked Estep Score: -3179324.000000 Penalty: 5019.744141 Iteration 53Q: 3 clusters Score -3179324 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 23815 members Entering Unmasked Estep Score: -3179340.250000 Penalty: 5019.744141 Iteration 54Q: 3 clusters Score -3179340 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1002 members Mstep: Class 2 contains 23844 members Entering Unmasked Estep Score: -3179354.750000 Penalty: 5019.744141 Iteration 55Q: 3 clusters Score -3179355 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 23880 members Entering Unmasked Estep Score: -3179373.750000 Penalty: 5019.744141 Iteration 56Q: 3 clusters Score -3179374 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 936 members Mstep: Class 2 contains 23910 members Entering Unmasked Estep Score: -3179386.000000 Penalty: 5019.744141 Iteration 57Q: 3 clusters Score -3179386 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 23943 members Entering Unmasked Estep Score: -3179399.250000 Penalty: 5019.744141 Iteration 58Q: 3 clusters Score -3179399 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 23983 members Entering Unmasked Estep Score: -3179417.750000 Penalty: 5019.744141 Iteration 59Q: 3 clusters Score -3179418 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 24020 members Entering Unmasked Estep Score: -3179444.500000 Penalty: 5019.744141 Iteration 60F: 3 clusters Score -3179444 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 24049 members Entering Unmasked Estep Score: -3179455.500000 Penalty: 5019.744141 Iteration 61Q: 3 clusters Score -3179456 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 776 members Mstep: Class 2 contains 24070 members Entering Unmasked Estep Score: -3179464.250000 Penalty: 5019.744141 Iteration 62Q: 3 clusters Score -3179464 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 757 members Mstep: Class 2 contains 24089 members Entering Unmasked Estep Score: -3179471.000000 Penalty: 5019.744141 Iteration 63Q: 3 clusters Score -3179471 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 24097 members Entering Unmasked Estep Score: -3179474.000000 Penalty: 5019.744141 Iteration 64Q: 3 clusters Score -3179474 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 745 members Mstep: Class 2 contains 24101 members Entering Unmasked Estep Score: -3179474.250000 Penalty: 5019.744141 Iteration 65Q: 3 clusters Score -3179474 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 24108 members Entering Unmasked Estep Score: -3179481.250000 Penalty: 5019.744141 Iteration 66Q: 3 clusters Score -3179481 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 737 members Mstep: Class 2 contains 24109 members Entering Unmasked Estep Score: -3179477.000000 Penalty: 5019.744141 Iteration 67Q: 3 clusters Score -3179477 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 24111 members Entering Unmasked Estep Score: -3179477.500000 Penalty: 5019.744141 Iteration 68Q: 3 clusters Score -3179478 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 733 members Mstep: Class 2 contains 24113 members Entering Unmasked Estep Score: -3179482.250000 Penalty: 5019.744141 Iteration 69Q: 3 clusters Score -3179482 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 24116 members Entering Unmasked Estep Score: -3179482.500000 Penalty: 5019.744141 Iteration 70Q: 3 clusters Score -3179482 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 727 members Mstep: Class 2 contains 24119 members Entering Unmasked Estep Score: -3179483.000000 Penalty: 5019.744141 Iteration 71Q: 3 clusters Score -3179483 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 725 members Mstep: Class 2 contains 24121 members Entering Unmasked Estep Score: -3179482.500000 Penalty: 5019.744141 Iteration 72Q: 3 clusters Score -3179482 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 24122 members Entering Unmasked Estep Score: -3179485.500000 Penalty: 5019.744141 Iteration 73Q: 3 clusters Score -3179486 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 24123 members Entering Unmasked Estep Score: -3179489.250000 Penalty: 5019.744141 Iteration 74Q: 3 clusters Score -3179489 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 716 members Mstep: Class 2 contains 24130 members Entering Unmasked Estep Score: -3179493.750000 Penalty: 5019.744141 Iteration 75Q: 3 clusters Score -3179494 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 24136 members Entering Unmasked Estep Score: -3179498.000000 Penalty: 5019.744141 Iteration 76Q: 3 clusters Score -3179498 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 705 members Mstep: Class 2 contains 24141 members Entering Unmasked Estep Score: -3179506.750000 Penalty: 5019.744141 Iteration 77Q: 3 clusters Score -3179507 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 24152 members Entering Unmasked Estep Score: -3179515.000000 Penalty: 5019.744141 Iteration 78Q: 3 clusters Score -3179515 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 24163 members Entering Unmasked Estep Score: -3179516.250000 Penalty: 5019.744141 Iteration 79Q: 3 clusters Score -3179516 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 677 members Mstep: Class 2 contains 24169 members Entering Unmasked Estep Score: -3179520.000000 Penalty: 5019.744141 Iteration 80F: 3 clusters Score -3179520 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 24176 members Entering Unmasked Estep Score: -3179520.500000 Penalty: 5019.744141 Iteration 81Q: 3 clusters Score -3179520 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 663 members Mstep: Class 2 contains 24183 members Entering Unmasked Estep Score: -3179525.500000 Penalty: 5019.744141 Iteration 82Q: 3 clusters Score -3179526 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 24189 members Entering Unmasked Estep Score: -3179525.500000 Penalty: 5019.744141 Iteration 83Q: 3 clusters Score -3179526 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 24190 members Entering Unmasked Estep Score: -3179530.000000 Penalty: 5019.744141 Iteration 84Q: 3 clusters Score -3179530 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 24199 members Entering Unmasked Estep Score: -3179536.000000 Penalty: 5019.744141 Iteration 85Q: 3 clusters Score -3179536 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 24206 members Entering Unmasked Estep Score: -3179543.250000 Penalty: 5019.744141 Iteration 86Q: 3 clusters Score -3179543 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 24212 members Entering Unmasked Estep Score: -3179543.000000 Penalty: 5019.744141 Iteration 87Q: 3 clusters Score -3179543 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 24215 members Entering Unmasked Estep Score: -3179548.750000 Penalty: 5019.744141 Iteration 88Q: 3 clusters Score -3179549 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 630 members Mstep: Class 2 contains 24216 members Entering Unmasked Estep Score: -3179545.250000 Penalty: 5019.744141 Iteration 89Q: 3 clusters Score -3179545 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 24217 members Entering Unmasked Estep Score: -3179545.750000 Penalty: 5019.744141 Iteration 90Q: 3 clusters Score -3179546 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 24218 members Entering Unmasked Estep Score: -3179545.250000 Penalty: 5019.744141 Iteration 91Q: 3 clusters Score -3179545 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 628 members Mstep: Class 2 contains 24218 members Entering Unmasked Estep Score: -3179545.250000 Penalty: 5019.744141 Iteration 92F: 3 clusters Score -3179545 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (563 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Entering Unmasked Estep Score: -62265.347656 Penalty: 1570.653320 Iteration 0F: 2 clusters Score -62265.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 281 members Entering Unmasked Estep Score: -60726.445312 Penalty: 3141.306641 Iteration 0F: 3 clusters Score -60726.45 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -60948.000000 Penalty: 3141.306641 Iteration 1F: 3 clusters Score -60948 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -61037.789062 Penalty: 3141.306641 Iteration 2F: 3 clusters Score -61037.79 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -61105.917969 Penalty: 3141.306641 Iteration 3Q: 3 clusters Score -61105.92 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -61186.667969 Penalty: 3141.306641 Iteration 4Q: 3 clusters Score -61186.67 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -61295.691406 Penalty: 3141.306641 Iteration 5Q: 3 clusters Score -61295.69 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -61365.246094 Penalty: 3141.306641 Iteration 6Q: 3 clusters Score -61365.25 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -61420.289062 Penalty: 3141.306641 Iteration 7Q: 3 clusters Score -61420.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -61449.937500 Penalty: 3141.306641 Iteration 8Q: 3 clusters Score -61449.94 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -61473.855469 Penalty: 3141.306641 Iteration 9Q: 3 clusters Score -61473.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -61495.562500 Penalty: 3141.306641 Iteration 10Q: 3 clusters Score -61495.56 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -61545.695312 Penalty: 3141.306641 Iteration 11Q: 3 clusters Score -61545.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -61646.910156 Penalty: 3141.306641 Iteration 12Q: 3 clusters Score -61646.91 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 250 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -61759.058594 Penalty: 3141.306641 Iteration 13Q: 3 clusters Score -61759.06 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -61842.636719 Penalty: 3141.306641 Iteration 14Q: 3 clusters Score -61842.64 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -61914.257812 Penalty: 3141.306641 Iteration 15Q: 3 clusters Score -61914.26 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -61924.308594 Penalty: 3141.306641 Iteration 16Q: 3 clusters Score -61924.31 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -61948.023438 Penalty: 3141.306641 Iteration 17Q: 3 clusters Score -61948.02 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -61962.539062 Penalty: 3141.306641 Iteration 18Q: 3 clusters Score -61962.54 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -61964.195312 Penalty: 3141.306641 Iteration 19Q: 3 clusters Score -61964.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -61974.781250 Penalty: 3141.306641 Iteration 20F: 3 clusters Score -61974.78 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -61985.371094 Penalty: 3141.306641 Iteration 21Q: 3 clusters Score -61985.37 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -61985.371094 Penalty: 3141.306641 Iteration 22F: 3 clusters Score -61985.37 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2755 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2755 members Entering Unmasked Estep Score: -348687.750000 Penalty: 1964.450806 Iteration 0F: 2 clusters Score -348687.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1348 members Entering Unmasked Estep Score: -345604.343750 Penalty: 3928.901611 Iteration 0F: 3 clusters Score -345604.3 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1433 members Mstep: Class 2 contains 1322 members Entering Unmasked Estep Score: -346221.718750 Penalty: 3928.901611 Iteration 1F: 3 clusters Score -346221.7 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1457 members Mstep: Class 2 contains 1298 members Entering Unmasked Estep Score: -346387.656250 Penalty: 3928.901611 Iteration 2F: 3 clusters Score -346387.7 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -346506.625000 Penalty: 3928.901611 Iteration 3F: 3 clusters Score -346506.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -346604.843750 Penalty: 3928.901611 Iteration 4Q: 3 clusters Score -346604.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1500 members Mstep: Class 2 contains 1255 members Entering Unmasked Estep Score: -346683.281250 Penalty: 3928.901611 Iteration 5Q: 3 clusters Score -346683.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -346742.593750 Penalty: 3928.901611 Iteration 6Q: 3 clusters Score -346742.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 1228 members Entering Unmasked Estep Score: -346776.750000 Penalty: 3928.901611 Iteration 7Q: 3 clusters Score -346776.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1532 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -346809.781250 Penalty: 3928.901611 Iteration 8Q: 3 clusters Score -346809.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1548 members Mstep: Class 2 contains 1207 members Entering Unmasked Estep Score: -346856.968750 Penalty: 3928.901611 Iteration 9Q: 3 clusters Score -346857 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1563 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -346903.500000 Penalty: 3928.901611 Iteration 10Q: 3 clusters Score -346903.5 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -346937.500000 Penalty: 3928.901611 Iteration 11Q: 3 clusters Score -346937.5 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1607 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -346976.031250 Penalty: 3928.901611 Iteration 12Q: 3 clusters Score -346976 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -347000.031250 Penalty: 3928.901611 Iteration 13Q: 3 clusters Score -347000 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 1095 members Entering Unmasked Estep Score: -347021.718750 Penalty: 3928.901611 Iteration 14Q: 3 clusters Score -347021.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1680 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -347039.125000 Penalty: 3928.901611 Iteration 15Q: 3 clusters Score -347039.1 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 1058 members Entering Unmasked Estep Score: -347052.500000 Penalty: 3928.901611 Iteration 16Q: 3 clusters Score -347052.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1709 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -347067.687500 Penalty: 3928.901611 Iteration 17Q: 3 clusters Score -347067.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1719 members Mstep: Class 2 contains 1036 members Entering Unmasked Estep Score: -347076.343750 Penalty: 3928.901611 Iteration 18Q: 3 clusters Score -347076.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1726 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -347089.156250 Penalty: 3928.901611 Iteration 19Q: 3 clusters Score -347089.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -347093.750000 Penalty: 3928.901611 Iteration 20F: 3 clusters Score -347093.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1739 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -347096.125000 Penalty: 3928.901611 Iteration 21Q: 3 clusters Score -347096.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -347096.625000 Penalty: 3928.901611 Iteration 22Q: 3 clusters Score -347096.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -347096.531250 Penalty: 3928.901611 Iteration 23Q: 3 clusters Score -347096.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -347096.531250 Penalty: 3928.901611 Iteration 24F: 3 clusters Score -347096.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2508 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Entering Unmasked Estep Score: -321486.500000 Penalty: 1941.155762 Iteration 0F: 2 clusters Score -321486.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -318536.781250 Penalty: 3882.311523 Iteration 0F: 3 clusters Score -318536.8 nChanged 829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1248 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -319090.281250 Penalty: 3882.311523 Iteration 1F: 3 clusters Score -319090.3 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -319206.375000 Penalty: 3882.311523 Iteration 2F: 3 clusters Score -319206.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -319261.125000 Penalty: 3882.311523 Iteration 3Q: 3 clusters Score -319261.1 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1236 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -319289.250000 Penalty: 3882.311523 Iteration 4Q: 3 clusters Score -319289.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -319309.062500 Penalty: 3882.311523 Iteration 5Q: 3 clusters Score -319309.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -319328.656250 Penalty: 3882.311523 Iteration 6Q: 3 clusters Score -319328.7 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -319344.593750 Penalty: 3882.311523 Iteration 7Q: 3 clusters Score -319344.6 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -319355.000000 Penalty: 3882.311523 Iteration 8Q: 3 clusters Score -319355 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -319365.500000 Penalty: 3882.311523 Iteration 9Q: 3 clusters Score -319365.5 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -319373.437500 Penalty: 3882.311523 Iteration 10Q: 3 clusters Score -319373.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -319379.718750 Penalty: 3882.311523 Iteration 11Q: 3 clusters Score -319379.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -319389.406250 Penalty: 3882.311523 Iteration 12Q: 3 clusters Score -319389.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1242 members Mstep: Class 2 contains 1266 members Entering Unmasked Estep Score: -319395.343750 Penalty: 3882.311523 Iteration 13Q: 3 clusters Score -319395.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -319398.375000 Penalty: 3882.311523 Iteration 14Q: 3 clusters Score -319398.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -319400.406250 Penalty: 3882.311523 Iteration 15Q: 3 clusters Score -319400.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -319403.000000 Penalty: 3882.311523 Iteration 16Q: 3 clusters Score -319403 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1244 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -319408.531250 Penalty: 3882.311523 Iteration 17Q: 3 clusters Score -319408.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -319413.937500 Penalty: 3882.311523 Iteration 18Q: 3 clusters Score -319413.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1241 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -319419.468750 Penalty: 3882.311523 Iteration 19Q: 3 clusters Score -319419.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -319422.718750 Penalty: 3882.311523 Iteration 20F: 3 clusters Score -319422.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -319425.343750 Penalty: 3882.311523 Iteration 21Q: 3 clusters Score -319425.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1238 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -319427.812500 Penalty: 3882.311523 Iteration 22Q: 3 clusters Score -319427.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -319430.281250 Penalty: 3882.311523 Iteration 23Q: 3 clusters Score -319430.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -319433.750000 Penalty: 3882.311523 Iteration 24Q: 3 clusters Score -319433.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -319434.750000 Penalty: 3882.311523 Iteration 25Q: 3 clusters Score -319434.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -319435.906250 Penalty: 3882.311523 Iteration 26Q: 3 clusters Score -319435.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1237 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -319436.625000 Penalty: 3882.311523 Iteration 27Q: 3 clusters Score -319436.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -319438.156250 Penalty: 3882.311523 Iteration 28Q: 3 clusters Score -319438.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -319439.531250 Penalty: 3882.311523 Iteration 29Q: 3 clusters Score -319439.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -319440.906250 Penalty: 3882.311523 Iteration 30Q: 3 clusters Score -319440.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1247 members Mstep: Class 2 contains 1261 members Entering Unmasked Estep Score: -319443.062500 Penalty: 3882.311523 Iteration 31Q: 3 clusters Score -319443.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -319444.125000 Penalty: 3882.311523 Iteration 32Q: 3 clusters Score -319444.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -319446.062500 Penalty: 3882.311523 Iteration 33Q: 3 clusters Score -319446.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -319446.656250 Penalty: 3882.311523 Iteration 34Q: 3 clusters Score -319446.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -319448.843750 Penalty: 3882.311523 Iteration 35Q: 3 clusters Score -319448.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -319450.062500 Penalty: 3882.311523 Iteration 36Q: 3 clusters Score -319450.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 1262 members Entering Unmasked Estep Score: -319450.062500 Penalty: 3882.311523 Iteration 37F: 3 clusters Score -319450.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (191839 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191839 members Entering Unmasked Estep Score: -24194898.000000 Penalty: 3016.774170 Iteration 0F: 2 clusters Score -2.41949e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95923 members Mstep: Class 2 contains 95916 members Entering Unmasked Estep Score: -24067004.000000 Penalty: 6033.548340 Iteration 0F: 3 clusters Score -2.4067e+07 nChanged 92207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93678 members Mstep: Class 2 contains 98161 members Entering Unmasked Estep Score: -24120626.000000 Penalty: 6033.548340 Iteration 1F: 3 clusters Score -2.412063e+07 nChanged 4808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 92318 members Mstep: Class 2 contains 99521 members Entering Unmasked Estep Score: -24121428.000000 Penalty: 6033.548340 Iteration 2Q: 3 clusters Score -2.412143e+07 nChanged 5175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90131 members Mstep: Class 2 contains 101708 members Entering Unmasked Estep Score: -24122470.000000 Penalty: 6033.548340 Iteration 3Q: 3 clusters Score -2.412247e+07 nChanged 5781 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86876 members Mstep: Class 2 contains 104963 members Entering Unmasked Estep Score: -24123930.000000 Penalty: 6033.548340 Iteration 4Q: 3 clusters Score -2.412393e+07 nChanged 7152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81800 members Mstep: Class 2 contains 110039 members Entering Unmasked Estep Score: -24126448.000000 Penalty: 6033.548340 Iteration 5Q: 3 clusters Score -2.412645e+07 nChanged 9261 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74231 members Mstep: Class 2 contains 117608 members Entering Unmasked Estep Score: -24130876.000000 Penalty: 6033.548340 Iteration 6Q: 3 clusters Score -2.413088e+07 nChanged 12151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63256 members Mstep: Class 2 contains 128583 members Entering Unmasked Estep Score: -24138468.000000 Penalty: 6033.548340 Iteration 7F: 3 clusters Score -2.413847e+07 nChanged 15039 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48935 members Mstep: Class 2 contains 142904 members Entering Unmasked Estep Score: -24150056.000000 Penalty: 6033.548340 Iteration 8F: 3 clusters Score -2.415006e+07 nChanged 16110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33099 members Mstep: Class 2 contains 158740 members Entering Unmasked Estep Score: -24165328.000000 Penalty: 6033.548340 Iteration 9F: 3 clusters Score -2.416533e+07 nChanged 13589 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19592 members Mstep: Class 2 contains 172247 members Entering Unmasked Estep Score: -24179212.000000 Penalty: 6033.548340 Iteration 10F: 3 clusters Score -2.417921e+07 nChanged 8440 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11222 members Mstep: Class 2 contains 180617 members Entering Unmasked Estep Score: -24188204.000000 Penalty: 6033.548340 Iteration 11Q: 3 clusters Score -2.41882e+07 nChanged 3855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7581 members Mstep: Class 2 contains 184258 members Entering Unmasked Estep Score: -24192758.000000 Penalty: 6033.548340 Iteration 12Q: 3 clusters Score -2.419276e+07 nChanged 1913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6200 members Mstep: Class 2 contains 185639 members Entering Unmasked Estep Score: -24194688.000000 Penalty: 6033.548340 Iteration 13Q: 3 clusters Score -2.419469e+07 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5518 members Mstep: Class 2 contains 186321 members Entering Unmasked Estep Score: -24195410.000000 Penalty: 6033.548340 Iteration 14Q: 3 clusters Score -2.419541e+07 nChanged 629 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5091 members Mstep: Class 2 contains 186748 members Entering Unmasked Estep Score: -24195710.000000 Penalty: 6033.548340 Iteration 15Q: 3 clusters Score -2.419571e+07 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 187026 members Entering Unmasked Estep Score: -24195842.000000 Penalty: 6033.548340 Iteration 16Q: 3 clusters Score -2.419584e+07 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4624 members Mstep: Class 2 contains 187215 members Entering Unmasked Estep Score: -24195892.000000 Penalty: 6033.548340 Iteration 17Q: 3 clusters Score -2.419589e+07 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 187337 members Entering Unmasked Estep Score: -24195888.000000 Penalty: 6033.548340 Iteration 18Q: 3 clusters Score -2.419589e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4406 members Mstep: Class 2 contains 187433 members Entering Unmasked Estep Score: -24195942.000000 Penalty: 6033.548340 Iteration 19Q: 3 clusters Score -2.419594e+07 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4341 members Mstep: Class 2 contains 187498 members Entering Unmasked Estep Score: -24195946.000000 Penalty: 6033.548340 Iteration 20F: 3 clusters Score -2.419595e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4293 members Mstep: Class 2 contains 187546 members Entering Unmasked Estep Score: -24195978.000000 Penalty: 6033.548340 Iteration 21Q: 3 clusters Score -2.419598e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4258 members Mstep: Class 2 contains 187581 members Entering Unmasked Estep Score: -24195986.000000 Penalty: 6033.548340 Iteration 22Q: 3 clusters Score -2.419599e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4235 members Mstep: Class 2 contains 187604 members Entering Unmasked Estep Score: -24195964.000000 Penalty: 6033.548340 Iteration 23Q: 3 clusters Score -2.419596e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4205 members Mstep: Class 2 contains 187634 members Entering Unmasked Estep Score: -24195980.000000 Penalty: 6033.548340 Iteration 24Q: 3 clusters Score -2.419598e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4180 members Mstep: Class 2 contains 187659 members Entering Unmasked Estep Score: -24195978.000000 Penalty: 6033.548340 Iteration 25Q: 3 clusters Score -2.419598e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4167 members Mstep: Class 2 contains 187672 members Entering Unmasked Estep Score: -24195976.000000 Penalty: 6033.548340 Iteration 26Q: 3 clusters Score -2.419598e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4160 members Mstep: Class 2 contains 187679 members Entering Unmasked Estep Score: -24195976.000000 Penalty: 6033.548340 Iteration 27Q: 3 clusters Score -2.419598e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4154 members Mstep: Class 2 contains 187685 members Entering Unmasked Estep Score: -24195976.000000 Penalty: 6033.548340 Iteration 28Q: 3 clusters Score -2.419598e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4149 members Mstep: Class 2 contains 187690 members Entering Unmasked Estep Score: -24195982.000000 Penalty: 6033.548340 Iteration 29Q: 3 clusters Score -2.419598e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4146 members Mstep: Class 2 contains 187693 members Entering Unmasked Estep Score: -24195962.000000 Penalty: 6033.548340 Iteration 30Q: 3 clusters Score -2.419596e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4141 members Mstep: Class 2 contains 187698 members Entering Unmasked Estep Score: -24195968.000000 Penalty: 6033.548340 Iteration 31Q: 3 clusters Score -2.419597e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4138 members Mstep: Class 2 contains 187701 members Entering Unmasked Estep Score: -24195974.000000 Penalty: 6033.548340 Iteration 32Q: 3 clusters Score -2.419597e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4137 members Mstep: Class 2 contains 187702 members Entering Unmasked Estep Score: -24195964.000000 Penalty: 6033.548340 Iteration 33Q: 3 clusters Score -2.419596e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4135 members Mstep: Class 2 contains 187704 members Entering Unmasked Estep Score: -24195964.000000 Penalty: 6033.548340 Iteration 34Q: 3 clusters Score -2.419596e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4132 members Mstep: Class 2 contains 187707 members Entering Unmasked Estep Score: -24195960.000000 Penalty: 6033.548340 Iteration 35Q: 3 clusters Score -2.419596e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4131 members Mstep: Class 2 contains 187708 members Entering Unmasked Estep Score: -24195958.000000 Penalty: 6033.548340 Iteration 36Q: 3 clusters Score -2.419596e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 187709 members Entering Unmasked Estep Score: -24195966.000000 Penalty: 6033.548340 Iteration 37Q: 3 clusters Score -2.419597e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4130 members Mstep: Class 2 contains 187709 members Entering Unmasked Estep Score: -24195966.000000 Penalty: 6033.548340 Iteration 38F: 3 clusters Score -2.419597e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 13270 members Mstep: Class 3 contains 7722 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15420 members Mstep: Class 6 contains 23935 members Mstep: Class 7 contains 36589 members Mstep: Class 8 contains 2832 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20917 members Mstep: Class 11 contains 63671 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 24846 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2755 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4130 members Mstep: Class 18 contains 7241 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21079 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 2171 members Mstep: Class 23 contains 187709 members Entering Unmasked Estep Score: -55720836.000000 Penalty: 74191.359375 Splitting cluster 17 changes total score from -55720352.000000 to -55720836.000000 So it's getting split into cluster 23. Entering ConstructFrom: Trying to split cluster 18 (7241 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7241 members Entering Unmasked Estep Score: -926450.062500 Penalty: 2204.103760 Iteration 0F: 2 clusters Score -926450.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3646 members Mstep: Class 2 contains 3595 members Entering Unmasked Estep Score: -920582.312500 Penalty: 4408.207520 Iteration 0F: 3 clusters Score -920582.3 nChanged 2884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3768 members Mstep: Class 2 contains 3473 members Entering Unmasked Estep Score: -922133.875000 Penalty: 4408.207520 Iteration 1F: 3 clusters Score -922133.9 nChanged 491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3875 members Mstep: Class 2 contains 3366 members Entering Unmasked Estep Score: -922391.312500 Penalty: 4408.207520 Iteration 2F: 3 clusters Score -922391.3 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3974 members Mstep: Class 2 contains 3267 members Entering Unmasked Estep Score: -922575.187500 Penalty: 4408.207520 Iteration 3F: 3 clusters Score -922575.2 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -922698.000000 Penalty: 4408.207520 Iteration 4Q: 3 clusters Score -922698 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4176 members Mstep: Class 2 contains 3065 members Entering Unmasked Estep Score: -922787.750000 Penalty: 4408.207520 Iteration 5Q: 3 clusters Score -922787.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 2971 members Entering Unmasked Estep Score: -922859.437500 Penalty: 4408.207520 Iteration 6Q: 3 clusters Score -922859.4 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4355 members Mstep: Class 2 contains 2886 members Entering Unmasked Estep Score: -922925.625000 Penalty: 4408.207520 Iteration 7Q: 3 clusters Score -922925.6 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -922991.000000 Penalty: 4408.207520 Iteration 8Q: 3 clusters Score -922991 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4552 members Mstep: Class 2 contains 2689 members Entering Unmasked Estep Score: -923054.062500 Penalty: 4408.207520 Iteration 9Q: 3 clusters Score -923054.1 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4659 members Mstep: Class 2 contains 2582 members Entering Unmasked Estep Score: -923134.125000 Penalty: 4408.207520 Iteration 10Q: 3 clusters Score -923134.1 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4790 members Mstep: Class 2 contains 2451 members Entering Unmasked Estep Score: -923220.812500 Penalty: 4408.207520 Iteration 11Q: 3 clusters Score -923220.8 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4915 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -923311.562500 Penalty: 4408.207520 Iteration 12Q: 3 clusters Score -923311.6 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5042 members Mstep: Class 2 contains 2199 members Entering Unmasked Estep Score: -923388.937500 Penalty: 4408.207520 Iteration 13Q: 3 clusters Score -923388.9 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5177 members Mstep: Class 2 contains 2064 members Entering Unmasked Estep Score: -923467.937500 Penalty: 4408.207520 Iteration 14Q: 3 clusters Score -923467.9 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5318 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -923551.562500 Penalty: 4408.207520 Iteration 15Q: 3 clusters Score -923551.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5465 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -923643.437500 Penalty: 4408.207520 Iteration 16Q: 3 clusters Score -923643.4 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5607 members Mstep: Class 2 contains 1634 members Entering Unmasked Estep Score: -923724.687500 Penalty: 4408.207520 Iteration 17Q: 3 clusters Score -923724.7 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5732 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -923800.687500 Penalty: 4408.207520 Iteration 18Q: 3 clusters Score -923800.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5844 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -923879.250000 Penalty: 4408.207520 Iteration 19Q: 3 clusters Score -923879.2 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5963 members Mstep: Class 2 contains 1278 members Entering Unmasked Estep Score: -923953.562500 Penalty: 4408.207520 Iteration 20F: 3 clusters Score -923953.6 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6057 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -924019.062500 Penalty: 4408.207520 Iteration 21Q: 3 clusters Score -924019.1 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6152 members Mstep: Class 2 contains 1089 members Entering Unmasked Estep Score: -924084.187500 Penalty: 4408.207520 Iteration 22Q: 3 clusters Score -924084.2 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6226 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -924139.375000 Penalty: 4408.207520 Iteration 23Q: 3 clusters Score -924139.4 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6293 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -924182.937500 Penalty: 4408.207520 Iteration 24Q: 3 clusters Score -924182.9 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6346 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -924215.437500 Penalty: 4408.207520 Iteration 25Q: 3 clusters Score -924215.4 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6389 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -924247.375000 Penalty: 4408.207520 Iteration 26Q: 3 clusters Score -924247.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6423 members Mstep: Class 2 contains 818 members Entering Unmasked Estep Score: -924271.375000 Penalty: 4408.207520 Iteration 27Q: 3 clusters Score -924271.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6454 members Mstep: Class 2 contains 787 members Entering Unmasked Estep Score: -924290.500000 Penalty: 4408.207520 Iteration 28Q: 3 clusters Score -924290.5 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6484 members Mstep: Class 2 contains 757 members Entering Unmasked Estep Score: -924310.250000 Penalty: 4408.207520 Iteration 29Q: 3 clusters Score -924310.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6525 members Mstep: Class 2 contains 716 members Entering Unmasked Estep Score: -924340.062500 Penalty: 4408.207520 Iteration 30Q: 3 clusters Score -924340.1 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6554 members Mstep: Class 2 contains 687 members Entering Unmasked Estep Score: -924357.250000 Penalty: 4408.207520 Iteration 31Q: 3 clusters Score -924357.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6576 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -924374.625000 Penalty: 4408.207520 Iteration 32Q: 3 clusters Score -924374.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6599 members Mstep: Class 2 contains 642 members Entering Unmasked Estep Score: -924393.000000 Penalty: 4408.207520 Iteration 33Q: 3 clusters Score -924393 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6620 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -924411.437500 Penalty: 4408.207520 Iteration 34Q: 3 clusters Score -924411.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6637 members Mstep: Class 2 contains 604 members Entering Unmasked Estep Score: -924423.000000 Penalty: 4408.207520 Iteration 35Q: 3 clusters Score -924423 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6652 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -924436.250000 Penalty: 4408.207520 Iteration 36Q: 3 clusters Score -924436.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6668 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -924445.625000 Penalty: 4408.207520 Iteration 37Q: 3 clusters Score -924445.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6675 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -924451.312500 Penalty: 4408.207520 Iteration 38Q: 3 clusters Score -924451.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -924456.937500 Penalty: 4408.207520 Iteration 39Q: 3 clusters Score -924456.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6694 members Mstep: Class 2 contains 547 members Entering Unmasked Estep Score: -924464.187500 Penalty: 4408.207520 Iteration 40F: 3 clusters Score -924464.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6700 members Mstep: Class 2 contains 541 members Entering Unmasked Estep Score: -924469.562500 Penalty: 4408.207520 Iteration 41Q: 3 clusters Score -924469.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6712 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -924481.937500 Penalty: 4408.207520 Iteration 42Q: 3 clusters Score -924481.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6724 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -924490.687500 Penalty: 4408.207520 Iteration 43Q: 3 clusters Score -924490.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6731 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -924495.750000 Penalty: 4408.207520 Iteration 44Q: 3 clusters Score -924495.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6739 members Mstep: Class 2 contains 502 members Entering Unmasked Estep Score: -924499.187500 Penalty: 4408.207520 Iteration 45Q: 3 clusters Score -924499.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6745 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -924502.250000 Penalty: 4408.207520 Iteration 46Q: 3 clusters Score -924502.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6744 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -924503.250000 Penalty: 4408.207520 Iteration 47Q: 3 clusters Score -924503.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6746 members Mstep: Class 2 contains 495 members Entering Unmasked Estep Score: -924504.437500 Penalty: 4408.207520 Iteration 48Q: 3 clusters Score -924504.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6747 members Mstep: Class 2 contains 494 members Entering Unmasked Estep Score: -924504.500000 Penalty: 4408.207520 Iteration 49Q: 3 clusters Score -924504.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -924503.312500 Penalty: 4408.207520 Iteration 50Q: 3 clusters Score -924503.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6748 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -924503.312500 Penalty: 4408.207520 Iteration 51F: 3 clusters Score -924503.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (175 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Entering Unmasked Estep Score: -20304.410156 Penalty: 1280.866943 Iteration 0F: 2 clusters Score -20304.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88 members Mstep: Class 2 contains 87 members Entering Unmasked Estep Score: -19238.138672 Penalty: 2561.733887 Iteration 0F: 3 clusters Score -19238.14 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93 members Mstep: Class 2 contains 82 members Entering Unmasked Estep Score: -19315.708984 Penalty: 2561.733887 Iteration 1F: 3 clusters Score -19315.71 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -19327.707031 Penalty: 2561.733887 Iteration 2Q: 3 clusters Score -19327.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 95 members Mstep: Class 2 contains 80 members Entering Unmasked Estep Score: -19327.707031 Penalty: 2561.733887 Iteration 3F: 3 clusters Score -19327.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (21079 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21079 members Entering Unmasked Estep Score: -2719368.000000 Penalty: 2469.096191 Iteration 0F: 2 clusters Score -2719368 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10579 members Mstep: Class 2 contains 10500 members Entering Unmasked Estep Score: -2704732.750000 Penalty: 4938.192383 Iteration 0F: 3 clusters Score -2704733 nChanged 9271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11062 members Mstep: Class 2 contains 10017 members Entering Unmasked Estep Score: -2709763.000000 Penalty: 4938.192383 Iteration 1F: 3 clusters Score -2709763 nChanged 1315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11427 members Mstep: Class 2 contains 9652 members Entering Unmasked Estep Score: -2710463.000000 Penalty: 4938.192383 Iteration 2F: 3 clusters Score -2710463 nChanged 1254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11975 members Mstep: Class 2 contains 9104 members Entering Unmasked Estep Score: -2711102.750000 Penalty: 4938.192383 Iteration 3F: 3 clusters Score -2711103 nChanged 1227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12702 members Mstep: Class 2 contains 8377 members Entering Unmasked Estep Score: -2711782.000000 Penalty: 4938.192383 Iteration 4F: 3 clusters Score -2711782 nChanged 1309 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13701 members Mstep: Class 2 contains 7378 members Entering Unmasked Estep Score: -2712550.500000 Penalty: 4938.192383 Iteration 5F: 3 clusters Score -2712550 nChanged 1369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14912 members Mstep: Class 2 contains 6167 members Entering Unmasked Estep Score: -2713517.250000 Penalty: 4938.192383 Iteration 6F: 3 clusters Score -2713517 nChanged 1382 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16224 members Mstep: Class 2 contains 4855 members Entering Unmasked Estep Score: -2714626.000000 Penalty: 4938.192383 Iteration 7F: 3 clusters Score -2714626 nChanged 1281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17457 members Mstep: Class 2 contains 3622 members Entering Unmasked Estep Score: -2715716.250000 Penalty: 4938.192383 Iteration 8F: 3 clusters Score -2715716 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18421 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -2716607.750000 Penalty: 4938.192383 Iteration 9Q: 3 clusters Score -2716608 nChanged 694 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19093 members Mstep: Class 2 contains 1986 members Entering Unmasked Estep Score: -2717233.000000 Penalty: 4938.192383 Iteration 10Q: 3 clusters Score -2717233 nChanged 371 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19448 members Mstep: Class 2 contains 1631 members Entering Unmasked Estep Score: -2717581.250000 Penalty: 4938.192383 Iteration 11Q: 3 clusters Score -2717581 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19663 members Mstep: Class 2 contains 1416 members Entering Unmasked Estep Score: -2717819.000000 Penalty: 4938.192383 Iteration 12Q: 3 clusters Score -2717819 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19785 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -2717946.250000 Penalty: 4938.192383 Iteration 13Q: 3 clusters Score -2717946 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19871 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -2718006.000000 Penalty: 4938.192383 Iteration 14Q: 3 clusters Score -2718006 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19923 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -2718040.250000 Penalty: 4938.192383 Iteration 15Q: 3 clusters Score -2718040 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19964 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -2718060.750000 Penalty: 4938.192383 Iteration 16Q: 3 clusters Score -2718061 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19983 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -2718066.500000 Penalty: 4938.192383 Iteration 17Q: 3 clusters Score -2718066 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19997 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -2718081.250000 Penalty: 4938.192383 Iteration 18Q: 3 clusters Score -2718081 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20016 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -2718090.500000 Penalty: 4938.192383 Iteration 19Q: 3 clusters Score -2718090 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20024 members Mstep: Class 2 contains 1055 members Entering Unmasked Estep Score: -2718094.500000 Penalty: 4938.192383 Iteration 20F: 3 clusters Score -2718094 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20036 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -2718095.500000 Penalty: 4938.192383 Iteration 21Q: 3 clusters Score -2718096 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20044 members Mstep: Class 2 contains 1035 members Entering Unmasked Estep Score: -2718099.250000 Penalty: 4938.192383 Iteration 22Q: 3 clusters Score -2718099 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20056 members Mstep: Class 2 contains 1023 members Entering Unmasked Estep Score: -2718114.250000 Penalty: 4938.192383 Iteration 23Q: 3 clusters Score -2718114 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20071 members Mstep: Class 2 contains 1008 members Entering Unmasked Estep Score: -2718125.250000 Penalty: 4938.192383 Iteration 24Q: 3 clusters Score -2718125 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20087 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -2718136.750000 Penalty: 4938.192383 Iteration 25Q: 3 clusters Score -2718137 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20105 members Mstep: Class 2 contains 974 members Entering Unmasked Estep Score: -2718144.000000 Penalty: 4938.192383 Iteration 26Q: 3 clusters Score -2718144 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20125 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -2718163.250000 Penalty: 4938.192383 Iteration 27Q: 3 clusters Score -2718163 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20142 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -2718183.750000 Penalty: 4938.192383 Iteration 28Q: 3 clusters Score -2718184 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20164 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -2718207.000000 Penalty: 4938.192383 Iteration 29Q: 3 clusters Score -2718207 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20184 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -2718228.000000 Penalty: 4938.192383 Iteration 30Q: 3 clusters Score -2718228 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20196 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -2718231.500000 Penalty: 4938.192383 Iteration 31Q: 3 clusters Score -2718232 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20207 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -2718244.500000 Penalty: 4938.192383 Iteration 32Q: 3 clusters Score -2718244 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20222 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -2718254.750000 Penalty: 4938.192383 Iteration 33Q: 3 clusters Score -2718255 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20228 members Mstep: Class 2 contains 851 members Entering Unmasked Estep Score: -2718259.000000 Penalty: 4938.192383 Iteration 34Q: 3 clusters Score -2718259 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20241 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -2718265.250000 Penalty: 4938.192383 Iteration 35Q: 3 clusters Score -2718265 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20255 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -2718275.250000 Penalty: 4938.192383 Iteration 36Q: 3 clusters Score -2718275 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20266 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -2718290.500000 Penalty: 4938.192383 Iteration 37Q: 3 clusters Score -2718290 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20274 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -2718296.750000 Penalty: 4938.192383 Iteration 38Q: 3 clusters Score -2718297 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20280 members Mstep: Class 2 contains 799 members Entering Unmasked Estep Score: -2718294.500000 Penalty: 4938.192383 Iteration 39Q: 3 clusters Score -2718294 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20282 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -2718297.750000 Penalty: 4938.192383 Iteration 40F: 3 clusters Score -2718298 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20283 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -2718298.000000 Penalty: 4938.192383 Iteration 41Q: 3 clusters Score -2718298 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20283 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -2718298.000000 Penalty: 4938.192383 Iteration 42F: 3 clusters Score -2718298 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (613 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 613 members Entering Unmasked Estep Score: -69335.101562 Penalty: 1591.754517 Iteration 0F: 2 clusters Score -69335.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -67761.843750 Penalty: 3183.509033 Iteration 0F: 3 clusters Score -67761.84 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -67999.304688 Penalty: 3183.509033 Iteration 1F: 3 clusters Score -67999.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -68088.257812 Penalty: 3183.509033 Iteration 2F: 3 clusters Score -68088.26 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 378 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -68122.070312 Penalty: 3183.509033 Iteration 3Q: 3 clusters Score -68122.07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -68137.757812 Penalty: 3183.509033 Iteration 4Q: 3 clusters Score -68137.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -68152.882812 Penalty: 3183.509033 Iteration 5Q: 3 clusters Score -68152.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -68155.500000 Penalty: 3183.509033 Iteration 6Q: 3 clusters Score -68155.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -68158.031250 Penalty: 3183.509033 Iteration 7Q: 3 clusters Score -68158.03 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -68160.148438 Penalty: 3183.509033 Iteration 8Q: 3 clusters Score -68160.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -68164.710938 Penalty: 3183.509033 Iteration 9Q: 3 clusters Score -68164.71 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -68164.710938 Penalty: 3183.509033 Iteration 10F: 3 clusters Score -68164.71 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2171 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2171 members Entering Unmasked Estep Score: -265271.281250 Penalty: 1905.369995 Iteration 0F: 2 clusters Score -265271.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -262548.125000 Penalty: 3810.739990 Iteration 0F: 3 clusters Score -262548.1 nChanged 693 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1116 members Entering Unmasked Estep Score: -263108.843750 Penalty: 3810.739990 Iteration 1F: 3 clusters Score -263108.8 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1123 members Entering Unmasked Estep Score: -263256.437500 Penalty: 3810.739990 Iteration 2F: 3 clusters Score -263256.4 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -263339.937500 Penalty: 3810.739990 Iteration 3Q: 3 clusters Score -263339.9 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -263402.437500 Penalty: 3810.739990 Iteration 4Q: 3 clusters Score -263402.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -263441.625000 Penalty: 3810.739990 Iteration 5Q: 3 clusters Score -263441.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -263476.031250 Penalty: 3810.739990 Iteration 6Q: 3 clusters Score -263476 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -263505.250000 Penalty: 3810.739990 Iteration 7Q: 3 clusters Score -263505.2 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 1133 members Entering Unmasked Estep Score: -263528.593750 Penalty: 3810.739990 Iteration 8Q: 3 clusters Score -263528.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1039 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -263538.562500 Penalty: 3810.739990 Iteration 9Q: 3 clusters Score -263538.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -263547.531250 Penalty: 3810.739990 Iteration 10Q: 3 clusters Score -263547.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -263554.250000 Penalty: 3810.739990 Iteration 11Q: 3 clusters Score -263554.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -263562.125000 Penalty: 3810.739990 Iteration 12Q: 3 clusters Score -263562.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -263568.625000 Penalty: 3810.739990 Iteration 13Q: 3 clusters Score -263568.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -263571.312500 Penalty: 3810.739990 Iteration 14Q: 3 clusters Score -263571.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -263574.593750 Penalty: 3810.739990 Iteration 15Q: 3 clusters Score -263574.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1139 members Entering Unmasked Estep Score: -263576.187500 Penalty: 3810.739990 Iteration 16Q: 3 clusters Score -263576.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1141 members Entering Unmasked Estep Score: -263579.500000 Penalty: 3810.739990 Iteration 17Q: 3 clusters Score -263579.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1033 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -263583.656250 Penalty: 3810.739990 Iteration 18Q: 3 clusters Score -263583.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -263587.062500 Penalty: 3810.739990 Iteration 19Q: 3 clusters Score -263587.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -263594.968750 Penalty: 3810.739990 Iteration 20F: 3 clusters Score -263595 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1045 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -263599.843750 Penalty: 3810.739990 Iteration 21Q: 3 clusters Score -263599.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1124 members Entering Unmasked Estep Score: -263602.656250 Penalty: 3810.739990 Iteration 22Q: 3 clusters Score -263602.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1046 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -263605.250000 Penalty: 3810.739990 Iteration 23Q: 3 clusters Score -263605.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -263608.656250 Penalty: 3810.739990 Iteration 24Q: 3 clusters Score -263608.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -263610.937500 Penalty: 3810.739990 Iteration 25Q: 3 clusters Score -263610.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -263616.218750 Penalty: 3810.739990 Iteration 26Q: 3 clusters Score -263616.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -263619.250000 Penalty: 3810.739990 Iteration 27Q: 3 clusters Score -263619.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1115 members Entering Unmasked Estep Score: -263622.781250 Penalty: 3810.739990 Iteration 28Q: 3 clusters Score -263622.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1060 members Mstep: Class 2 contains 1111 members Entering Unmasked Estep Score: -263626.875000 Penalty: 3810.739990 Iteration 29Q: 3 clusters Score -263626.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1063 members Mstep: Class 2 contains 1108 members Entering Unmasked Estep Score: -263631.250000 Penalty: 3810.739990 Iteration 30Q: 3 clusters Score -263631.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -263639.437500 Penalty: 3810.739990 Iteration 31Q: 3 clusters Score -263639.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -263646.156250 Penalty: 3810.739990 Iteration 32Q: 3 clusters Score -263646.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -263651.062500 Penalty: 3810.739990 Iteration 33Q: 3 clusters Score -263651.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -263652.812500 Penalty: 3810.739990 Iteration 34Q: 3 clusters Score -263652.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -263656.750000 Penalty: 3810.739990 Iteration 35Q: 3 clusters Score -263656.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1067 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -263658.406250 Penalty: 3810.739990 Iteration 36Q: 3 clusters Score -263658.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1070 members Mstep: Class 2 contains 1101 members Entering Unmasked Estep Score: -263659.781250 Penalty: 3810.739990 Iteration 37Q: 3 clusters Score -263659.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1071 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -263660.406250 Penalty: 3810.739990 Iteration 38Q: 3 clusters Score -263660.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -263661.031250 Penalty: 3810.739990 Iteration 39Q: 3 clusters Score -263661 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -263661.781250 Penalty: 3810.739990 Iteration 40F: 3 clusters Score -263661.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -263662.312500 Penalty: 3810.739990 Iteration 41Q: 3 clusters Score -263662.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -263663.500000 Penalty: 3810.739990 Iteration 42Q: 3 clusters Score -263663.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 1092 members Entering Unmasked Estep Score: -263665.468750 Penalty: 3810.739990 Iteration 43Q: 3 clusters Score -263665.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -263666.062500 Penalty: 3810.739990 Iteration 44Q: 3 clusters Score -263666.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1075 members Mstep: Class 2 contains 1096 members Entering Unmasked Estep Score: -263667.281250 Penalty: 3810.739990 Iteration 45Q: 3 clusters Score -263667.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -263668.031250 Penalty: 3810.739990 Iteration 46Q: 3 clusters Score -263668 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1073 members Mstep: Class 2 contains 1098 members Entering Unmasked Estep Score: -263668.937500 Penalty: 3810.739990 Iteration 47Q: 3 clusters Score -263668.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -263669.906250 Penalty: 3810.739990 Iteration 48Q: 3 clusters Score -263669.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1072 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -263671.937500 Penalty: 3810.739990 Iteration 49Q: 3 clusters Score -263671.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -263672.625000 Penalty: 3810.739990 Iteration 50Q: 3 clusters Score -263672.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -263673.656250 Penalty: 3810.739990 Iteration 51Q: 3 clusters Score -263673.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1077 members Mstep: Class 2 contains 1094 members Entering Unmasked Estep Score: -263677.656250 Penalty: 3810.739990 Iteration 52Q: 3 clusters Score -263677.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -263678.343750 Penalty: 3810.739990 Iteration 53Q: 3 clusters Score -263678.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -263678.343750 Penalty: 3810.739990 Iteration 54F: 3 clusters Score -263678.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5139 members Mstep: Class 2 contains 13270 members Mstep: Class 3 contains 7722 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15420 members Mstep: Class 6 contains 23935 members Mstep: Class 7 contains 36589 members Mstep: Class 8 contains 2832 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20917 members Mstep: Class 11 contains 63671 members Mstep: Class 12 contains 922 members Mstep: Class 13 contains 24846 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2755 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4130 members Mstep: Class 18 contains 7241 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21079 members Mstep: Class 21 contains 613 members Mstep: Class 22 contains 2171 members Entering Unmasked Estep ConsiderDeletion Score: -55721128.000000 Penalty: 74191.359375 Iteration 79Q: 24 clusters Score -5.572113e+07 nChanged 1772 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5152 members Mstep: Class 2 contains 13298 members Mstep: Class 3 contains 7784 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15454 members Mstep: Class 6 contains 23934 members Mstep: Class 7 contains 36596 members Mstep: Class 8 contains 2836 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20905 members Mstep: Class 11 contains 63720 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24897 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2754 members Mstep: Class 16 contains 2511 members Mstep: Class 17 contains 4257 members Mstep: Class 18 contains 7252 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21058 members Mstep: Class 21 contains 614 members Mstep: Class 22 contains 2172 members Mstep: Class 23 contains 187354 members Entering Unmasked Estep ConsiderDeletion Score: -55721296.000000 Penalty: 74191.359375 Iteration 80F: 24 clusters Score -5.57213e+07 nChanged 1196 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5156 members Mstep: Class 2 contains 13275 members Mstep: Class 3 contains 7825 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15456 members Mstep: Class 6 contains 23931 members Mstep: Class 7 contains 36543 members Mstep: Class 8 contains 2828 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20721 members Mstep: Class 11 contains 63665 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24884 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2753 members Mstep: Class 16 contains 2509 members Mstep: Class 17 contains 4285 members Mstep: Class 18 contains 7251 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 21002 members Mstep: Class 21 contains 615 members Mstep: Class 22 contains 2170 members Mstep: Class 23 contains 187679 members Entering Unmasked Estep ConsiderDeletion Score: -55721540.000000 Penalty: 74191.359375 Iteration 81Q: 24 clusters Score -5.572154e+07 nChanged 702 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 13259 members Mstep: Class 3 contains 7865 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15469 members Mstep: Class 6 contains 23932 members Mstep: Class 7 contains 36507 members Mstep: Class 8 contains 2826 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20615 members Mstep: Class 11 contains 63627 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24886 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2752 members Mstep: Class 16 contains 2509 members Mstep: Class 17 contains 4311 members Mstep: Class 18 contains 7250 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20954 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2171 members Mstep: Class 23 contains 187839 members Entering Unmasked Estep ConsiderDeletion Score: -55721632.000000 Penalty: 74191.359375 Iteration 82Q: 24 clusters Score -5.572163e+07 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5163 members Mstep: Class 2 contains 13247 members Mstep: Class 3 contains 7905 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15483 members Mstep: Class 6 contains 23925 members Mstep: Class 7 contains 36470 members Mstep: Class 8 contains 2822 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20548 members Mstep: Class 11 contains 63608 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24891 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2754 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4331 members Mstep: Class 18 contains 7250 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20921 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2175 members Mstep: Class 23 contains 187931 members Entering Unmasked Estep ConsiderDeletion Score: -55721788.000000 Penalty: 74191.359375 Iteration 83Q: 24 clusters Score -5.572179e+07 nChanged 378 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 13245 members Mstep: Class 3 contains 7935 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15493 members Mstep: Class 6 contains 23922 members Mstep: Class 7 contains 36425 members Mstep: Class 8 contains 2819 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20502 members Mstep: Class 11 contains 63596 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24890 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2754 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4345 members Mstep: Class 18 contains 7252 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20897 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2176 members Mstep: Class 23 contains 188015 members Entering Unmasked Estep ConsiderDeletion Score: -55721944.000000 Penalty: 74191.359375 Iteration 84Q: 24 clusters Score -5.572194e+07 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5155 members Mstep: Class 2 contains 13246 members Mstep: Class 3 contains 7959 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15501 members Mstep: Class 6 contains 23917 members Mstep: Class 7 contains 36380 members Mstep: Class 8 contains 2816 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20466 members Mstep: Class 11 contains 63574 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24894 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2754 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4353 members Mstep: Class 18 contains 7252 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20885 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2179 members Mstep: Class 23 contains 188093 members Entering Unmasked Estep ConsiderDeletion Score: -55721988.000000 Penalty: 74191.359375 Iteration 85Q: 24 clusters Score -5.572199e+07 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5152 members Mstep: Class 2 contains 13248 members Mstep: Class 3 contains 7985 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15511 members Mstep: Class 6 contains 23914 members Mstep: Class 7 contains 36330 members Mstep: Class 8 contains 2816 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20441 members Mstep: Class 11 contains 63566 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24886 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2756 members Mstep: Class 16 contains 2507 members Mstep: Class 17 contains 4358 members Mstep: Class 18 contains 7252 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20864 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2181 members Mstep: Class 23 contains 188165 members Entering Unmasked Estep ConsiderDeletion Score: -55721952.000000 Penalty: 74191.359375 Iteration 86Q: 24 clusters Score -5.572195e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5154 members Mstep: Class 2 contains 13252 members Mstep: Class 3 contains 8004 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15517 members Mstep: Class 6 contains 23912 members Mstep: Class 7 contains 36295 members Mstep: Class 8 contains 2815 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20423 members Mstep: Class 11 contains 63568 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24886 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2757 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4361 members Mstep: Class 18 contains 7250 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20847 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188201 members Entering Unmasked Estep ConsiderDeletion Score: -55722032.000000 Penalty: 74191.359375 Iteration 87Q: 24 clusters Score -5.572203e+07 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5155 members Mstep: Class 2 contains 13247 members Mstep: Class 3 contains 8015 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15524 members Mstep: Class 6 contains 23911 members Mstep: Class 7 contains 36269 members Mstep: Class 8 contains 2814 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20416 members Mstep: Class 11 contains 63570 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24886 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4364 members Mstep: Class 18 contains 7251 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20826 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188236 members Entering Unmasked Estep ConsiderDeletion Score: -55721992.000000 Penalty: 74191.359375 Iteration 88Q: 24 clusters Score -5.572199e+07 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 13247 members Mstep: Class 3 contains 8020 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15532 members Mstep: Class 6 contains 23911 members Mstep: Class 7 contains 36242 members Mstep: Class 8 contains 2815 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20411 members Mstep: Class 11 contains 63567 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24886 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2509 members Mstep: Class 17 contains 4365 members Mstep: Class 18 contains 7252 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20810 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188267 members Entering Unmasked Estep ConsiderDeletion Score: -55721980.000000 Penalty: 74191.359375 Iteration 89Q: 24 clusters Score -5.572198e+07 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 13248 members Mstep: Class 3 contains 8023 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15534 members Mstep: Class 6 contains 23910 members Mstep: Class 7 contains 36223 members Mstep: Class 8 contains 2817 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20408 members Mstep: Class 11 contains 63567 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24886 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2510 members Mstep: Class 17 contains 4367 members Mstep: Class 18 contains 7251 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20794 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188296 members Entering Unmasked Estep ConsiderDeletion Score: -55721960.000000 Penalty: 74191.359375 Iteration 90Q: 24 clusters Score -5.572196e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 13248 members Mstep: Class 3 contains 8026 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15532 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36217 members Mstep: Class 8 contains 2817 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20403 members Mstep: Class 11 contains 63565 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24884 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2509 members Mstep: Class 17 contains 4372 members Mstep: Class 18 contains 7250 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20782 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188319 members Entering Unmasked Estep ConsiderDeletion Score: -55721940.000000 Penalty: 74191.359375 Iteration 91Q: 24 clusters Score -5.572194e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 13248 members Mstep: Class 3 contains 8032 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15529 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36214 members Mstep: Class 8 contains 2817 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20398 members Mstep: Class 11 contains 63556 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24882 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2509 members Mstep: Class 17 contains 4379 members Mstep: Class 18 contains 7249 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20774 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188337 members Entering Unmasked Estep ConsiderDeletion Score: -55721944.000000 Penalty: 74191.359375 Iteration 92Q: 24 clusters Score -5.572194e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 13247 members Mstep: Class 3 contains 8045 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15527 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36209 members Mstep: Class 8 contains 2817 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20397 members Mstep: Class 11 contains 63554 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24879 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4382 members Mstep: Class 18 contains 7250 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20771 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188339 members Entering Unmasked Estep ConsiderDeletion Score: -55721988.000000 Penalty: 74191.359375 Iteration 93Q: 24 clusters Score -5.572199e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 13245 members Mstep: Class 3 contains 8053 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15529 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36196 members Mstep: Class 8 contains 2817 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20393 members Mstep: Class 11 contains 63555 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24879 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4387 members Mstep: Class 18 contains 7252 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20766 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188345 members Entering Unmasked Estep ConsiderDeletion Score: -55721932.000000 Penalty: 74191.359375 Iteration 94Q: 24 clusters Score -5.572193e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5158 members Mstep: Class 2 contains 13248 members Mstep: Class 3 contains 8059 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15528 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36185 members Mstep: Class 8 contains 2817 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20393 members Mstep: Class 11 contains 63552 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24878 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4389 members Mstep: Class 18 contains 7255 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20763 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188350 members Entering Unmasked Estep ConsiderDeletion Score: -55721972.000000 Penalty: 74191.359375 Iteration 95Q: 24 clusters Score -5.572197e+07 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 13249 members Mstep: Class 3 contains 8067 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15525 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36177 members Mstep: Class 8 contains 2817 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20392 members Mstep: Class 11 contains 63553 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24877 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4393 members Mstep: Class 18 contains 7255 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20758 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188353 members Entering Unmasked Estep ConsiderDeletion Score: -55721948.000000 Penalty: 74191.359375 Iteration 96Q: 24 clusters Score -5.572195e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 13247 members Mstep: Class 3 contains 8072 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15526 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36173 members Mstep: Class 8 contains 2817 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20391 members Mstep: Class 11 contains 63552 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24876 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4397 members Mstep: Class 18 contains 7255 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20755 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188355 members Entering Unmasked Estep ConsiderDeletion Score: -55721924.000000 Penalty: 74191.359375 Iteration 97Q: 24 clusters Score -5.572192e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 13247 members Mstep: Class 3 contains 8070 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15527 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36166 members Mstep: Class 8 contains 2818 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20391 members Mstep: Class 11 contains 63550 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24876 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4403 members Mstep: Class 18 contains 7254 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20754 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188360 members Entering Unmasked Estep ConsiderDeletion Score: -55721968.000000 Penalty: 74191.359375 Iteration 98Q: 24 clusters Score -5.572197e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 13245 members Mstep: Class 3 contains 8067 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15529 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36159 members Mstep: Class 8 contains 2819 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20390 members Mstep: Class 11 contains 63553 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24877 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4403 members Mstep: Class 18 contains 7254 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20753 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188367 members Entering Unmasked Estep ConsiderDeletion Score: -55721932.000000 Penalty: 74191.359375 Iteration 99Q: 24 clusters Score -5.572193e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 13243 members Mstep: Class 3 contains 8066 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15530 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36158 members Mstep: Class 8 contains 2819 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20389 members Mstep: Class 11 contains 63554 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24877 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4404 members Mstep: Class 18 contains 7254 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20753 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188369 members Entering Unmasked Estep ConsiderDeletion Score: -55721940.000000 Penalty: 74191.359375 Iteration 100F: 24 clusters Score -5.572194e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 13242 members Mstep: Class 3 contains 8065 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15531 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36157 members Mstep: Class 8 contains 2819 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20389 members Mstep: Class 11 contains 63553 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24877 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4405 members Mstep: Class 18 contains 7254 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20754 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188370 members Entering Unmasked Estep ConsiderDeletion Score: -55721944.000000 Penalty: 74191.359375 Iteration 101Q: 24 clusters Score -5.572194e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 13241 members Mstep: Class 3 contains 8065 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15532 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36158 members Mstep: Class 8 contains 2819 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20389 members Mstep: Class 11 contains 63553 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24877 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4406 members Mstep: Class 18 contains 7254 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20754 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188368 members Entering Unmasked Estep ConsiderDeletion Score: -55721944.000000 Penalty: 74191.359375 Iteration 102Q: 24 clusters Score -5.572194e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 13240 members Mstep: Class 3 contains 8065 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15533 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36158 members Mstep: Class 8 contains 2819 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20389 members Mstep: Class 11 contains 63553 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24877 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4407 members Mstep: Class 18 contains 7255 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20754 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188366 members Entering Unmasked Estep ConsiderDeletion Score: -55721956.000000 Penalty: 74191.359375 Iteration 103Q: 24 clusters Score -5.572196e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 13239 members Mstep: Class 3 contains 8065 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15533 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36158 members Mstep: Class 8 contains 2819 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20389 members Mstep: Class 11 contains 63553 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24877 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4408 members Mstep: Class 18 contains 7255 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20754 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188366 members Entering Unmasked Estep ConsiderDeletion Score: -55721960.000000 Penalty: 74191.359375 Iteration 104Q: 24 clusters Score -5.572196e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 13239 members Mstep: Class 3 contains 8065 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15533 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36158 members Mstep: Class 8 contains 2819 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20389 members Mstep: Class 11 contains 63553 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24877 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4409 members Mstep: Class 18 contains 7255 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20754 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188365 members Entering Unmasked Estep ConsiderDeletion Score: -55721964.000000 Penalty: 74191.359375 Iteration 105Q: 24 clusters Score -5.572196e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 13239 members Mstep: Class 3 contains 8065 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15533 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36158 members Mstep: Class 8 contains 2819 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20389 members Mstep: Class 11 contains 63553 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24878 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4410 members Mstep: Class 18 contains 7255 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20754 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188363 members Entering Unmasked Estep ConsiderDeletion Score: -55721972.000000 Penalty: 74191.359375 Iteration 106Q: 24 clusters Score -5.572197e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 13239 members Mstep: Class 3 contains 8065 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15533 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36158 members Mstep: Class 8 contains 2819 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20389 members Mstep: Class 11 contains 63553 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24879 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4413 members Mstep: Class 18 contains 7255 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20754 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188359 members Entering Unmasked Estep ConsiderDeletion Score: -55721968.000000 Penalty: 74191.359375 Iteration 107Q: 24 clusters Score -5.572197e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 13240 members Mstep: Class 3 contains 8065 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15533 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36158 members Mstep: Class 8 contains 2819 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20389 members Mstep: Class 11 contains 63553 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24879 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4416 members Mstep: Class 18 contains 7255 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20754 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188355 members Entering Unmasked Estep ConsiderDeletion Score: -55721968.000000 Penalty: 74191.359375 Iteration 108Q: 24 clusters Score -5.572197e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 13240 members Mstep: Class 3 contains 8065 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15533 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36158 members Mstep: Class 8 contains 2819 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20389 members Mstep: Class 11 contains 63553 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24879 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4418 members Mstep: Class 18 contains 7255 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20754 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188353 members Entering Unmasked Estep ConsiderDeletion Score: -55721964.000000 Penalty: 74191.359375 Iteration 109Q: 24 clusters Score -5.572196e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 13239 members Mstep: Class 3 contains 8065 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15533 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36158 members Mstep: Class 8 contains 2819 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20389 members Mstep: Class 11 contains 63553 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24879 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4419 members Mstep: Class 18 contains 7255 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20754 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188353 members Entering Unmasked Estep ConsiderDeletion Score: -55721952.000000 Penalty: 74191.359375 Iteration 110Q: 24 clusters Score -5.572195e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 13239 members Mstep: Class 3 contains 8065 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15533 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36158 members Mstep: Class 8 contains 2819 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20389 members Mstep: Class 11 contains 63553 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24879 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4420 members Mstep: Class 18 contains 7255 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20754 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188352 members Entering Unmasked Estep ConsiderDeletion Score: -55721968.000000 Penalty: 74191.359375 Iteration 111Q: 24 clusters Score -5.572197e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 13239 members Mstep: Class 3 contains 8065 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15533 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36158 members Mstep: Class 8 contains 2819 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20389 members Mstep: Class 11 contains 63553 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24879 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4420 members Mstep: Class 18 contains 7255 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20754 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188352 members Entering Unmasked Estep ConsiderDeletion Score: -55721968.000000 Penalty: 74191.359375 Iteration 112F: 24 clusters Score -5.572197e+07 nChanged 0 Entering ConstructFrom: Score: -55721968.000000 Penalty: 74191.359375 Entering ConstructFrom: Trying to split cluster 1 (5159 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5159 members Entering Unmasked Estep Score: -658189.250000 Penalty: 2120.027588 Iteration 0F: 2 clusters Score -658189.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2516 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -653627.125000 Penalty: 4240.055176 Iteration 0F: 3 clusters Score -653627.1 nChanged 1953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 2752 members Entering Unmasked Estep Score: -654846.750000 Penalty: 4240.055176 Iteration 1F: 3 clusters Score -654846.8 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2398 members Mstep: Class 2 contains 2761 members Entering Unmasked Estep Score: -655145.875000 Penalty: 4240.055176 Iteration 2F: 3 clusters Score -655145.9 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -655318.562500 Penalty: 4240.055176 Iteration 3F: 3 clusters Score -655318.6 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 2687 members Entering Unmasked Estep Score: -655444.937500 Penalty: 4240.055176 Iteration 4Q: 3 clusters Score -655444.9 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 2634 members Entering Unmasked Estep Score: -655542.125000 Penalty: 4240.055176 Iteration 5Q: 3 clusters Score -655542.1 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2583 members Mstep: Class 2 contains 2576 members Entering Unmasked Estep Score: -655621.062500 Penalty: 4240.055176 Iteration 6Q: 3 clusters Score -655621.1 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2639 members Mstep: Class 2 contains 2520 members Entering Unmasked Estep Score: -655700.562500 Penalty: 4240.055176 Iteration 7Q: 3 clusters Score -655700.6 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2707 members Mstep: Class 2 contains 2452 members Entering Unmasked Estep Score: -655786.875000 Penalty: 4240.055176 Iteration 8Q: 3 clusters Score -655786.9 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2780 members Mstep: Class 2 contains 2379 members Entering Unmasked Estep Score: -655891.187500 Penalty: 4240.055176 Iteration 9Q: 3 clusters Score -655891.2 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2862 members Mstep: Class 2 contains 2297 members Entering Unmasked Estep Score: -656030.875000 Penalty: 4240.055176 Iteration 10Q: 3 clusters Score -656030.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 2198 members Entering Unmasked Estep Score: -656204.187500 Penalty: 4240.055176 Iteration 11Q: 3 clusters Score -656204.2 nChanged 179 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 2099 members Entering Unmasked Estep Score: -656427.437500 Penalty: 4240.055176 Iteration 12Q: 3 clusters Score -656427.4 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3141 members Mstep: Class 2 contains 2018 members Entering Unmasked Estep Score: -656687.250000 Penalty: 4240.055176 Iteration 13Q: 3 clusters Score -656687.2 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3194 members Mstep: Class 2 contains 1965 members Entering Unmasked Estep Score: -656911.375000 Penalty: 4240.055176 Iteration 14Q: 3 clusters Score -656911.4 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3187 members Mstep: Class 2 contains 1972 members Entering Unmasked Estep Score: -657079.437500 Penalty: 4240.055176 Iteration 15Q: 3 clusters Score -657079.4 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3149 members Mstep: Class 2 contains 2010 members Entering Unmasked Estep Score: -657198.062500 Penalty: 4240.055176 Iteration 16Q: 3 clusters Score -657198.1 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -657299.562500 Penalty: 4240.055176 Iteration 17Q: 3 clusters Score -657299.6 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3031 members Mstep: Class 2 contains 2128 members Entering Unmasked Estep Score: -657374.562500 Penalty: 4240.055176 Iteration 18Q: 3 clusters Score -657374.6 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2977 members Mstep: Class 2 contains 2182 members Entering Unmasked Estep Score: -657431.750000 Penalty: 4240.055176 Iteration 19Q: 3 clusters Score -657431.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2923 members Mstep: Class 2 contains 2236 members Entering Unmasked Estep Score: -657472.250000 Penalty: 4240.055176 Iteration 20F: 3 clusters Score -657472.2 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2877 members Mstep: Class 2 contains 2282 members Entering Unmasked Estep Score: -657512.000000 Penalty: 4240.055176 Iteration 21Q: 3 clusters Score -657512 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -657541.250000 Penalty: 4240.055176 Iteration 22Q: 3 clusters Score -657541.2 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2808 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -657560.750000 Penalty: 4240.055176 Iteration 23Q: 3 clusters Score -657560.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -657568.000000 Penalty: 4240.055176 Iteration 24Q: 3 clusters Score -657568 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -657573.062500 Penalty: 4240.055176 Iteration 25Q: 3 clusters Score -657573.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2766 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -657581.125000 Penalty: 4240.055176 Iteration 26Q: 3 clusters Score -657581.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -657586.875000 Penalty: 4240.055176 Iteration 27Q: 3 clusters Score -657586.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 2416 members Entering Unmasked Estep Score: -657591.000000 Penalty: 4240.055176 Iteration 28Q: 3 clusters Score -657591 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2735 members Mstep: Class 2 contains 2424 members Entering Unmasked Estep Score: -657594.562500 Penalty: 4240.055176 Iteration 29Q: 3 clusters Score -657594.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2732 members Mstep: Class 2 contains 2427 members Entering Unmasked Estep Score: -657594.437500 Penalty: 4240.055176 Iteration 30Q: 3 clusters Score -657594.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2729 members Mstep: Class 2 contains 2430 members Entering Unmasked Estep Score: -657594.937500 Penalty: 4240.055176 Iteration 31Q: 3 clusters Score -657594.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 2433 members Entering Unmasked Estep Score: -657595.812500 Penalty: 4240.055176 Iteration 32Q: 3 clusters Score -657595.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -657594.750000 Penalty: 4240.055176 Iteration 33Q: 3 clusters Score -657594.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 2442 members Entering Unmasked Estep Score: -657599.875000 Penalty: 4240.055176 Iteration 34Q: 3 clusters Score -657599.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -657600.937500 Penalty: 4240.055176 Iteration 35Q: 3 clusters Score -657600.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 2448 members Entering Unmasked Estep Score: -657602.875000 Penalty: 4240.055176 Iteration 36Q: 3 clusters Score -657602.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2706 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -657603.375000 Penalty: 4240.055176 Iteration 37Q: 3 clusters Score -657603.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -657605.687500 Penalty: 4240.055176 Iteration 38Q: 3 clusters Score -657605.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2698 members Mstep: Class 2 contains 2461 members Entering Unmasked Estep Score: -657606.687500 Penalty: 4240.055176 Iteration 39Q: 3 clusters Score -657606.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -657607.125000 Penalty: 4240.055176 Iteration 40F: 3 clusters Score -657607.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 2468 members Entering Unmasked Estep Score: -657608.312500 Penalty: 4240.055176 Iteration 41Q: 3 clusters Score -657608.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 2470 members Entering Unmasked Estep Score: -657608.750000 Penalty: 4240.055176 Iteration 42Q: 3 clusters Score -657608.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -657609.062500 Penalty: 4240.055176 Iteration 43Q: 3 clusters Score -657609.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2688 members Mstep: Class 2 contains 2471 members Entering Unmasked Estep Score: -657609.062500 Penalty: 4240.055176 Iteration 44F: 3 clusters Score -657609.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (13239 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13239 members Entering Unmasked Estep Score: -1700839.500000 Penalty: 2353.748535 Iteration 0F: 2 clusters Score -1700840 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 6555 members Entering Unmasked Estep Score: -1691235.500000 Penalty: 4707.497070 Iteration 0F: 3 clusters Score -1691236 nChanged 5611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7055 members Mstep: Class 2 contains 6184 members Entering Unmasked Estep Score: -1694116.500000 Penalty: 4707.497070 Iteration 1F: 3 clusters Score -1694116 nChanged 843 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7314 members Mstep: Class 2 contains 5925 members Entering Unmasked Estep Score: -1694493.250000 Penalty: 4707.497070 Iteration 2F: 3 clusters Score -1694493 nChanged 656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7594 members Mstep: Class 2 contains 5645 members Entering Unmasked Estep Score: -1694773.125000 Penalty: 4707.497070 Iteration 3Q: 3 clusters Score -1694773 nChanged 537 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7941 members Mstep: Class 2 contains 5298 members Entering Unmasked Estep Score: -1695033.125000 Penalty: 4707.497070 Iteration 4Q: 3 clusters Score -1695033 nChanged 580 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8397 members Mstep: Class 2 contains 4842 members Entering Unmasked Estep Score: -1695347.875000 Penalty: 4707.497070 Iteration 5Q: 3 clusters Score -1695348 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8916 members Mstep: Class 2 contains 4323 members Entering Unmasked Estep Score: -1695697.125000 Penalty: 4707.497070 Iteration 6Q: 3 clusters Score -1695697 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9525 members Mstep: Class 2 contains 3714 members Entering Unmasked Estep Score: -1696138.500000 Penalty: 4707.497070 Iteration 7Q: 3 clusters Score -1696138 nChanged 706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10197 members Mstep: Class 2 contains 3042 members Entering Unmasked Estep Score: -1696652.500000 Penalty: 4707.497070 Iteration 8F: 3 clusters Score -1696652 nChanged 664 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10837 members Mstep: Class 2 contains 2402 members Entering Unmasked Estep Score: -1697169.000000 Penalty: 4707.497070 Iteration 9F: 3 clusters Score -1697169 nChanged 601 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11418 members Mstep: Class 2 contains 1821 members Entering Unmasked Estep Score: -1697640.250000 Penalty: 4707.497070 Iteration 10Q: 3 clusters Score -1697640 nChanged 487 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11893 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -1698058.875000 Penalty: 4707.497070 Iteration 11Q: 3 clusters Score -1698059 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12246 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -1698359.000000 Penalty: 4707.497070 Iteration 12Q: 3 clusters Score -1698359 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12485 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -1698597.250000 Penalty: 4707.497070 Iteration 13Q: 3 clusters Score -1698597 nChanged 177 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12656 members Mstep: Class 2 contains 583 members Entering Unmasked Estep Score: -1698783.500000 Penalty: 4707.497070 Iteration 14Q: 3 clusters Score -1698784 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12751 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -1698890.250000 Penalty: 4707.497070 Iteration 15Q: 3 clusters Score -1698890 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12814 members Mstep: Class 2 contains 425 members Entering Unmasked Estep Score: -1698968.500000 Penalty: 4707.497070 Iteration 16Q: 3 clusters Score -1698968 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12849 members Mstep: Class 2 contains 390 members Entering Unmasked Estep Score: -1699040.750000 Penalty: 4707.497070 Iteration 17Q: 3 clusters Score -1699041 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12880 members Mstep: Class 2 contains 359 members Entering Unmasked Estep Score: -1699098.125000 Penalty: 4707.497070 Iteration 18Q: 3 clusters Score -1699098 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12894 members Mstep: Class 2 contains 345 members Entering Unmasked Estep Score: -1699125.375000 Penalty: 4707.497070 Iteration 19Q: 3 clusters Score -1699125 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12902 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -1699137.875000 Penalty: 4707.497070 Iteration 20F: 3 clusters Score -1699138 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12905 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -1699141.375000 Penalty: 4707.497070 Iteration 21Q: 3 clusters Score -1699141 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12910 members Mstep: Class 2 contains 329 members Entering Unmasked Estep Score: -1699154.250000 Penalty: 4707.497070 Iteration 22Q: 3 clusters Score -1699154 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12916 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -1699164.875000 Penalty: 4707.497070 Iteration 23Q: 3 clusters Score -1699165 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12914 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -1699171.875000 Penalty: 4707.497070 Iteration 24Q: 3 clusters Score -1699172 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12917 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -1699174.750000 Penalty: 4707.497070 Iteration 25Q: 3 clusters Score -1699175 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12921 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -1699180.250000 Penalty: 4707.497070 Iteration 26Q: 3 clusters Score -1699180 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12923 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -1699182.125000 Penalty: 4707.497070 Iteration 27Q: 3 clusters Score -1699182 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12923 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -1699182.125000 Penalty: 4707.497070 Iteration 28F: 3 clusters Score -1699182 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (8065 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8065 members Entering Unmasked Estep Score: -1033500.125000 Penalty: 2230.831543 Iteration 0F: 2 clusters Score -1033500 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3922 members Mstep: Class 2 contains 4143 members Entering Unmasked Estep Score: -1027170.000000 Penalty: 4461.663086 Iteration 0F: 3 clusters Score -1027170 nChanged 3185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3689 members Mstep: Class 2 contains 4376 members Entering Unmasked Estep Score: -1028899.437500 Penalty: 4461.663086 Iteration 1F: 3 clusters Score -1028899 nChanged 539 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3530 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -1029200.250000 Penalty: 4461.663086 Iteration 2F: 3 clusters Score -1029200 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3359 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -1029409.250000 Penalty: 4461.663086 Iteration 3F: 3 clusters Score -1029409 nChanged 360 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3167 members Mstep: Class 2 contains 4898 members Entering Unmasked Estep Score: -1029579.562500 Penalty: 4461.663086 Iteration 4Q: 3 clusters Score -1029580 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2953 members Mstep: Class 2 contains 5112 members Entering Unmasked Estep Score: -1029717.812500 Penalty: 4461.663086 Iteration 5Q: 3 clusters Score -1029718 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2775 members Mstep: Class 2 contains 5290 members Entering Unmasked Estep Score: -1029864.562500 Penalty: 4461.663086 Iteration 6Q: 3 clusters Score -1029865 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 5502 members Entering Unmasked Estep Score: -1030025.625000 Penalty: 4461.663086 Iteration 7Q: 3 clusters Score -1030026 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2337 members Mstep: Class 2 contains 5728 members Entering Unmasked Estep Score: -1030187.312500 Penalty: 4461.663086 Iteration 8Q: 3 clusters Score -1030187 nChanged 275 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2098 members Mstep: Class 2 contains 5967 members Entering Unmasked Estep Score: -1030357.812500 Penalty: 4461.663086 Iteration 9Q: 3 clusters Score -1030358 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 6209 members Entering Unmasked Estep Score: -1030532.125000 Penalty: 4461.663086 Iteration 10Q: 3 clusters Score -1030532 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 6431 members Entering Unmasked Estep Score: -1030703.375000 Penalty: 4461.663086 Iteration 11Q: 3 clusters Score -1030703 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1432 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -1030861.500000 Penalty: 4461.663086 Iteration 12Q: 3 clusters Score -1030862 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1250 members Mstep: Class 2 contains 6815 members Entering Unmasked Estep Score: -1030994.000000 Penalty: 4461.663086 Iteration 13Q: 3 clusters Score -1030994 nChanged 157 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1113 members Mstep: Class 2 contains 6952 members Entering Unmasked Estep Score: -1031093.625000 Penalty: 4461.663086 Iteration 14Q: 3 clusters Score -1031094 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1012 members Mstep: Class 2 contains 7053 members Entering Unmasked Estep Score: -1031171.625000 Penalty: 4461.663086 Iteration 15Q: 3 clusters Score -1031172 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 914 members Mstep: Class 2 contains 7151 members Entering Unmasked Estep Score: -1031250.250000 Penalty: 4461.663086 Iteration 16Q: 3 clusters Score -1031250 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 7227 members Entering Unmasked Estep Score: -1031306.500000 Penalty: 4461.663086 Iteration 17Q: 3 clusters Score -1031306 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 7281 members Entering Unmasked Estep Score: -1031352.812500 Penalty: 4461.663086 Iteration 18Q: 3 clusters Score -1031353 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 740 members Mstep: Class 2 contains 7325 members Entering Unmasked Estep Score: -1031388.562500 Penalty: 4461.663086 Iteration 19Q: 3 clusters Score -1031389 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 707 members Mstep: Class 2 contains 7358 members Entering Unmasked Estep Score: -1031417.250000 Penalty: 4461.663086 Iteration 20F: 3 clusters Score -1031417 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 684 members Mstep: Class 2 contains 7381 members Entering Unmasked Estep Score: -1031436.312500 Penalty: 4461.663086 Iteration 21Q: 3 clusters Score -1031436 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 7406 members Entering Unmasked Estep Score: -1031459.687500 Penalty: 4461.663086 Iteration 22Q: 3 clusters Score -1031460 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 7426 members Entering Unmasked Estep Score: -1031485.812500 Penalty: 4461.663086 Iteration 23Q: 3 clusters Score -1031486 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 7454 members Entering Unmasked Estep Score: -1031505.562500 Penalty: 4461.663086 Iteration 24Q: 3 clusters Score -1031506 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 7466 members Entering Unmasked Estep Score: -1031513.375000 Penalty: 4461.663086 Iteration 25Q: 3 clusters Score -1031513 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 7472 members Entering Unmasked Estep Score: -1031516.812500 Penalty: 4461.663086 Iteration 26Q: 3 clusters Score -1031517 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 7475 members Entering Unmasked Estep Score: -1031519.312500 Penalty: 4461.663086 Iteration 27Q: 3 clusters Score -1031519 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 7478 members Entering Unmasked Estep Score: -1031521.375000 Penalty: 4461.663086 Iteration 28Q: 3 clusters Score -1031521 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 7483 members Entering Unmasked Estep Score: -1031526.750000 Penalty: 4461.663086 Iteration 29Q: 3 clusters Score -1031527 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 7487 members Entering Unmasked Estep Score: -1031536.437500 Penalty: 4461.663086 Iteration 30Q: 3 clusters Score -1031536 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 7497 members Entering Unmasked Estep Score: -1031550.062500 Penalty: 4461.663086 Iteration 31Q: 3 clusters Score -1031550 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 7510 members Entering Unmasked Estep Score: -1031562.125000 Penalty: 4461.663086 Iteration 32Q: 3 clusters Score -1031562 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 7520 members Entering Unmasked Estep Score: -1031571.250000 Penalty: 4461.663086 Iteration 33Q: 3 clusters Score -1031571 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 7530 members Entering Unmasked Estep Score: -1031578.437500 Penalty: 4461.663086 Iteration 34Q: 3 clusters Score -1031578 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 7531 members Entering Unmasked Estep Score: -1031583.875000 Penalty: 4461.663086 Iteration 35Q: 3 clusters Score -1031584 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 531 members Mstep: Class 2 contains 7534 members Entering Unmasked Estep Score: -1031589.625000 Penalty: 4461.663086 Iteration 36Q: 3 clusters Score -1031590 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 7537 members Entering Unmasked Estep Score: -1031594.062500 Penalty: 4461.663086 Iteration 37Q: 3 clusters Score -1031594 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 7543 members Entering Unmasked Estep Score: -1031595.750000 Penalty: 4461.663086 Iteration 38Q: 3 clusters Score -1031596 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 517 members Mstep: Class 2 contains 7548 members Entering Unmasked Estep Score: -1031603.562500 Penalty: 4461.663086 Iteration 39Q: 3 clusters Score -1031604 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 511 members Mstep: Class 2 contains 7554 members Entering Unmasked Estep Score: -1031608.125000 Penalty: 4461.663086 Iteration 40F: 3 clusters Score -1031608 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 7560 members Entering Unmasked Estep Score: -1031612.125000 Penalty: 4461.663086 Iteration 41Q: 3 clusters Score -1031612 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 7567 members Entering Unmasked Estep Score: -1031614.500000 Penalty: 4461.663086 Iteration 42Q: 3 clusters Score -1031614 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 7572 members Entering Unmasked Estep Score: -1031617.312500 Penalty: 4461.663086 Iteration 43Q: 3 clusters Score -1031617 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 7575 members Entering Unmasked Estep Score: -1031618.500000 Penalty: 4461.663086 Iteration 44Q: 3 clusters Score -1031618 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 7575 members Entering Unmasked Estep Score: -1031620.375000 Penalty: 4461.663086 Iteration 45Q: 3 clusters Score -1031620 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 7576 members Entering Unmasked Estep Score: -1031621.687500 Penalty: 4461.663086 Iteration 46Q: 3 clusters Score -1031622 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 7577 members Entering Unmasked Estep Score: -1031622.812500 Penalty: 4461.663086 Iteration 47Q: 3 clusters Score -1031623 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 7579 members Entering Unmasked Estep Score: -1031625.500000 Penalty: 4461.663086 Iteration 48Q: 3 clusters Score -1031626 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 7585 members Entering Unmasked Estep Score: -1031629.937500 Penalty: 4461.663086 Iteration 49Q: 3 clusters Score -1031630 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 7589 members Entering Unmasked Estep Score: -1031639.875000 Penalty: 4461.663086 Iteration 50Q: 3 clusters Score -1031640 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 7592 members Entering Unmasked Estep Score: -1031639.937500 Penalty: 4461.663086 Iteration 51Q: 3 clusters Score -1031640 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 7596 members Entering Unmasked Estep Score: -1031645.187500 Penalty: 4461.663086 Iteration 52Q: 3 clusters Score -1031645 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 7597 members Entering Unmasked Estep Score: -1031649.437500 Penalty: 4461.663086 Iteration 53Q: 3 clusters Score -1031649 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 7597 members Entering Unmasked Estep Score: -1031649.375000 Penalty: 4461.663086 Iteration 54Q: 3 clusters Score -1031649 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 7598 members Entering Unmasked Estep Score: -1031651.000000 Penalty: 4461.663086 Iteration 55Q: 3 clusters Score -1031651 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 7599 members Entering Unmasked Estep Score: -1031651.187500 Penalty: 4461.663086 Iteration 56Q: 3 clusters Score -1031651 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 7602 members Entering Unmasked Estep Score: -1031652.812500 Penalty: 4461.663086 Iteration 57Q: 3 clusters Score -1031653 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 7606 members Entering Unmasked Estep Score: -1031659.000000 Penalty: 4461.663086 Iteration 58Q: 3 clusters Score -1031659 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 7610 members Entering Unmasked Estep Score: -1031666.687500 Penalty: 4461.663086 Iteration 59Q: 3 clusters Score -1031667 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 451 members Mstep: Class 2 contains 7614 members Entering Unmasked Estep Score: -1031675.875000 Penalty: 4461.663086 Iteration 60F: 3 clusters Score -1031676 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 7617 members Entering Unmasked Estep Score: -1031683.000000 Penalty: 4461.663086 Iteration 61Q: 3 clusters Score -1031683 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 7620 members Entering Unmasked Estep Score: -1031687.812500 Penalty: 4461.663086 Iteration 62Q: 3 clusters Score -1031688 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 7621 members Entering Unmasked Estep Score: -1031689.687500 Penalty: 4461.663086 Iteration 63Q: 3 clusters Score -1031690 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 7620 members Entering Unmasked Estep Score: -1031693.000000 Penalty: 4461.663086 Iteration 64Q: 3 clusters Score -1031693 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 7622 members Entering Unmasked Estep Score: -1031695.187500 Penalty: 4461.663086 Iteration 65Q: 3 clusters Score -1031695 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 443 members Mstep: Class 2 contains 7622 members Entering Unmasked Estep Score: -1031695.187500 Penalty: 4461.663086 Iteration 66F: 3 clusters Score -1031695 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (551 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 551 members Entering Unmasked Estep Score: -59304.609375 Penalty: 1565.310181 Iteration 0F: 2 clusters Score -59304.61 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -57797.031250 Penalty: 3130.620361 Iteration 0F: 3 clusters Score -57797.03 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -58033.152344 Penalty: 3130.620361 Iteration 1F: 3 clusters Score -58033.15 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -58128.062500 Penalty: 3130.620361 Iteration 2F: 3 clusters Score -58128.06 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -58221.792969 Penalty: 3130.620361 Iteration 3Q: 3 clusters Score -58221.79 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -58344.996094 Penalty: 3130.620361 Iteration 4Q: 3 clusters Score -58345 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -58435.546875 Penalty: 3130.620361 Iteration 5Q: 3 clusters Score -58435.55 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -58534.050781 Penalty: 3130.620361 Iteration 6Q: 3 clusters Score -58534.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -58575.535156 Penalty: 3130.620361 Iteration 7Q: 3 clusters Score -58575.54 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -58603.234375 Penalty: 3130.620361 Iteration 8Q: 3 clusters Score -58603.23 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -58644.363281 Penalty: 3130.620361 Iteration 9Q: 3 clusters Score -58644.36 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -58676.109375 Penalty: 3130.620361 Iteration 10Q: 3 clusters Score -58676.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -58736.660156 Penalty: 3130.620361 Iteration 11Q: 3 clusters Score -58736.66 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -58834.976562 Penalty: 3130.620361 Iteration 12Q: 3 clusters Score -58834.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -58894.863281 Penalty: 3130.620361 Iteration 13Q: 3 clusters Score -58894.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -58927.332031 Penalty: 3130.620361 Iteration 14Q: 3 clusters Score -58927.33 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -58980.242188 Penalty: 3130.620361 Iteration 15Q: 3 clusters Score -58980.24 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -59029.640625 Penalty: 3130.620361 Iteration 16Q: 3 clusters Score -59029.64 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -59063.687500 Penalty: 3130.620361 Iteration 17Q: 3 clusters Score -59063.69 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -59089.085938 Penalty: 3130.620361 Iteration 18Q: 3 clusters Score -59089.09 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -59096.019531 Penalty: 3130.620361 Iteration 19Q: 3 clusters Score -59096.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -59096.019531 Penalty: 3130.620361 Iteration 20F: 3 clusters Score -59096.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (15533 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15533 members Entering Unmasked Estep Score: -2015146.625000 Penalty: 2393.379150 Iteration 0F: 2 clusters Score -2015147 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7658 members Mstep: Class 2 contains 7875 members Entering Unmasked Estep Score: -2003844.500000 Penalty: 4786.758301 Iteration 0F: 3 clusters Score -2003844 nChanged 6740 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7286 members Mstep: Class 2 contains 8247 members Entering Unmasked Estep Score: -2007366.500000 Penalty: 4786.758301 Iteration 1F: 3 clusters Score -2007366 nChanged 831 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7085 members Mstep: Class 2 contains 8448 members Entering Unmasked Estep Score: -2007678.875000 Penalty: 4786.758301 Iteration 2F: 3 clusters Score -2007679 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6804 members Mstep: Class 2 contains 8729 members Entering Unmasked Estep Score: -2007975.875000 Penalty: 4786.758301 Iteration 3Q: 3 clusters Score -2007976 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6390 members Mstep: Class 2 contains 9143 members Entering Unmasked Estep Score: -2008260.875000 Penalty: 4786.758301 Iteration 4Q: 3 clusters Score -2008261 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5870 members Mstep: Class 2 contains 9663 members Entering Unmasked Estep Score: -2008562.375000 Penalty: 4786.758301 Iteration 5Q: 3 clusters Score -2008562 nChanged 704 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 10299 members Entering Unmasked Estep Score: -2008931.000000 Penalty: 4786.758301 Iteration 6Q: 3 clusters Score -2008931 nChanged 816 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4450 members Mstep: Class 2 contains 11083 members Entering Unmasked Estep Score: -2009456.125000 Penalty: 4786.758301 Iteration 7F: 3 clusters Score -2009456 nChanged 906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3570 members Mstep: Class 2 contains 11963 members Entering Unmasked Estep Score: -2010124.375000 Penalty: 4786.758301 Iteration 8F: 3 clusters Score -2010124 nChanged 948 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 12903 members Entering Unmasked Estep Score: -2010905.875000 Penalty: 4786.758301 Iteration 9F: 3 clusters Score -2010906 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1833 members Mstep: Class 2 contains 13700 members Entering Unmasked Estep Score: -2011591.625000 Penalty: 4786.758301 Iteration 10F: 3 clusters Score -2011592 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1239 members Mstep: Class 2 contains 14294 members Entering Unmasked Estep Score: -2012117.875000 Penalty: 4786.758301 Iteration 11Q: 3 clusters Score -2012118 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 14658 members Entering Unmasked Estep Score: -2012453.625000 Penalty: 4786.758301 Iteration 12Q: 3 clusters Score -2012454 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 14877 members Entering Unmasked Estep Score: -2012689.250000 Penalty: 4786.758301 Iteration 13Q: 3 clusters Score -2012689 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 15017 members Entering Unmasked Estep Score: -2012842.750000 Penalty: 4786.758301 Iteration 14Q: 3 clusters Score -2012843 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 15100 members Entering Unmasked Estep Score: -2012946.375000 Penalty: 4786.758301 Iteration 15Q: 3 clusters Score -2012946 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 385 members Mstep: Class 2 contains 15148 members Entering Unmasked Estep Score: -2013008.500000 Penalty: 4786.758301 Iteration 16Q: 3 clusters Score -2013008 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 15174 members Entering Unmasked Estep Score: -2013040.500000 Penalty: 4786.758301 Iteration 17Q: 3 clusters Score -2013040 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 15193 members Entering Unmasked Estep Score: -2013067.750000 Penalty: 4786.758301 Iteration 18Q: 3 clusters Score -2013068 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 15201 members Entering Unmasked Estep Score: -2013083.625000 Penalty: 4786.758301 Iteration 19Q: 3 clusters Score -2013084 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 325 members Mstep: Class 2 contains 15208 members Entering Unmasked Estep Score: -2013087.125000 Penalty: 4786.758301 Iteration 20F: 3 clusters Score -2013087 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 15217 members Entering Unmasked Estep Score: -2013097.875000 Penalty: 4786.758301 Iteration 21Q: 3 clusters Score -2013098 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 15222 members Entering Unmasked Estep Score: -2013110.375000 Penalty: 4786.758301 Iteration 22Q: 3 clusters Score -2013110 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 15226 members Entering Unmasked Estep Score: -2013116.625000 Penalty: 4786.758301 Iteration 23Q: 3 clusters Score -2013117 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 15229 members Entering Unmasked Estep Score: -2013122.125000 Penalty: 4786.758301 Iteration 24Q: 3 clusters Score -2013122 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 15231 members Entering Unmasked Estep Score: -2013123.500000 Penalty: 4786.758301 Iteration 25Q: 3 clusters Score -2013124 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 15234 members Entering Unmasked Estep Score: -2013125.500000 Penalty: 4786.758301 Iteration 26Q: 3 clusters Score -2013126 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 15235 members Entering Unmasked Estep Score: -2013126.375000 Penalty: 4786.758301 Iteration 27Q: 3 clusters Score -2013126 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 15236 members Entering Unmasked Estep Score: -2013125.375000 Penalty: 4786.758301 Iteration 28Q: 3 clusters Score -2013125 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 15237 members Entering Unmasked Estep Score: -2013124.750000 Penalty: 4786.758301 Iteration 29Q: 3 clusters Score -2013125 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 15237 members Entering Unmasked Estep Score: -2013124.750000 Penalty: 4786.758301 Iteration 30F: 3 clusters Score -2013125 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (23909 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23909 members Entering Unmasked Estep Score: -3071823.750000 Penalty: 2500.338623 Iteration 0F: 2 clusters Score -3071824 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11957 members Mstep: Class 2 contains 11952 members Entering Unmasked Estep Score: -3055215.500000 Penalty: 5000.677246 Iteration 0F: 3 clusters Score -3055216 nChanged 10628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12017 members Mstep: Class 2 contains 11892 members Entering Unmasked Estep Score: -3060853.750000 Penalty: 5000.677246 Iteration 1F: 3 clusters Score -3060854 nChanged 1218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12107 members Mstep: Class 2 contains 11802 members Entering Unmasked Estep Score: -3061253.750000 Penalty: 5000.677246 Iteration 2F: 3 clusters Score -3061254 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12208 members Mstep: Class 2 contains 11701 members Entering Unmasked Estep Score: -3061582.750000 Penalty: 5000.677246 Iteration 3Q: 3 clusters Score -3061583 nChanged 904 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12346 members Mstep: Class 2 contains 11563 members Entering Unmasked Estep Score: -3061877.500000 Penalty: 5000.677246 Iteration 4Q: 3 clusters Score -3061878 nChanged 861 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12537 members Mstep: Class 2 contains 11372 members Entering Unmasked Estep Score: -3062208.250000 Penalty: 5000.677246 Iteration 5Q: 3 clusters Score -3062208 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12839 members Mstep: Class 2 contains 11070 members Entering Unmasked Estep Score: -3062568.000000 Penalty: 5000.677246 Iteration 6Q: 3 clusters Score -3062568 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13238 members Mstep: Class 2 contains 10671 members Entering Unmasked Estep Score: -3062960.250000 Penalty: 5000.677246 Iteration 7Q: 3 clusters Score -3062960 nChanged 995 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13781 members Mstep: Class 2 contains 10128 members Entering Unmasked Estep Score: -3063384.500000 Penalty: 5000.677246 Iteration 8Q: 3 clusters Score -3063384 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14524 members Mstep: Class 2 contains 9385 members Entering Unmasked Estep Score: -3063877.250000 Penalty: 5000.677246 Iteration 9Q: 3 clusters Score -3063877 nChanged 1167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15467 members Mstep: Class 2 contains 8442 members Entering Unmasked Estep Score: -3064490.000000 Penalty: 5000.677246 Iteration 10Q: 3 clusters Score -3064490 nChanged 1232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16529 members Mstep: Class 2 contains 7380 members Entering Unmasked Estep Score: -3065218.750000 Penalty: 5000.677246 Iteration 11F: 3 clusters Score -3065219 nChanged 1300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17733 members Mstep: Class 2 contains 6176 members Entering Unmasked Estep Score: -3066123.500000 Penalty: 5000.677246 Iteration 12F: 3 clusters Score -3066124 nChanged 1268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18945 members Mstep: Class 2 contains 4964 members Entering Unmasked Estep Score: -3067108.250000 Penalty: 5000.677246 Iteration 13F: 3 clusters Score -3067108 nChanged 1035 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19952 members Mstep: Class 2 contains 3957 members Entering Unmasked Estep Score: -3068020.500000 Penalty: 5000.677246 Iteration 14Q: 3 clusters Score -3068020 nChanged 777 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20707 members Mstep: Class 2 contains 3202 members Entering Unmasked Estep Score: -3068750.500000 Penalty: 5000.677246 Iteration 15Q: 3 clusters Score -3068750 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21235 members Mstep: Class 2 contains 2674 members Entering Unmasked Estep Score: -3069253.500000 Penalty: 5000.677246 Iteration 16Q: 3 clusters Score -3069254 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21596 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -3069605.250000 Penalty: 5000.677246 Iteration 17Q: 3 clusters Score -3069605 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21831 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -3069805.000000 Penalty: 5000.677246 Iteration 18Q: 3 clusters Score -3069805 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22008 members Mstep: Class 2 contains 1901 members Entering Unmasked Estep Score: -3069915.250000 Penalty: 5000.677246 Iteration 19Q: 3 clusters Score -3069915 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22150 members Mstep: Class 2 contains 1759 members Entering Unmasked Estep Score: -3070020.750000 Penalty: 5000.677246 Iteration 20F: 3 clusters Score -3070021 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22261 members Mstep: Class 2 contains 1648 members Entering Unmasked Estep Score: -3070106.500000 Penalty: 5000.677246 Iteration 21Q: 3 clusters Score -3070106 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22371 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -3070197.250000 Penalty: 5000.677246 Iteration 22Q: 3 clusters Score -3070197 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22449 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -3070251.500000 Penalty: 5000.677246 Iteration 23Q: 3 clusters Score -3070252 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22511 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -3070303.500000 Penalty: 5000.677246 Iteration 24Q: 3 clusters Score -3070304 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22564 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -3070341.250000 Penalty: 5000.677246 Iteration 25Q: 3 clusters Score -3070341 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22605 members Mstep: Class 2 contains 1304 members Entering Unmasked Estep Score: -3070374.000000 Penalty: 5000.677246 Iteration 26Q: 3 clusters Score -3070374 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22658 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -3070419.750000 Penalty: 5000.677246 Iteration 27Q: 3 clusters Score -3070420 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22694 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -3070438.500000 Penalty: 5000.677246 Iteration 28Q: 3 clusters Score -3070438 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22715 members Mstep: Class 2 contains 1194 members Entering Unmasked Estep Score: -3070439.000000 Penalty: 5000.677246 Iteration 29Q: 3 clusters Score -3070439 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22734 members Mstep: Class 2 contains 1175 members Entering Unmasked Estep Score: -3070452.750000 Penalty: 5000.677246 Iteration 30Q: 3 clusters Score -3070453 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22751 members Mstep: Class 2 contains 1158 members Entering Unmasked Estep Score: -3070460.750000 Penalty: 5000.677246 Iteration 31Q: 3 clusters Score -3070461 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22766 members Mstep: Class 2 contains 1143 members Entering Unmasked Estep Score: -3070468.250000 Penalty: 5000.677246 Iteration 32Q: 3 clusters Score -3070468 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22777 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -3070472.250000 Penalty: 5000.677246 Iteration 33Q: 3 clusters Score -3070472 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22782 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -3070474.750000 Penalty: 5000.677246 Iteration 34Q: 3 clusters Score -3070475 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22787 members Mstep: Class 2 contains 1122 members Entering Unmasked Estep Score: -3070478.250000 Penalty: 5000.677246 Iteration 35Q: 3 clusters Score -3070478 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22789 members Mstep: Class 2 contains 1120 members Entering Unmasked Estep Score: -3070478.750000 Penalty: 5000.677246 Iteration 36Q: 3 clusters Score -3070479 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22792 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -3070480.750000 Penalty: 5000.677246 Iteration 37Q: 3 clusters Score -3070481 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22795 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -3070480.250000 Penalty: 5000.677246 Iteration 38Q: 3 clusters Score -3070480 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22796 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -3070478.250000 Penalty: 5000.677246 Iteration 39Q: 3 clusters Score -3070478 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22796 members Mstep: Class 2 contains 1113 members Entering Unmasked Estep Score: -3070478.250000 Penalty: 5000.677246 Iteration 40F: 3 clusters Score -3070478 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (36158 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36158 members Entering Unmasked Estep Score: -4683561.500000 Penalty: 2602.921875 Iteration 0F: 2 clusters Score -4683562 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17732 members Mstep: Class 2 contains 18426 members Entering Unmasked Estep Score: -4659057.500000 Penalty: 5205.843750 Iteration 0F: 3 clusters Score -4659058 nChanged 16543 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14965 members Mstep: Class 2 contains 21193 members Entering Unmasked Estep Score: -4668373.500000 Penalty: 5205.843750 Iteration 1F: 3 clusters Score -4668374 nChanged 2054 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13341 members Mstep: Class 2 contains 22817 members Entering Unmasked Estep Score: -4669383.500000 Penalty: 5205.843750 Iteration 2F: 3 clusters Score -4669384 nChanged 2291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11200 members Mstep: Class 2 contains 24958 members Entering Unmasked Estep Score: -4670765.500000 Penalty: 5205.843750 Iteration 3F: 3 clusters Score -4670766 nChanged 2783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8475 members Mstep: Class 2 contains 27683 members Entering Unmasked Estep Score: -4672909.500000 Penalty: 5205.843750 Iteration 4F: 3 clusters Score -4672910 nChanged 3024 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5473 members Mstep: Class 2 contains 30685 members Entering Unmasked Estep Score: -4675721.500000 Penalty: 5205.843750 Iteration 5F: 3 clusters Score -4675722 nChanged 2632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 33315 members Entering Unmasked Estep Score: -4678477.500000 Penalty: 5205.843750 Iteration 6F: 3 clusters Score -4678478 nChanged 1620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 34931 members Entering Unmasked Estep Score: -4680146.500000 Penalty: 5205.843750 Iteration 7Q: 3 clusters Score -4680146 nChanged 668 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 559 members Mstep: Class 2 contains 35599 members Entering Unmasked Estep Score: -4680828.000000 Penalty: 5205.843750 Iteration 8Q: 3 clusters Score -4680828 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 35834 members Entering Unmasked Estep Score: -4681112.000000 Penalty: 5205.843750 Iteration 9Q: 3 clusters Score -4681112 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 35903 members Entering Unmasked Estep Score: -4681211.000000 Penalty: 5205.843750 Iteration 10Q: 3 clusters Score -4681211 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 35920 members Entering Unmasked Estep Score: -4681278.500000 Penalty: 5205.843750 Iteration 11Q: 3 clusters Score -4681278 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 35934 members Entering Unmasked Estep Score: -4681315.000000 Penalty: 5205.843750 Iteration 12Q: 3 clusters Score -4681315 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 35943 members Entering Unmasked Estep Score: -4681325.000000 Penalty: 5205.843750 Iteration 13Q: 3 clusters Score -4681325 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 35947 members Entering Unmasked Estep Score: -4681330.000000 Penalty: 5205.843750 Iteration 14Q: 3 clusters Score -4681330 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 35952 members Entering Unmasked Estep Score: -4681337.000000 Penalty: 5205.843750 Iteration 15Q: 3 clusters Score -4681337 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 35953 members Entering Unmasked Estep Score: -4681338.500000 Penalty: 5205.843750 Iteration 16Q: 3 clusters Score -4681338 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 203 members Mstep: Class 2 contains 35955 members Entering Unmasked Estep Score: -4681344.000000 Penalty: 5205.843750 Iteration 17Q: 3 clusters Score -4681344 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 35956 members Entering Unmasked Estep Score: -4681346.500000 Penalty: 5205.843750 Iteration 18Q: 3 clusters Score -4681346 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 202 members Mstep: Class 2 contains 35956 members Entering Unmasked Estep Score: -4681346.500000 Penalty: 5205.843750 Iteration 19F: 3 clusters Score -4681346 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (2819 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Entering Unmasked Estep Score: -357020.531250 Penalty: 1970.146118 Iteration 0F: 2 clusters Score -357020.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -353917.718750 Penalty: 3940.292236 Iteration 0F: 3 clusters Score -353917.7 nChanged 971 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 1430 members Entering Unmasked Estep Score: -354579.968750 Penalty: 3940.292236 Iteration 1F: 3 clusters Score -354580 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1362 members Mstep: Class 2 contains 1457 members Entering Unmasked Estep Score: -354738.468750 Penalty: 3940.292236 Iteration 2F: 3 clusters Score -354738.5 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 1476 members Entering Unmasked Estep Score: -354831.593750 Penalty: 3940.292236 Iteration 3Q: 3 clusters Score -354831.6 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -354904.343750 Penalty: 3940.292236 Iteration 4Q: 3 clusters Score -354904.3 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1299 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -354964.062500 Penalty: 3940.292236 Iteration 5Q: 3 clusters Score -354964.1 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 1539 members Entering Unmasked Estep Score: -355007.000000 Penalty: 3940.292236 Iteration 6Q: 3 clusters Score -355007 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 1563 members Entering Unmasked Estep Score: -355054.750000 Penalty: 3940.292236 Iteration 7Q: 3 clusters Score -355054.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1223 members Mstep: Class 2 contains 1596 members Entering Unmasked Estep Score: -355107.593750 Penalty: 3940.292236 Iteration 8Q: 3 clusters Score -355107.6 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -355175.562500 Penalty: 3940.292236 Iteration 9Q: 3 clusters Score -355175.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1156 members Mstep: Class 2 contains 1663 members Entering Unmasked Estep Score: -355240.656250 Penalty: 3940.292236 Iteration 10Q: 3 clusters Score -355240.7 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -355324.875000 Penalty: 3940.292236 Iteration 11Q: 3 clusters Score -355324.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1086 members Mstep: Class 2 contains 1733 members Entering Unmasked Estep Score: -355434.437500 Penalty: 3940.292236 Iteration 12Q: 3 clusters Score -355434.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -355522.281250 Penalty: 3940.292236 Iteration 13Q: 3 clusters Score -355522.3 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1069 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -355578.656250 Penalty: 3940.292236 Iteration 14Q: 3 clusters Score -355578.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1080 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -355614.312500 Penalty: 3940.292236 Iteration 15Q: 3 clusters Score -355614.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1082 members Mstep: Class 2 contains 1737 members Entering Unmasked Estep Score: -355638.218750 Penalty: 3940.292236 Iteration 16Q: 3 clusters Score -355638.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -355663.843750 Penalty: 3940.292236 Iteration 17Q: 3 clusters Score -355663.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1090 members Mstep: Class 2 contains 1729 members Entering Unmasked Estep Score: -355680.187500 Penalty: 3940.292236 Iteration 18Q: 3 clusters Score -355680.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1089 members Mstep: Class 2 contains 1730 members Entering Unmasked Estep Score: -355686.437500 Penalty: 3940.292236 Iteration 19Q: 3 clusters Score -355686.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1093 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -355692.156250 Penalty: 3940.292236 Iteration 20F: 3 clusters Score -355692.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1096 members Mstep: Class 2 contains 1723 members Entering Unmasked Estep Score: -355695.031250 Penalty: 3940.292236 Iteration 21Q: 3 clusters Score -355695 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1100 members Mstep: Class 2 contains 1719 members Entering Unmasked Estep Score: -355699.875000 Penalty: 3940.292236 Iteration 22Q: 3 clusters Score -355699.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 1709 members Entering Unmasked Estep Score: -355706.531250 Penalty: 3940.292236 Iteration 23Q: 3 clusters Score -355706.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1119 members Mstep: Class 2 contains 1700 members Entering Unmasked Estep Score: -355711.718750 Penalty: 3940.292236 Iteration 24Q: 3 clusters Score -355711.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1129 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -355717.031250 Penalty: 3940.292236 Iteration 25Q: 3 clusters Score -355717 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -355719.875000 Penalty: 3940.292236 Iteration 26Q: 3 clusters Score -355719.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1139 members Mstep: Class 2 contains 1680 members Entering Unmasked Estep Score: -355722.250000 Penalty: 3940.292236 Iteration 27Q: 3 clusters Score -355722.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1141 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -355723.968750 Penalty: 3940.292236 Iteration 28Q: 3 clusters Score -355724 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1144 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -355725.156250 Penalty: 3940.292236 Iteration 29Q: 3 clusters Score -355725.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1672 members Entering Unmasked Estep Score: -355727.468750 Penalty: 3940.292236 Iteration 30Q: 3 clusters Score -355727.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -355727.875000 Penalty: 3940.292236 Iteration 31Q: 3 clusters Score -355727.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -355728.218750 Penalty: 3940.292236 Iteration 32Q: 3 clusters Score -355728.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1149 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -355728.218750 Penalty: 3940.292236 Iteration 33F: 3 clusters Score -355728.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (703 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 703 members Entering Unmasked Estep Score: -75648.289062 Penalty: 1625.728516 Iteration 0F: 2 clusters Score -75648.29 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 345 members Entering Unmasked Estep Score: -74000.742188 Penalty: 3251.457031 Iteration 0F: 3 clusters Score -74000.74 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -74317.250000 Penalty: 3251.457031 Iteration 1F: 3 clusters Score -74317.25 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 441 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -74534.367188 Penalty: 3251.457031 Iteration 2F: 3 clusters Score -74534.37 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 459 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -74758.625000 Penalty: 3251.457031 Iteration 3F: 3 clusters Score -74758.62 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -74883.054688 Penalty: 3251.457031 Iteration 4Q: 3 clusters Score -74883.05 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -75073.304688 Penalty: 3251.457031 Iteration 5Q: 3 clusters Score -75073.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -75223.765625 Penalty: 3251.457031 Iteration 6Q: 3 clusters Score -75223.77 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 479 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -75291.328125 Penalty: 3251.457031 Iteration 7Q: 3 clusters Score -75291.33 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -75334.304688 Penalty: 3251.457031 Iteration 8Q: 3 clusters Score -75334.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -75355.937500 Penalty: 3251.457031 Iteration 9Q: 3 clusters Score -75355.94 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -75376.710938 Penalty: 3251.457031 Iteration 10Q: 3 clusters Score -75376.71 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -75400.250000 Penalty: 3251.457031 Iteration 11Q: 3 clusters Score -75400.25 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -75435.359375 Penalty: 3251.457031 Iteration 12Q: 3 clusters Score -75435.36 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 450 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -75498.812500 Penalty: 3251.457031 Iteration 13Q: 3 clusters Score -75498.81 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 449 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -75533.148438 Penalty: 3251.457031 Iteration 14Q: 3 clusters Score -75533.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 445 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -75557.937500 Penalty: 3251.457031 Iteration 15Q: 3 clusters Score -75557.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 439 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -75588.406250 Penalty: 3251.457031 Iteration 16Q: 3 clusters Score -75588.41 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 433 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -75620.164062 Penalty: 3251.457031 Iteration 17Q: 3 clusters Score -75620.16 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -75646.367188 Penalty: 3251.457031 Iteration 18Q: 3 clusters Score -75646.37 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 428 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -75659.101562 Penalty: 3251.457031 Iteration 19Q: 3 clusters Score -75659.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 429 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -75678.078125 Penalty: 3251.457031 Iteration 20F: 3 clusters Score -75678.08 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -75692.351562 Penalty: 3251.457031 Iteration 21Q: 3 clusters Score -75692.35 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -75700.046875 Penalty: 3251.457031 Iteration 22Q: 3 clusters Score -75700.05 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 431 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -75712.507812 Penalty: 3251.457031 Iteration 23Q: 3 clusters Score -75712.51 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 434 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -75759.093750 Penalty: 3251.457031 Iteration 24Q: 3 clusters Score -75759.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -75810.367188 Penalty: 3251.457031 Iteration 25Q: 3 clusters Score -75810.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 437 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -75821.742188 Penalty: 3251.457031 Iteration 26Q: 3 clusters Score -75821.74 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -75823.242188 Penalty: 3251.457031 Iteration 27Q: 3 clusters Score -75823.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -75823.242188 Penalty: 3251.457031 Iteration 28F: 3 clusters Score -75823.24 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 13239 members Mstep: Class 3 contains 8065 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15533 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36158 members Mstep: Class 8 contains 2819 members Mstep: Class 9 contains 436 members Mstep: Class 10 contains 20389 members Mstep: Class 11 contains 63553 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24879 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4420 members Mstep: Class 18 contains 7255 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20754 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188352 members Mstep: Class 24 contains 267 members Entering Unmasked Estep Score: -55720528.000000 Penalty: 77417.070312 Splitting cluster 9 changes total score from -55721968.000000 to -55720528.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 10 (20389 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20389 members Entering Unmasked Estep Score: -2522180.500000 Penalty: 2460.842041 Iteration 0F: 2 clusters Score -2522180 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10177 members Mstep: Class 2 contains 10212 members Entering Unmasked Estep Score: -2507826.500000 Penalty: 4921.684082 Iteration 0F: 3 clusters Score -2507826 nChanged 9009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10228 members Mstep: Class 2 contains 10161 members Entering Unmasked Estep Score: -2512867.750000 Penalty: 4921.684082 Iteration 1F: 3 clusters Score -2512868 nChanged 1180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10372 members Mstep: Class 2 contains 10017 members Entering Unmasked Estep Score: -2513673.000000 Penalty: 4921.684082 Iteration 2F: 3 clusters Score -2513673 nChanged 1348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10762 members Mstep: Class 2 contains 9627 members Entering Unmasked Estep Score: -2514626.750000 Penalty: 4921.684082 Iteration 3F: 3 clusters Score -2514627 nChanged 1520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11424 members Mstep: Class 2 contains 8965 members Entering Unmasked Estep Score: -2515756.250000 Penalty: 4921.684082 Iteration 4F: 3 clusters Score -2515756 nChanged 1584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12284 members Mstep: Class 2 contains 8105 members Entering Unmasked Estep Score: -2516848.000000 Penalty: 4921.684082 Iteration 5F: 3 clusters Score -2516848 nChanged 1452 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13174 members Mstep: Class 2 contains 7215 members Entering Unmasked Estep Score: -2517788.250000 Penalty: 4921.684082 Iteration 6F: 3 clusters Score -2517788 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13976 members Mstep: Class 2 contains 6413 members Entering Unmasked Estep Score: -2518479.250000 Penalty: 4921.684082 Iteration 7F: 3 clusters Score -2518479 nChanged 863 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14645 members Mstep: Class 2 contains 5744 members Entering Unmasked Estep Score: -2518964.500000 Penalty: 4921.684082 Iteration 8Q: 3 clusters Score -2518964 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15181 members Mstep: Class 2 contains 5208 members Entering Unmasked Estep Score: -2519243.750000 Penalty: 4921.684082 Iteration 9Q: 3 clusters Score -2519244 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15583 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -2519421.000000 Penalty: 4921.684082 Iteration 10Q: 3 clusters Score -2519421 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15956 members Mstep: Class 2 contains 4433 members Entering Unmasked Estep Score: -2519569.500000 Penalty: 4921.684082 Iteration 11Q: 3 clusters Score -2519570 nChanged 357 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16309 members Mstep: Class 2 contains 4080 members Entering Unmasked Estep Score: -2519723.500000 Penalty: 4921.684082 Iteration 12Q: 3 clusters Score -2519724 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16670 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -2519891.500000 Penalty: 4921.684082 Iteration 13Q: 3 clusters Score -2519892 nChanged 377 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17043 members Mstep: Class 2 contains 3346 members Entering Unmasked Estep Score: -2520074.750000 Penalty: 4921.684082 Iteration 14Q: 3 clusters Score -2520075 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17413 members Mstep: Class 2 contains 2976 members Entering Unmasked Estep Score: -2520273.250000 Penalty: 4921.684082 Iteration 15Q: 3 clusters Score -2520273 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17781 members Mstep: Class 2 contains 2608 members Entering Unmasked Estep Score: -2520479.750000 Penalty: 4921.684082 Iteration 16Q: 3 clusters Score -2520480 nChanged 356 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18131 members Mstep: Class 2 contains 2258 members Entering Unmasked Estep Score: -2520686.500000 Penalty: 4921.684082 Iteration 17Q: 3 clusters Score -2520686 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18414 members Mstep: Class 2 contains 1975 members Entering Unmasked Estep Score: -2520859.500000 Penalty: 4921.684082 Iteration 18Q: 3 clusters Score -2520860 nChanged 248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18662 members Mstep: Class 2 contains 1727 members Entering Unmasked Estep Score: -2521020.750000 Penalty: 4921.684082 Iteration 19Q: 3 clusters Score -2521021 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18860 members Mstep: Class 2 contains 1529 members Entering Unmasked Estep Score: -2521163.750000 Penalty: 4921.684082 Iteration 20F: 3 clusters Score -2521164 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19005 members Mstep: Class 2 contains 1384 members Entering Unmasked Estep Score: -2521288.000000 Penalty: 4921.684082 Iteration 21Q: 3 clusters Score -2521288 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19130 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -2521401.750000 Penalty: 4921.684082 Iteration 22Q: 3 clusters Score -2521402 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19213 members Mstep: Class 2 contains 1176 members Entering Unmasked Estep Score: -2521453.000000 Penalty: 4921.684082 Iteration 23Q: 3 clusters Score -2521453 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19257 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -2521482.000000 Penalty: 4921.684082 Iteration 24Q: 3 clusters Score -2521482 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19290 members Mstep: Class 2 contains 1099 members Entering Unmasked Estep Score: -2521513.750000 Penalty: 4921.684082 Iteration 25Q: 3 clusters Score -2521514 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19319 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -2521523.250000 Penalty: 4921.684082 Iteration 26Q: 3 clusters Score -2521523 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19332 members Mstep: Class 2 contains 1057 members Entering Unmasked Estep Score: -2521525.750000 Penalty: 4921.684082 Iteration 27Q: 3 clusters Score -2521526 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19344 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -2521535.000000 Penalty: 4921.684082 Iteration 28Q: 3 clusters Score -2521535 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19357 members Mstep: Class 2 contains 1032 members Entering Unmasked Estep Score: -2521538.500000 Penalty: 4921.684082 Iteration 29Q: 3 clusters Score -2521538 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19369 members Mstep: Class 2 contains 1020 members Entering Unmasked Estep Score: -2521541.750000 Penalty: 4921.684082 Iteration 30Q: 3 clusters Score -2521542 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19378 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -2521546.250000 Penalty: 4921.684082 Iteration 31Q: 3 clusters Score -2521546 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19383 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -2521549.750000 Penalty: 4921.684082 Iteration 32Q: 3 clusters Score -2521550 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19391 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -2521550.000000 Penalty: 4921.684082 Iteration 33Q: 3 clusters Score -2521550 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19396 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -2521556.500000 Penalty: 4921.684082 Iteration 34Q: 3 clusters Score -2521556 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19402 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -2521557.000000 Penalty: 4921.684082 Iteration 35Q: 3 clusters Score -2521557 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19406 members Mstep: Class 2 contains 983 members Entering Unmasked Estep Score: -2521557.500000 Penalty: 4921.684082 Iteration 36Q: 3 clusters Score -2521558 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19408 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -2521560.250000 Penalty: 4921.684082 Iteration 37Q: 3 clusters Score -2521560 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19410 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -2521557.250000 Penalty: 4921.684082 Iteration 38Q: 3 clusters Score -2521557 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19411 members Mstep: Class 2 contains 978 members Entering Unmasked Estep Score: -2521560.500000 Penalty: 4921.684082 Iteration 39Q: 3 clusters Score -2521560 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19412 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -2521561.500000 Penalty: 4921.684082 Iteration 40F: 3 clusters Score -2521562 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (63553 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 63553 members Entering Unmasked Estep Score: -8173885.500000 Penalty: 2742.788086 Iteration 0F: 2 clusters Score -8173886 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31743 members Mstep: Class 2 contains 31810 members Entering Unmasked Estep Score: -8131045.000000 Penalty: 5485.576172 Iteration 0F: 3 clusters Score -8131045 nChanged 29578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31657 members Mstep: Class 2 contains 31896 members Entering Unmasked Estep Score: -8147374.000000 Penalty: 5485.576172 Iteration 1F: 3 clusters Score -8147374 nChanged 2194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31443 members Mstep: Class 2 contains 32110 members Entering Unmasked Estep Score: -8147830.500000 Penalty: 5485.576172 Iteration 2Q: 3 clusters Score -8147830 nChanged 1937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31136 members Mstep: Class 2 contains 32417 members Entering Unmasked Estep Score: -8148264.000000 Penalty: 5485.576172 Iteration 3Q: 3 clusters Score -8148264 nChanged 1869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30753 members Mstep: Class 2 contains 32800 members Entering Unmasked Estep Score: -8148630.000000 Penalty: 5485.576172 Iteration 4Q: 3 clusters Score -8148630 nChanged 1854 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30199 members Mstep: Class 2 contains 33354 members Entering Unmasked Estep Score: -8149039.000000 Penalty: 5485.576172 Iteration 5Q: 3 clusters Score -8149039 nChanged 1798 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29363 members Mstep: Class 2 contains 34190 members Entering Unmasked Estep Score: -8149458.500000 Penalty: 5485.576172 Iteration 6Q: 3 clusters Score -8149458 nChanged 1877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28232 members Mstep: Class 2 contains 35321 members Entering Unmasked Estep Score: -8149885.000000 Penalty: 5485.576172 Iteration 7Q: 3 clusters Score -8149885 nChanged 2130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26632 members Mstep: Class 2 contains 36921 members Entering Unmasked Estep Score: -8150542.000000 Penalty: 5485.576172 Iteration 8Q: 3 clusters Score -8150542 nChanged 2553 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24409 members Mstep: Class 2 contains 39144 members Entering Unmasked Estep Score: -8151526.500000 Penalty: 5485.576172 Iteration 9Q: 3 clusters Score -8151526 nChanged 3151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21446 members Mstep: Class 2 contains 42107 members Entering Unmasked Estep Score: -8153167.000000 Penalty: 5485.576172 Iteration 10Q: 3 clusters Score -8153167 nChanged 4038 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17496 members Mstep: Class 2 contains 46057 members Entering Unmasked Estep Score: -8155809.000000 Penalty: 5485.576172 Iteration 11F: 3 clusters Score -8155809 nChanged 4760 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12772 members Mstep: Class 2 contains 50781 members Entering Unmasked Estep Score: -8159524.000000 Penalty: 5485.576172 Iteration 12F: 3 clusters Score -8159524 nChanged 4960 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7832 members Mstep: Class 2 contains 55721 members Entering Unmasked Estep Score: -8164029.500000 Penalty: 5485.576172 Iteration 13F: 3 clusters Score -8164030 nChanged 3923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 59644 members Entering Unmasked Estep Score: -8167869.500000 Penalty: 5485.576172 Iteration 14F: 3 clusters Score -8167870 nChanged 2267 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1646 members Mstep: Class 2 contains 61907 members Entering Unmasked Estep Score: -8170045.500000 Penalty: 5485.576172 Iteration 15Q: 3 clusters Score -8170046 nChanged 926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 720 members Mstep: Class 2 contains 62833 members Entering Unmasked Estep Score: -8170944.000000 Penalty: 5485.576172 Iteration 16Q: 3 clusters Score -8170944 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 63133 members Entering Unmasked Estep Score: -8171250.500000 Penalty: 5485.576172 Iteration 17Q: 3 clusters Score -8171250 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 63237 members Entering Unmasked Estep Score: -8171376.000000 Penalty: 5485.576172 Iteration 18Q: 3 clusters Score -8171376 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 63274 members Entering Unmasked Estep Score: -8171417.000000 Penalty: 5485.576172 Iteration 19Q: 3 clusters Score -8171417 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 63291 members Entering Unmasked Estep Score: -8171444.500000 Penalty: 5485.576172 Iteration 20F: 3 clusters Score -8171444 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 63301 members Entering Unmasked Estep Score: -8171485.500000 Penalty: 5485.576172 Iteration 21Q: 3 clusters Score -8171486 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 63310 members Entering Unmasked Estep Score: -8171520.500000 Penalty: 5485.576172 Iteration 22Q: 3 clusters Score -8171520 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 63319 members Entering Unmasked Estep Score: -8171536.000000 Penalty: 5485.576172 Iteration 23Q: 3 clusters Score -8171536 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 63326 members Entering Unmasked Estep Score: -8171546.000000 Penalty: 5485.576172 Iteration 24Q: 3 clusters Score -8171546 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 63326 members Entering Unmasked Estep Score: -8171550.000000 Penalty: 5485.576172 Iteration 25Q: 3 clusters Score -8171550 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 63328 members Entering Unmasked Estep Score: -8171561.000000 Penalty: 5485.576172 Iteration 26Q: 3 clusters Score -8171561 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 225 members Mstep: Class 2 contains 63328 members Entering Unmasked Estep Score: -8171561.000000 Penalty: 5485.576172 Iteration 27F: 3 clusters Score -8171561 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (921 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Entering Unmasked Estep Score: -106786.406250 Penalty: 1692.714111 Iteration 0F: 2 clusters Score -106786.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 465 members Entering Unmasked Estep Score: -104985.320312 Penalty: 3385.428223 Iteration 0F: 3 clusters Score -104985.3 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 423 members Mstep: Class 2 contains 498 members Entering Unmasked Estep Score: -105445.789062 Penalty: 3385.428223 Iteration 1F: 3 clusters Score -105445.8 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -105672.062500 Penalty: 3385.428223 Iteration 2F: 3 clusters Score -105672.1 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 514 members Entering Unmasked Estep Score: -105800.570312 Penalty: 3385.428223 Iteration 3F: 3 clusters Score -105800.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 405 members Mstep: Class 2 contains 516 members Entering Unmasked Estep Score: -105955.382812 Penalty: 3385.428223 Iteration 4Q: 3 clusters Score -105955.4 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 526 members Entering Unmasked Estep Score: -106128.468750 Penalty: 3385.428223 Iteration 5Q: 3 clusters Score -106128.5 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 398 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -106446.984375 Penalty: 3385.428223 Iteration 6F: 3 clusters Score -106447 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -106508.937500 Penalty: 3385.428223 Iteration 7Q: 3 clusters Score -106508.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -106545.492188 Penalty: 3385.428223 Iteration 8Q: 3 clusters Score -106545.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 532 members Entering Unmasked Estep Score: -106573.070312 Penalty: 3385.428223 Iteration 9Q: 3 clusters Score -106573.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -106602.164062 Penalty: 3385.428223 Iteration 10Q: 3 clusters Score -106602.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -106655.937500 Penalty: 3385.428223 Iteration 11Q: 3 clusters Score -106655.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 556 members Entering Unmasked Estep Score: -106735.421875 Penalty: 3385.428223 Iteration 12Q: 3 clusters Score -106735.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -106762.007812 Penalty: 3385.428223 Iteration 13Q: 3 clusters Score -106762 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 358 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -106772.015625 Penalty: 3385.428223 Iteration 14Q: 3 clusters Score -106772 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -106781.250000 Penalty: 3385.428223 Iteration 15Q: 3 clusters Score -106781.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 351 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -106789.898438 Penalty: 3385.428223 Iteration 16Q: 3 clusters Score -106789.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -106800.976562 Penalty: 3385.428223 Iteration 17Q: 3 clusters Score -106801 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 343 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -106839.695312 Penalty: 3385.428223 Iteration 18Q: 3 clusters Score -106839.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 580 members Entering Unmasked Estep Score: -106866.273438 Penalty: 3385.428223 Iteration 19Q: 3 clusters Score -106866.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 336 members Mstep: Class 2 contains 585 members Entering Unmasked Estep Score: -106904.539062 Penalty: 3385.428223 Iteration 20F: 3 clusters Score -106904.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -106919.070312 Penalty: 3385.428223 Iteration 21Q: 3 clusters Score -106919.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 589 members Entering Unmasked Estep Score: -106922.031250 Penalty: 3385.428223 Iteration 22Q: 3 clusters Score -106922 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -106923.304688 Penalty: 3385.428223 Iteration 23Q: 3 clusters Score -106923.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -106923.304688 Penalty: 3385.428223 Iteration 24F: 3 clusters Score -106923.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 13239 members Mstep: Class 3 contains 8065 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15533 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36158 members Mstep: Class 8 contains 2819 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20389 members Mstep: Class 11 contains 63553 members Mstep: Class 12 contains 331 members Mstep: Class 13 contains 24879 members Mstep: Class 14 contains 563 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4420 members Mstep: Class 18 contains 7255 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20754 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188352 members Mstep: Class 24 contains 590 members Entering Unmasked Estep Score: -55720556.000000 Penalty: 77417.070312 Splitting cluster 12 changes total score from -55721968.000000 to -55720556.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (24879 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24879 members Entering Unmasked Estep Score: -3185905.500000 Penalty: 2510.201416 Iteration 0F: 2 clusters Score -3185906 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12293 members Mstep: Class 2 contains 12586 members Entering Unmasked Estep Score: -3168579.500000 Penalty: 5020.402832 Iteration 0F: 3 clusters Score -3168580 nChanged 11055 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11710 members Mstep: Class 2 contains 13169 members Entering Unmasked Estep Score: -3174498.000000 Penalty: 5020.402832 Iteration 1F: 3 clusters Score -3174498 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11339 members Mstep: Class 2 contains 13540 members Entering Unmasked Estep Score: -3174957.000000 Penalty: 5020.402832 Iteration 2Q: 3 clusters Score -3174957 nChanged 1172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10825 members Mstep: Class 2 contains 14054 members Entering Unmasked Estep Score: -3175429.250000 Penalty: 5020.402832 Iteration 3Q: 3 clusters Score -3175429 nChanged 1198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10099 members Mstep: Class 2 contains 14780 members Entering Unmasked Estep Score: -3176045.000000 Penalty: 5020.402832 Iteration 4Q: 3 clusters Score -3176045 nChanged 1320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9159 members Mstep: Class 2 contains 15720 members Entering Unmasked Estep Score: -3176780.250000 Penalty: 5020.402832 Iteration 5F: 3 clusters Score -3176780 nChanged 1419 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7986 members Mstep: Class 2 contains 16893 members Entering Unmasked Estep Score: -3177689.250000 Penalty: 5020.402832 Iteration 6F: 3 clusters Score -3177689 nChanged 1546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6592 members Mstep: Class 2 contains 18287 members Entering Unmasked Estep Score: -3178867.500000 Penalty: 5020.402832 Iteration 7F: 3 clusters Score -3178868 nChanged 1503 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5185 members Mstep: Class 2 contains 19694 members Entering Unmasked Estep Score: -3180061.500000 Penalty: 5020.402832 Iteration 8F: 3 clusters Score -3180062 nChanged 1351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3908 members Mstep: Class 2 contains 20971 members Entering Unmasked Estep Score: -3181141.000000 Penalty: 5020.402832 Iteration 9F: 3 clusters Score -3181141 nChanged 1141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2805 members Mstep: Class 2 contains 22074 members Entering Unmasked Estep Score: -3182073.500000 Penalty: 5020.402832 Iteration 10Q: 3 clusters Score -3182074 nChanged 865 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 22921 members Entering Unmasked Estep Score: -3182814.000000 Penalty: 5020.402832 Iteration 11Q: 3 clusters Score -3182814 nChanged 574 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 23463 members Entering Unmasked Estep Score: -3183291.750000 Penalty: 5020.402832 Iteration 12Q: 3 clusters Score -3183292 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 23805 members Entering Unmasked Estep Score: -3183616.250000 Penalty: 5020.402832 Iteration 13Q: 3 clusters Score -3183616 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 885 members Mstep: Class 2 contains 23994 members Entering Unmasked Estep Score: -3183809.000000 Penalty: 5020.402832 Iteration 14Q: 3 clusters Score -3183809 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 24106 members Entering Unmasked Estep Score: -3183932.500000 Penalty: 5020.402832 Iteration 15Q: 3 clusters Score -3183932 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 24179 members Entering Unmasked Estep Score: -3184045.500000 Penalty: 5020.402832 Iteration 16Q: 3 clusters Score -3184046 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 657 members Mstep: Class 2 contains 24222 members Entering Unmasked Estep Score: -3184170.750000 Penalty: 5020.402832 Iteration 17Q: 3 clusters Score -3184171 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 640 members Mstep: Class 2 contains 24239 members Entering Unmasked Estep Score: -3184271.500000 Penalty: 5020.402832 Iteration 18Q: 3 clusters Score -3184272 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 24240 members Entering Unmasked Estep Score: -3184357.250000 Penalty: 5020.402832 Iteration 19Q: 3 clusters Score -3184357 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 24235 members Entering Unmasked Estep Score: -3184424.750000 Penalty: 5020.402832 Iteration 20F: 3 clusters Score -3184425 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 661 members Mstep: Class 2 contains 24218 members Entering Unmasked Estep Score: -3184487.000000 Penalty: 5020.402832 Iteration 21Q: 3 clusters Score -3184487 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 24191 members Entering Unmasked Estep Score: -3184541.750000 Penalty: 5020.402832 Iteration 22Q: 3 clusters Score -3184542 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 719 members Mstep: Class 2 contains 24160 members Entering Unmasked Estep Score: -3184570.750000 Penalty: 5020.402832 Iteration 23Q: 3 clusters Score -3184571 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 24145 members Entering Unmasked Estep Score: -3184590.250000 Penalty: 5020.402832 Iteration 24Q: 3 clusters Score -3184590 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 748 members Mstep: Class 2 contains 24131 members Entering Unmasked Estep Score: -3184608.000000 Penalty: 5020.402832 Iteration 25Q: 3 clusters Score -3184608 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 24125 members Entering Unmasked Estep Score: -3184617.500000 Penalty: 5020.402832 Iteration 26Q: 3 clusters Score -3184618 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 24113 members Entering Unmasked Estep Score: -3184630.500000 Penalty: 5020.402832 Iteration 27Q: 3 clusters Score -3184630 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 24105 members Entering Unmasked Estep Score: -3184634.000000 Penalty: 5020.402832 Iteration 28Q: 3 clusters Score -3184634 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 24100 members Entering Unmasked Estep Score: -3184638.250000 Penalty: 5020.402832 Iteration 29Q: 3 clusters Score -3184638 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Mstep: Class 2 contains 24095 members Entering Unmasked Estep Score: -3184639.500000 Penalty: 5020.402832 Iteration 30Q: 3 clusters Score -3184640 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 24088 members Entering Unmasked Estep Score: -3184645.750000 Penalty: 5020.402832 Iteration 31Q: 3 clusters Score -3184646 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 24071 members Entering Unmasked Estep Score: -3184666.500000 Penalty: 5020.402832 Iteration 32Q: 3 clusters Score -3184666 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 24057 members Entering Unmasked Estep Score: -3184675.750000 Penalty: 5020.402832 Iteration 33Q: 3 clusters Score -3184676 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 24054 members Entering Unmasked Estep Score: -3184677.250000 Penalty: 5020.402832 Iteration 34Q: 3 clusters Score -3184677 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 828 members Mstep: Class 2 contains 24051 members Entering Unmasked Estep Score: -3184681.250000 Penalty: 5020.402832 Iteration 35Q: 3 clusters Score -3184681 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 829 members Mstep: Class 2 contains 24050 members Entering Unmasked Estep Score: -3184688.500000 Penalty: 5020.402832 Iteration 36Q: 3 clusters Score -3184688 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 24047 members Entering Unmasked Estep Score: -3184696.000000 Penalty: 5020.402832 Iteration 37Q: 3 clusters Score -3184696 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 24045 members Entering Unmasked Estep Score: -3184705.000000 Penalty: 5020.402832 Iteration 38Q: 3 clusters Score -3184705 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 24047 members Entering Unmasked Estep Score: -3184703.000000 Penalty: 5020.402832 Iteration 39Q: 3 clusters Score -3184703 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 834 members Mstep: Class 2 contains 24045 members Entering Unmasked Estep Score: -3184704.500000 Penalty: 5020.402832 Iteration 40F: 3 clusters Score -3184704 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 24044 members Entering Unmasked Estep Score: -3184710.000000 Penalty: 5020.402832 Iteration 41Q: 3 clusters Score -3184710 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 24042 members Entering Unmasked Estep Score: -3184711.500000 Penalty: 5020.402832 Iteration 42Q: 3 clusters Score -3184712 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 24040 members Entering Unmasked Estep Score: -3184708.000000 Penalty: 5020.402832 Iteration 43Q: 3 clusters Score -3184708 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 24038 members Entering Unmasked Estep Score: -3184708.000000 Penalty: 5020.402832 Iteration 44Q: 3 clusters Score -3184708 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 24037 members Entering Unmasked Estep Score: -3184704.750000 Penalty: 5020.402832 Iteration 45Q: 3 clusters Score -3184705 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 24037 members Entering Unmasked Estep Score: -3184704.750000 Penalty: 5020.402832 Iteration 46F: 3 clusters Score -3184705 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (563 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Entering Unmasked Estep Score: -62265.347656 Penalty: 1570.653320 Iteration 0F: 2 clusters Score -62265.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 294 members Entering Unmasked Estep Score: -60679.511719 Penalty: 3141.306641 Iteration 0F: 3 clusters Score -60679.51 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 280 members Entering Unmasked Estep Score: -60887.179688 Penalty: 3141.306641 Iteration 1F: 3 clusters Score -60887.18 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -61013.023438 Penalty: 3141.306641 Iteration 2F: 3 clusters Score -61013.02 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -61132.750000 Penalty: 3141.306641 Iteration 3F: 3 clusters Score -61132.75 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -61240.066406 Penalty: 3141.306641 Iteration 4Q: 3 clusters Score -61240.07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -61311.355469 Penalty: 3141.306641 Iteration 5Q: 3 clusters Score -61311.36 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -61384.066406 Penalty: 3141.306641 Iteration 6Q: 3 clusters Score -61384.07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -61439.097656 Penalty: 3141.306641 Iteration 7Q: 3 clusters Score -61439.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -61536.593750 Penalty: 3141.306641 Iteration 8Q: 3 clusters Score -61536.59 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -61592.343750 Penalty: 3141.306641 Iteration 9Q: 3 clusters Score -61592.34 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 287 members Entering Unmasked Estep Score: -61627.382812 Penalty: 3141.306641 Iteration 10Q: 3 clusters Score -61627.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -61652.605469 Penalty: 3141.306641 Iteration 11Q: 3 clusters Score -61652.61 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -61669.367188 Penalty: 3141.306641 Iteration 12Q: 3 clusters Score -61669.37 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -61683.980469 Penalty: 3141.306641 Iteration 13Q: 3 clusters Score -61683.98 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -61732.980469 Penalty: 3141.306641 Iteration 14Q: 3 clusters Score -61732.98 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -61781.910156 Penalty: 3141.306641 Iteration 15Q: 3 clusters Score -61781.91 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -61827.507812 Penalty: 3141.306641 Iteration 16Q: 3 clusters Score -61827.51 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -61864.304688 Penalty: 3141.306641 Iteration 17Q: 3 clusters Score -61864.3 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 285 members Entering Unmasked Estep Score: -61893.781250 Penalty: 3141.306641 Iteration 18Q: 3 clusters Score -61893.78 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -61934.816406 Penalty: 3141.306641 Iteration 19Q: 3 clusters Score -61934.82 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -61963.906250 Penalty: 3141.306641 Iteration 20F: 3 clusters Score -61963.91 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 266 members Entering Unmasked Estep Score: -61998.382812 Penalty: 3141.306641 Iteration 21Q: 3 clusters Score -61998.38 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -62042.070312 Penalty: 3141.306641 Iteration 22Q: 3 clusters Score -62042.07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -62049.359375 Penalty: 3141.306641 Iteration 23Q: 3 clusters Score -62049.36 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -62067.664062 Penalty: 3141.306641 Iteration 24Q: 3 clusters Score -62067.66 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -62119.511719 Penalty: 3141.306641 Iteration 25Q: 3 clusters Score -62119.51 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -62269.675781 Penalty: 3141.306641 Iteration 26Q: 3 clusters Score -62269.68 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -62345.675781 Penalty: 3141.306641 Iteration 27Q: 3 clusters Score -62345.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -62350.015625 Penalty: 3141.306641 Iteration 28Q: 3 clusters Score -62350.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 284 members Entering Unmasked Estep Score: -62355.675781 Penalty: 3141.306641 Iteration 29Q: 3 clusters Score -62355.68 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -62366.265625 Penalty: 3141.306641 Iteration 30Q: 3 clusters Score -62366.27 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -62383.542969 Penalty: 3141.306641 Iteration 31Q: 3 clusters Score -62383.54 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -62393.214844 Penalty: 3141.306641 Iteration 32Q: 3 clusters Score -62393.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -62403.859375 Penalty: 3141.306641 Iteration 33Q: 3 clusters Score -62403.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -62456.562500 Penalty: 3141.306641 Iteration 34Q: 3 clusters Score -62456.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -62628.812500 Penalty: 3141.306641 Iteration 35Q: 3 clusters Score -62628.81 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 259 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -62699.089844 Penalty: 3141.306641 Iteration 36Q: 3 clusters Score -62699.09 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -62721.671875 Penalty: 3141.306641 Iteration 37Q: 3 clusters Score -62721.67 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -62727.824219 Penalty: 3141.306641 Iteration 38Q: 3 clusters Score -62727.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -62727.824219 Penalty: 3141.306641 Iteration 39F: 3 clusters Score -62727.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 5159 members Mstep: Class 2 contains 13239 members Mstep: Class 3 contains 8065 members Mstep: Class 4 contains 551 members Mstep: Class 5 contains 15533 members Mstep: Class 6 contains 23909 members Mstep: Class 7 contains 36158 members Mstep: Class 8 contains 2819 members Mstep: Class 9 contains 703 members Mstep: Class 10 contains 20389 members Mstep: Class 11 contains 63553 members Mstep: Class 12 contains 921 members Mstep: Class 13 contains 24879 members Mstep: Class 14 contains 256 members Mstep: Class 15 contains 2758 members Mstep: Class 16 contains 2508 members Mstep: Class 17 contains 4420 members Mstep: Class 18 contains 7255 members Mstep: Class 19 contains 175 members Mstep: Class 20 contains 20754 members Mstep: Class 21 contains 616 members Mstep: Class 22 contains 2182 members Mstep: Class 23 contains 188352 members Mstep: Class 24 contains 307 members Entering Unmasked Estep Score: -55720784.000000 Penalty: 77417.070312 Splitting cluster 14 changes total score from -55721968.000000 to -55720784.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 15 (2758 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2758 members Entering Unmasked Estep Score: -349070.000000 Penalty: 1964.720825 Iteration 0F: 2 clusters Score -349070 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -345949.250000 Penalty: 3929.441650 Iteration 0F: 3 clusters Score -345949.2 nChanged 952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1458 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -346539.062500 Penalty: 3929.441650 Iteration 1F: 3 clusters Score -346539.1 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -346661.937500 Penalty: 3929.441650 Iteration 2F: 3 clusters Score -346661.9 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1456 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -346724.625000 Penalty: 3929.441650 Iteration 3Q: 3 clusters Score -346724.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1462 members Mstep: Class 2 contains 1296 members Entering Unmasked Estep Score: -346754.750000 Penalty: 3929.441650 Iteration 4Q: 3 clusters Score -346754.8 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -346771.531250 Penalty: 3929.441650 Iteration 5Q: 3 clusters Score -346771.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -346787.781250 Penalty: 3929.441650 Iteration 6Q: 3 clusters Score -346787.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 1295 members Entering Unmasked Estep Score: -346797.781250 Penalty: 3929.441650 Iteration 7Q: 3 clusters Score -346797.8 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1290 members Entering Unmasked Estep Score: -346807.656250 Penalty: 3929.441650 Iteration 8Q: 3 clusters Score -346807.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -346820.406250 Penalty: 3929.441650 Iteration 9Q: 3 clusters Score -346820.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -346828.437500 Penalty: 3929.441650 Iteration 10Q: 3 clusters Score -346828.4 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1484 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -346837.437500 Penalty: 3929.441650 Iteration 11Q: 3 clusters Score -346837.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1485 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -346850.562500 Penalty: 3929.441650 Iteration 12Q: 3 clusters Score -346850.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -346860.468750 Penalty: 3929.441650 Iteration 13Q: 3 clusters Score -346860.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1495 members Mstep: Class 2 contains 1263 members Entering Unmasked Estep Score: -346872.000000 Penalty: 3929.441650 Iteration 14Q: 3 clusters Score -346872 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1502 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -346881.562500 Penalty: 3929.441650 Iteration 15Q: 3 clusters Score -346881.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -346887.375000 Penalty: 3929.441650 Iteration 16Q: 3 clusters Score -346887.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1505 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -346893.031250 Penalty: 3929.441650 Iteration 17Q: 3 clusters Score -346893 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1506 members Mstep: Class 2 contains 1252 members Entering Unmasked Estep Score: -346901.437500 Penalty: 3929.441650 Iteration 18Q: 3 clusters Score -346901.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -346907.375000 Penalty: 3929.441650 Iteration 19Q: 3 clusters Score -346907.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 1245 members Entering Unmasked Estep Score: -346913.500000 Penalty: 3929.441650 Iteration 20F: 3 clusters Score -346913.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -346920.031250 Penalty: 3929.441650 Iteration 21Q: 3 clusters Score -346920 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1244 members Entering Unmasked Estep Score: -346923.406250 Penalty: 3929.441650 Iteration 22Q: 3 clusters Score -346923.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1517 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -346926.812500 Penalty: 3929.441650 Iteration 23Q: 3 clusters Score -346926.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 1239 members Entering Unmasked Estep Score: -346927.875000 Penalty: 3929.441650 Iteration 24Q: 3 clusters Score -346927.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -346928.500000 Penalty: 3929.441650 Iteration 25Q: 3 clusters Score -346928.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -346928.500000 Penalty: 3929.441650 Iteration 26F: 3 clusters Score -346928.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (2508 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Entering Unmasked Estep Score: -321508.187500 Penalty: 1941.155762 Iteration 0F: 2 clusters Score -321508.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 1240 members Entering Unmasked Estep Score: -318565.062500 Penalty: 3882.311523 Iteration 0F: 3 clusters Score -318565.1 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -319129.906250 Penalty: 3882.311523 Iteration 1F: 3 clusters Score -319129.9 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -319304.312500 Penalty: 3882.311523 Iteration 2F: 3 clusters Score -319304.3 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 1078 members Entering Unmasked Estep Score: -319479.968750 Penalty: 3882.311523 Iteration 3F: 3 clusters Score -319480 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1460 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -319627.062500 Penalty: 3882.311523 Iteration 4F: 3 clusters Score -319627.1 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1496 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -319735.906250 Penalty: 3882.311523 Iteration 5Q: 3 clusters Score -319735.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 977 members Entering Unmasked Estep Score: -319826.593750 Penalty: 3882.311523 Iteration 6Q: 3 clusters Score -319826.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1565 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -319881.437500 Penalty: 3882.311523 Iteration 7Q: 3 clusters Score -319881.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 912 members Entering Unmasked Estep Score: -319923.812500 Penalty: 3882.311523 Iteration 8Q: 3 clusters Score -319923.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -319953.281250 Penalty: 3882.311523 Iteration 9Q: 3 clusters Score -319953.3 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1625 members Mstep: Class 2 contains 883 members Entering Unmasked Estep Score: -319970.375000 Penalty: 3882.311523 Iteration 10Q: 3 clusters Score -319970.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -319989.218750 Penalty: 3882.311523 Iteration 11Q: 3 clusters Score -319989.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1644 members Mstep: Class 2 contains 864 members Entering Unmasked Estep Score: -320007.187500 Penalty: 3882.311523 Iteration 12Q: 3 clusters Score -320007.2 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 857 members Entering Unmasked Estep Score: -320018.062500 Penalty: 3882.311523 Iteration 13Q: 3 clusters Score -320018.1 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -320026.312500 Penalty: 3882.311523 Iteration 14Q: 3 clusters Score -320026.3 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 855 members Entering Unmasked Estep Score: -320034.593750 Penalty: 3882.311523 Iteration 15Q: 3 clusters Score -320034.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -320043.625000 Penalty: 3882.311523 Iteration 16Q: 3 clusters Score -320043.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1655 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -320052.218750 Penalty: 3882.311523 Iteration 17Q: 3 clusters Score -320052.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1660 members Mstep: Class 2 contains 848 members Entering Unmasked Estep Score: -320061.375000 Penalty: 3882.311523 Iteration 18Q: 3 clusters Score -320061.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -320068.718750 Penalty: 3882.311523 Iteration 19Q: 3 clusters Score -320068.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1671 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -320076.218750 Penalty: 3882.311523 Iteration 20F: 3 clusters Score -320076.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -320082.125000 Penalty: 3882.311523 Iteration 21Q: 3 clusters Score -320082.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1677 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -320085.812500 Penalty: 3882.311523 Iteration 22Q: 3 clusters Score -320085.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -320088.906250 Penalty: 3882.311523 Iteration 23Q: 3 clusters Score -320088.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1685 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -320095.250000 Penalty: 3882.311523 Iteration 24Q: 3 clusters Score -320095.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 820 members Entering Unmasked Estep Score: -320100.218750 Penalty: 3882.311523 Iteration 25Q: 3 clusters Score -320100.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1689 members Mstep: Class 2 contains 819 members Entering Unmasked Estep Score: -320104.218750 Penalty: 3882.311523 Iteration 26Q: 3 clusters Score -320104.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1693 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -320109.312500 Penalty: 3882.311523 Iteration 27Q: 3 clusters Score -320109.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -320113.312500 Penalty: 3882.311523 Iteration 28Q: 3 clusters Score -320113.3 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1697 members Mstep: Class 2 contains 811 members Entering Unmasked Estep Score: -320116.593750 Penalty: 3882.311523 Iteration 29Q: 3 clusters Score -320116.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1695 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -320117.875000 Penalty: 3882.311523 Iteration 30Q: 3 clusters Score -320117.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -320120.125000 Penalty: 3882.311523 Iteration 31Q: 3 clusters Score -320120.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -320120.125000 Penalty: 3882.311523 Iteration 32F: 3 clusters Score -320120.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (4420 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4420 members Entering Unmasked Estep Score: -573246.500000 Penalty: 2081.686035 Iteration 0F: 2 clusters Score -573246.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -569062.812500 Penalty: 4163.372070 Iteration 0F: 3 clusters Score -569062.8 nChanged 1669 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2130 members Mstep: Class 2 contains 2290 members Entering Unmasked Estep Score: -569995.562500 Penalty: 4163.372070 Iteration 1F: 3 clusters Score -569995.6 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -570198.250000 Penalty: 4163.372070 Iteration 2F: 3 clusters Score -570198.2 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 2398 members Entering Unmasked Estep Score: -570321.750000 Penalty: 4163.372070 Iteration 3F: 3 clusters Score -570321.8 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1947 members Mstep: Class 2 contains 2473 members Entering Unmasked Estep Score: -570434.562500 Penalty: 4163.372070 Iteration 4Q: 3 clusters Score -570434.6 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1886 members Mstep: Class 2 contains 2534 members Entering Unmasked Estep Score: -570504.375000 Penalty: 4163.372070 Iteration 5Q: 3 clusters Score -570504.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 2596 members Entering Unmasked Estep Score: -570551.875000 Penalty: 4163.372070 Iteration 6Q: 3 clusters Score -570551.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1759 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -570600.750000 Penalty: 4163.372070 Iteration 7Q: 3 clusters Score -570600.8 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 2729 members Entering Unmasked Estep Score: -570649.875000 Penalty: 4163.372070 Iteration 8Q: 3 clusters Score -570649.9 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 2792 members Entering Unmasked Estep Score: -570698.187500 Penalty: 4163.372070 Iteration 9Q: 3 clusters Score -570698.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1570 members Mstep: Class 2 contains 2850 members Entering Unmasked Estep Score: -570742.437500 Penalty: 4163.372070 Iteration 10Q: 3 clusters Score -570742.4 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1509 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -570784.125000 Penalty: 4163.372070 Iteration 11Q: 3 clusters Score -570784.1 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 2977 members Entering Unmasked Estep Score: -570824.625000 Penalty: 4163.372070 Iteration 12Q: 3 clusters Score -570824.6 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1379 members Mstep: Class 2 contains 3041 members Entering Unmasked Estep Score: -570865.125000 Penalty: 4163.372070 Iteration 13Q: 3 clusters Score -570865.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 3109 members Entering Unmasked Estep Score: -570907.687500 Penalty: 4163.372070 Iteration 14Q: 3 clusters Score -570907.7 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1243 members Mstep: Class 2 contains 3177 members Entering Unmasked Estep Score: -570954.625000 Penalty: 4163.372070 Iteration 15Q: 3 clusters Score -570954.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1188 members Mstep: Class 2 contains 3232 members Entering Unmasked Estep Score: -570993.000000 Penalty: 4163.372070 Iteration 16Q: 3 clusters Score -570993 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1123 members Mstep: Class 2 contains 3297 members Entering Unmasked Estep Score: -571033.187500 Penalty: 4163.372070 Iteration 17Q: 3 clusters Score -571033.2 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 3362 members Entering Unmasked Estep Score: -571075.500000 Penalty: 4163.372070 Iteration 18Q: 3 clusters Score -571075.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1006 members Mstep: Class 2 contains 3414 members Entering Unmasked Estep Score: -571110.750000 Penalty: 4163.372070 Iteration 19Q: 3 clusters Score -571110.8 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 3449 members Entering Unmasked Estep Score: -571132.250000 Penalty: 4163.372070 Iteration 20F: 3 clusters Score -571132.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 3490 members Entering Unmasked Estep Score: -571157.375000 Penalty: 4163.372070 Iteration 21Q: 3 clusters Score -571157.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 3515 members Entering Unmasked Estep Score: -571180.750000 Penalty: 4163.372070 Iteration 22Q: 3 clusters Score -571180.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -571197.000000 Penalty: 4163.372070 Iteration 23Q: 3 clusters Score -571197 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 3568 members Entering Unmasked Estep Score: -571209.937500 Penalty: 4163.372070 Iteration 24Q: 3 clusters Score -571209.9 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 3588 members Entering Unmasked Estep Score: -571222.750000 Penalty: 4163.372070 Iteration 25Q: 3 clusters Score -571222.8 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 808 members Mstep: Class 2 contains 3612 members Entering Unmasked Estep Score: -571235.562500 Penalty: 4163.372070 Iteration 26Q: 3 clusters Score -571235.6 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 3635 members Entering Unmasked Estep Score: -571249.250000 Penalty: 4163.372070 Iteration 27Q: 3 clusters Score -571249.2 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 758 members Mstep: Class 2 contains 3662 members Entering Unmasked Estep Score: -571267.375000 Penalty: 4163.372070 Iteration 28Q: 3 clusters Score -571267.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 726 members Mstep: Class 2 contains 3694 members Entering Unmasked Estep Score: -571291.312500 Penalty: 4163.372070 Iteration 29Q: 3 clusters Score -571291.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 3719 members Entering Unmasked Estep Score: -571312.187500 Penalty: 4163.372070 Iteration 30Q: 3 clusters Score -571312.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 3744 members Entering Unmasked Estep Score: -571329.750000 Penalty: 4163.372070 Iteration 31Q: 3 clusters Score -571329.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 660 members Mstep: Class 2 contains 3760 members Entering Unmasked Estep Score: -571337.625000 Penalty: 4163.372070 Iteration 32Q: 3 clusters Score -571337.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -571344.000000 Penalty: 4163.372070 Iteration 33Q: 3 clusters Score -571344 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -571350.500000 Penalty: 4163.372070 Iteration 34Q: 3 clusters Score -571350.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 3789 members Entering Unmasked Estep Score: -571357.500000 Penalty: 4163.372070 Iteration 35Q: 3 clusters Score -571357.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 3797 members Entering Unmasked Estep Score: -571364.062500 Penalty: 4163.372070 Iteration 36Q: 3 clusters Score -571364.1 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 3808 members Entering Unmasked Estep Score: -571372.437500 Penalty: 4163.372070 Iteration 37Q: 3 clusters Score -571372.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 3815 members Entering Unmasked Estep Score: -571379.187500 Penalty: 4163.372070 Iteration 38Q: 3 clusters Score -571379.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 3824 members Entering Unmasked Estep Score: -571387.187500 Penalty: 4163.372070 Iteration 39Q: 3 clusters Score -571387.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 3830 members Entering Unmasked Estep Score: -571391.312500 Penalty: 4163.372070 Iteration 40F: 3 clusters Score -571391.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 584 members Mstep: Class 2 contains 3836 members Entering Unmasked Estep Score: -571402.187500 Penalty: 4163.372070 Iteration 41Q: 3 clusters Score -571402.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 3849 members Entering Unmasked Estep Score: -571413.250000 Penalty: 4163.372070 Iteration 42Q: 3 clusters Score -571413.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 558 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -571424.250000 Penalty: 4163.372070 Iteration 43Q: 3 clusters Score -571424.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 545 members Mstep: Class 2 contains 3875 members Entering Unmasked Estep Score: -571434.687500 Penalty: 4163.372070 Iteration 44Q: 3 clusters Score -571434.7 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 3883 members Entering Unmasked Estep Score: -571440.375000 Penalty: 4163.372070 Iteration 45Q: 3 clusters Score -571440.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 3893 members Entering Unmasked Estep Score: -571450.187500 Penalty: 4163.372070 Iteration 46Q: 3 clusters Score -571450.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 3902 members Entering Unmasked Estep Score: -571456.312500 Penalty: 4163.372070 Iteration 47Q: 3 clusters Score -571456.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -571460.687500 Penalty: 4163.372070 Iteration 48Q: 3 clusters Score -571460.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -571465.750000 Penalty: 4163.372070 Iteration 49Q: 3 clusters Score -571465.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -571473.312500 Penalty: 4163.372070 Iteration 50Q: 3 clusters Score -571473.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 3919 members Entering Unmasked Estep Score: -571478.312500 Penalty: 4163.372070 Iteration 51Q: 3 clusters Score -571478.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 498 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -571481.562500 Penalty: 4163.372070 Iteration 52Q: 3 clusters Score -571481.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 492 members Mstep: Class 2 contains 3928 members Entering Unmasked Estep Score: -571486.437500 Penalty: 4163.372070 Iteration 53Q: 3 clusters Score -571486.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 489 members Mstep: Class 2 contains 3931 members Entering Unmasked Estep Score: -571488.812500 Penalty: 4163.372070 Iteration 54Q: 3 clusters Score -571488.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 487 members Mstep: Class 2 contains 3933 members Entering Unmasked Estep Score: -571491.000000 Penalty: 4163.372070 Iteration 55Q: 3 clusters Score -571491 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -571492.375000 Penalty: 4163.372070 Iteration 56Q: 3 clusters Score -571492.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -571492.000000 Penalty: 4163.372070 Iteration 57Q: 3 clusters Score -571492 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -571493.750000 Penalty: 4163.372070 Iteration 58Q: 3 clusters Score -571493.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 482 members Mstep: Class 2 contains 3938 members Entering Unmasked Estep Score: -571493.750000 Penalty: 4163.372070 Iteration 59F: 3 clusters Score -571493.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (7255 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Entering Unmasked Estep Score: -928266.625000 Penalty: 2204.582764 Iteration 0F: 2 clusters Score -928266.6 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 3623 members Entering Unmasked Estep Score: -922371.312500 Penalty: 4409.165527 Iteration 0F: 3 clusters Score -922371.3 nChanged 2912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 3589 members Entering Unmasked Estep Score: -923938.875000 Penalty: 4409.165527 Iteration 1F: 3 clusters Score -923938.9 nChanged 495 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3675 members Mstep: Class 2 contains 3580 members Entering Unmasked Estep Score: -924204.687500 Penalty: 4409.165527 Iteration 2F: 3 clusters Score -924204.7 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3658 members Mstep: Class 2 contains 3597 members Entering Unmasked Estep Score: -924374.500000 Penalty: 4409.165527 Iteration 3F: 3 clusters Score -924374.5 nChanged 268 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3640 members Mstep: Class 2 contains 3615 members Entering Unmasked Estep Score: -924490.625000 Penalty: 4409.165527 Iteration 4Q: 3 clusters Score -924490.6 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3611 members Mstep: Class 2 contains 3644 members Entering Unmasked Estep Score: -924568.562500 Penalty: 4409.165527 Iteration 5Q: 3 clusters Score -924568.6 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3574 members Mstep: Class 2 contains 3681 members Entering Unmasked Estep Score: -924630.875000 Penalty: 4409.165527 Iteration 6Q: 3 clusters Score -924630.9 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3551 members Mstep: Class 2 contains 3704 members Entering Unmasked Estep Score: -924665.437500 Penalty: 4409.165527 Iteration 7Q: 3 clusters Score -924665.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 3730 members Entering Unmasked Estep Score: -924692.937500 Penalty: 4409.165527 Iteration 8Q: 3 clusters Score -924692.9 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3505 members Mstep: Class 2 contains 3750 members Entering Unmasked Estep Score: -924713.375000 Penalty: 4409.165527 Iteration 9Q: 3 clusters Score -924713.4 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3494 members Mstep: Class 2 contains 3761 members Entering Unmasked Estep Score: -924731.750000 Penalty: 4409.165527 Iteration 10Q: 3 clusters Score -924731.8 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3479 members Mstep: Class 2 contains 3776 members Entering Unmasked Estep Score: -924750.312500 Penalty: 4409.165527 Iteration 11Q: 3 clusters Score -924750.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3468 members Mstep: Class 2 contains 3787 members Entering Unmasked Estep Score: -924772.812500 Penalty: 4409.165527 Iteration 12Q: 3 clusters Score -924772.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3453 members Mstep: Class 2 contains 3802 members Entering Unmasked Estep Score: -924784.000000 Penalty: 4409.165527 Iteration 13Q: 3 clusters Score -924784 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 3817 members Entering Unmasked Estep Score: -924792.375000 Penalty: 4409.165527 Iteration 14Q: 3 clusters Score -924792.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3411 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -924810.437500 Penalty: 4409.165527 Iteration 15Q: 3 clusters Score -924810.4 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -924825.312500 Penalty: 4409.165527 Iteration 16Q: 3 clusters Score -924825.3 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3375 members Mstep: Class 2 contains 3880 members Entering Unmasked Estep Score: -924854.812500 Penalty: 4409.165527 Iteration 17Q: 3 clusters Score -924854.8 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3348 members Mstep: Class 2 contains 3907 members Entering Unmasked Estep Score: -924879.812500 Penalty: 4409.165527 Iteration 18Q: 3 clusters Score -924879.8 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3319 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -924901.500000 Penalty: 4409.165527 Iteration 19Q: 3 clusters Score -924901.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3294 members Mstep: Class 2 contains 3961 members Entering Unmasked Estep Score: -924925.937500 Penalty: 4409.165527 Iteration 20F: 3 clusters Score -924925.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3266 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -924944.562500 Penalty: 4409.165527 Iteration 21Q: 3 clusters Score -924944.6 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3236 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -924961.062500 Penalty: 4409.165527 Iteration 22Q: 3 clusters Score -924961.1 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3198 members Mstep: Class 2 contains 4057 members Entering Unmasked Estep Score: -924983.937500 Penalty: 4409.165527 Iteration 23Q: 3 clusters Score -924983.9 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3142 members Mstep: Class 2 contains 4113 members Entering Unmasked Estep Score: -925008.687500 Penalty: 4409.165527 Iteration 24Q: 3 clusters Score -925008.7 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3081 members Mstep: Class 2 contains 4174 members Entering Unmasked Estep Score: -925045.875000 Penalty: 4409.165527 Iteration 25Q: 3 clusters Score -925045.9 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3018 members Mstep: Class 2 contains 4237 members Entering Unmasked Estep Score: -925072.437500 Penalty: 4409.165527 Iteration 26Q: 3 clusters Score -925072.4 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2957 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -925105.625000 Penalty: 4409.165527 Iteration 27Q: 3 clusters Score -925105.6 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2893 members Mstep: Class 2 contains 4362 members Entering Unmasked Estep Score: -925137.000000 Penalty: 4409.165527 Iteration 28Q: 3 clusters Score -925137 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 4439 members Entering Unmasked Estep Score: -925174.437500 Penalty: 4409.165527 Iteration 29Q: 3 clusters Score -925174.4 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2724 members Mstep: Class 2 contains 4531 members Entering Unmasked Estep Score: -925220.125000 Penalty: 4409.165527 Iteration 30Q: 3 clusters Score -925220.1 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2627 members Mstep: Class 2 contains 4628 members Entering Unmasked Estep Score: -925273.250000 Penalty: 4409.165527 Iteration 31Q: 3 clusters Score -925273.2 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2503 members Mstep: Class 2 contains 4752 members Entering Unmasked Estep Score: -925340.750000 Penalty: 4409.165527 Iteration 32Q: 3 clusters Score -925340.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 4897 members Entering Unmasked Estep Score: -925418.937500 Penalty: 4409.165527 Iteration 33Q: 3 clusters Score -925418.9 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 5045 members Entering Unmasked Estep Score: -925509.375000 Penalty: 4409.165527 Iteration 34Q: 3 clusters Score -925509.4 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2066 members Mstep: Class 2 contains 5189 members Entering Unmasked Estep Score: -925604.750000 Penalty: 4409.165527 Iteration 35Q: 3 clusters Score -925604.8 nChanged 175 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1919 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -925700.812500 Penalty: 4409.165527 Iteration 36Q: 3 clusters Score -925700.8 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1775 members Mstep: Class 2 contains 5480 members Entering Unmasked Estep Score: -925798.875000 Penalty: 4409.165527 Iteration 37Q: 3 clusters Score -925798.9 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1622 members Mstep: Class 2 contains 5633 members Entering Unmasked Estep Score: -925896.375000 Penalty: 4409.165527 Iteration 38Q: 3 clusters Score -925896.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 5767 members Entering Unmasked Estep Score: -925975.812500 Penalty: 4409.165527 Iteration 39Q: 3 clusters Score -925975.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 5877 members Entering Unmasked Estep Score: -926042.250000 Penalty: 4409.165527 Iteration 40F: 3 clusters Score -926042.2 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 5977 members Entering Unmasked Estep Score: -926097.312500 Penalty: 4409.165527 Iteration 41Q: 3 clusters Score -926097.3 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1177 members Mstep: Class 2 contains 6078 members Entering Unmasked Estep Score: -926161.437500 Penalty: 4409.165527 Iteration 42Q: 3 clusters Score -926161.4 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 6168 members Entering Unmasked Estep Score: -926214.437500 Penalty: 4409.165527 Iteration 43Q: 3 clusters Score -926214.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1018 members Mstep: Class 2 contains 6237 members Entering Unmasked Estep Score: -926257.687500 Penalty: 4409.165527 Iteration 44Q: 3 clusters Score -926257.7 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 6299 members Entering Unmasked Estep Score: -926296.562500 Penalty: 4409.165527 Iteration 45Q: 3 clusters Score -926296.6 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 6347 members Entering Unmasked Estep Score: -926332.000000 Penalty: 4409.165527 Iteration 46Q: 3 clusters Score -926332 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 6385 members Entering Unmasked Estep Score: -926352.625000 Penalty: 4409.165527 Iteration 47Q: 3 clusters Score -926352.6 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 6413 members Entering Unmasked Estep Score: -926371.937500 Penalty: 4409.165527 Iteration 48Q: 3 clusters Score -926371.9 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 819 members Mstep: Class 2 contains 6436 members Entering Unmasked Estep Score: -926386.937500 Penalty: 4409.165527 Iteration 49Q: 3 clusters Score -926386.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 797 members Mstep: Class 2 contains 6458 members Entering Unmasked Estep Score: -926395.437500 Penalty: 4409.165527 Iteration 50Q: 3 clusters Score -926395.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 6474 members Entering Unmasked Estep Score: -926405.187500 Penalty: 4409.165527 Iteration 51Q: 3 clusters Score -926405.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 6489 members Entering Unmasked Estep Score: -926416.000000 Penalty: 4409.165527 Iteration 52Q: 3 clusters Score -926416 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 749 members Mstep: Class 2 contains 6506 members Entering Unmasked Estep Score: -926423.250000 Penalty: 4409.165527 Iteration 53Q: 3 clusters Score -926423.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 6523 members Entering Unmasked Estep Score: -926435.562500 Penalty: 4409.165527 Iteration 54Q: 3 clusters Score -926435.6 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 712 members Mstep: Class 2 contains 6543 members Entering Unmasked Estep Score: -926445.187500 Penalty: 4409.165527 Iteration 55Q: 3 clusters Score -926445.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 6562 members Entering Unmasked Estep Score: -926452.125000 Penalty: 4409.165527 Iteration 56Q: 3 clusters Score -926452.1 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 674 members Mstep: Class 2 contains 6581 members Entering Unmasked Estep Score: -926462.750000 Penalty: 4409.165527 Iteration 57Q: 3 clusters Score -926462.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 658 members Mstep: Class 2 contains 6597 members Entering Unmasked Estep Score: -926471.312500 Penalty: 4409.165527 Iteration 58Q: 3 clusters Score -926471.3 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 636 members Mstep: Class 2 contains 6619 members Entering Unmasked Estep Score: -926487.250000 Penalty: 4409.165527 Iteration 59Q: 3 clusters Score -926487.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 614 members Mstep: Class 2 contains 6641 members Entering Unmasked Estep Score: -926500.687500 Penalty: 4409.165527 Iteration 60F: 3 clusters Score -926500.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 599 members Mstep: Class 2 contains 6656 members Entering Unmasked Estep Score: -926514.375000 Penalty: 4409.165527 Iteration 61Q: 3 clusters Score -926514.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 583 members Mstep: Class 2 contains 6672 members Entering Unmasked Estep Score: -926526.750000 Penalty: 4409.165527 Iteration 62Q: 3 clusters Score -926526.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 570 members Mstep: Class 2 contains 6685 members Entering Unmasked Estep Score: -926536.750000 Penalty: 4409.165527 Iteration 63Q: 3 clusters Score -926536.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -926546.625000 Penalty: 4409.165527 Iteration 64Q: 3 clusters Score -926546.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 6718 members Entering Unmasked Estep Score: -926559.937500 Penalty: 4409.165527 Iteration 65Q: 3 clusters Score -926559.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 6733 members Entering Unmasked Estep Score: -926567.937500 Penalty: 4409.165527 Iteration 66Q: 3 clusters Score -926567.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 6743 members Entering Unmasked Estep Score: -926573.812500 Penalty: 4409.165527 Iteration 67Q: 3 clusters Score -926573.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 500 members Mstep: Class 2 contains 6755 members Entering Unmasked Estep Score: -926579.562500 Penalty: 4409.165527 Iteration 68Q: 3 clusters Score -926579.6 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 488 members Mstep: Class 2 contains 6767 members Entering Unmasked Estep Score: -926590.187500 Penalty: 4409.165527 Iteration 69Q: 3 clusters Score -926590.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 6777 members Entering Unmasked Estep Score: -926596.562500 Penalty: 4409.165527 Iteration 70Q: 3 clusters Score -926596.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 6781 members Entering Unmasked Estep Score: -926599.000000 Penalty: 4409.165527 Iteration 71Q: 3 clusters Score -926599 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 471 members Mstep: Class 2 contains 6784 members Entering Unmasked Estep Score: -926601.937500 Penalty: 4409.165527 Iteration 72Q: 3 clusters Score -926601.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 468 members Mstep: Class 2 contains 6787 members Entering Unmasked Estep Score: -926602.437500 Penalty: 4409.165527 Iteration 73Q: 3 clusters Score -926602.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 6788 members Entering Unmasked Estep Score: -926603.375000 Penalty: 4409.165527 Iteration 74Q: 3 clusters Score -926603.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -926604.250000 Penalty: 4409.165527 Iteration 75Q: 3 clusters Score -926604.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -926606.000000 Penalty: 4409.165527 Iteration 76Q: 3 clusters Score -926606 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Mstep: Class 2 contains 6790 members Entering Unmasked Estep Score: -926607.750000 Penalty: 4409.165527 Iteration 77Q: 3 clusters Score -926607.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 6792 members Entering Unmasked Estep Score: -926610.000000 Penalty: 4409.165527 Iteration 78Q: 3 clusters Score -926610 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 6794 members Entering Unmasked Estep Score: -926610.500000 Penalty: 4409.165527 Iteration 79Q: 3 clusters Score -926610.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 458 members Mstep: Class 2 contains 6797 members Entering Unmasked Estep Score: -926612.125000 Penalty: 4409.165527 Iteration 80F: 3 clusters Score -926612.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 6798 members Entering Unmasked Estep Score: -926613.312500 Penalty: 4409.165527 Iteration 81Q: 3 clusters Score -926613.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 6800 members Entering Unmasked Estep Score: -926618.187500 Penalty: 4409.165527 Iteration 82Q: 3 clusters Score -926618.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 455 members Mstep: Class 2 contains 6800 members Entering Unmasked Estep Score: -926618.187500 Penalty: 4409.165527 Iteration 83F: 3 clusters Score -926618.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (175 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Entering Unmasked Estep Score: -20304.410156 Penalty: 1280.866943 Iteration 0F: 2 clusters Score -20304.41 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 78 members Entering Unmasked Estep Score: -19275.125000 Penalty: 2561.733887 Iteration 0F: 3 clusters Score -19275.12 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98 members Mstep: Class 2 contains 77 members Entering Unmasked Estep Score: -19299.962891 Penalty: 2561.733887 Iteration 1Q: 3 clusters Score -19299.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 76 members Entering Unmasked Estep Score: -19305.183594 Penalty: 2561.733887 Iteration 2Q: 3 clusters Score -19305.18 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -19309.457031 Penalty: 2561.733887 Iteration 3Q: 3 clusters Score -19309.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 75 members Entering Unmasked Estep Score: -19309.457031 Penalty: 2561.733887 Iteration 4F: 3 clusters Score -19309.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (20754 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20754 members Entering Unmasked Estep Score: -2677906.750000 Penalty: 2465.242676 Iteration 0F: 2 clusters Score -2677907 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10422 members Mstep: Class 2 contains 10332 members Entering Unmasked Estep Score: -2663418.750000 Penalty: 4930.485352 Iteration 0F: 3 clusters Score -2663419 nChanged 9120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10804 members Mstep: Class 2 contains 9950 members Entering Unmasked Estep Score: -2668649.000000 Penalty: 4930.485352 Iteration 1F: 3 clusters Score -2668649 nChanged 1312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11180 members Mstep: Class 2 contains 9574 members Entering Unmasked Estep Score: -2669377.250000 Penalty: 4930.485352 Iteration 2F: 3 clusters Score -2669377 nChanged 1264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11756 members Mstep: Class 2 contains 8998 members Entering Unmasked Estep Score: -2670059.750000 Penalty: 4930.485352 Iteration 3F: 3 clusters Score -2670060 nChanged 1250 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12564 members Mstep: Class 2 contains 8190 members Entering Unmasked Estep Score: -2670795.750000 Penalty: 4930.485352 Iteration 4F: 3 clusters Score -2670796 nChanged 1319 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13579 members Mstep: Class 2 contains 7175 members Entering Unmasked Estep Score: -2671588.000000 Penalty: 4930.485352 Iteration 5F: 3 clusters Score -2671588 nChanged 1287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14652 members Mstep: Class 2 contains 6102 members Entering Unmasked Estep Score: -2672438.500000 Penalty: 4930.485352 Iteration 6F: 3 clusters Score -2672438 nChanged 1238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15770 members Mstep: Class 2 contains 4984 members Entering Unmasked Estep Score: -2673364.500000 Penalty: 4930.485352 Iteration 7F: 3 clusters Score -2673364 nChanged 1117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16817 members Mstep: Class 2 contains 3937 members Entering Unmasked Estep Score: -2674241.000000 Penalty: 4930.485352 Iteration 8F: 3 clusters Score -2674241 nChanged 949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17728 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -2675025.750000 Penalty: 4930.485352 Iteration 9Q: 3 clusters Score -2675026 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18401 members Mstep: Class 2 contains 2353 members Entering Unmasked Estep Score: -2675584.750000 Penalty: 4930.485352 Iteration 10Q: 3 clusters Score -2675585 nChanged 453 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18842 members Mstep: Class 2 contains 1912 members Entering Unmasked Estep Score: -2675988.000000 Penalty: 4930.485352 Iteration 11Q: 3 clusters Score -2675988 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19129 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -2676289.500000 Penalty: 4930.485352 Iteration 12Q: 3 clusters Score -2676290 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19317 members Mstep: Class 2 contains 1437 members Entering Unmasked Estep Score: -2676438.250000 Penalty: 4930.485352 Iteration 13Q: 3 clusters Score -2676438 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19416 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -2676503.750000 Penalty: 4930.485352 Iteration 14Q: 3 clusters Score -2676504 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19471 members Mstep: Class 2 contains 1283 members Entering Unmasked Estep Score: -2676531.750000 Penalty: 4930.485352 Iteration 15Q: 3 clusters Score -2676532 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19517 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -2676560.250000 Penalty: 4930.485352 Iteration 16Q: 3 clusters Score -2676560 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19553 members Mstep: Class 2 contains 1201 members Entering Unmasked Estep Score: -2676583.000000 Penalty: 4930.485352 Iteration 17Q: 3 clusters Score -2676583 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19588 members Mstep: Class 2 contains 1166 members Entering Unmasked Estep Score: -2676600.000000 Penalty: 4930.485352 Iteration 18Q: 3 clusters Score -2676600 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19616 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -2676606.250000 Penalty: 4930.485352 Iteration 19Q: 3 clusters Score -2676606 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19642 members Mstep: Class 2 contains 1112 members Entering Unmasked Estep Score: -2676622.750000 Penalty: 4930.485352 Iteration 20F: 3 clusters Score -2676623 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19670 members Mstep: Class 2 contains 1084 members Entering Unmasked Estep Score: -2676643.750000 Penalty: 4930.485352 Iteration 21Q: 3 clusters Score -2676644 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19695 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -2676657.250000 Penalty: 4930.485352 Iteration 22Q: 3 clusters Score -2676657 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19721 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -2676673.750000 Penalty: 4930.485352 Iteration 23Q: 3 clusters Score -2676674 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19744 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -2676686.750000 Penalty: 4930.485352 Iteration 24Q: 3 clusters Score -2676687 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19760 members Mstep: Class 2 contains 994 members Entering Unmasked Estep Score: -2676699.750000 Penalty: 4930.485352 Iteration 25Q: 3 clusters Score -2676700 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19773 members Mstep: Class 2 contains 981 members Entering Unmasked Estep Score: -2676705.000000 Penalty: 4930.485352 Iteration 26Q: 3 clusters Score -2676705 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19782 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -2676716.500000 Penalty: 4930.485352 Iteration 27Q: 3 clusters Score -2676716 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19792 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -2676722.500000 Penalty: 4930.485352 Iteration 28Q: 3 clusters Score -2676722 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19803 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -2676740.000000 Penalty: 4930.485352 Iteration 29Q: 3 clusters Score -2676740 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19819 members Mstep: Class 2 contains 935 members Entering Unmasked Estep Score: -2676748.500000 Penalty: 4930.485352 Iteration 30Q: 3 clusters Score -2676748 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19833 members Mstep: Class 2 contains 921 members Entering Unmasked Estep Score: -2676754.750000 Penalty: 4930.485352 Iteration 31Q: 3 clusters Score -2676755 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19844 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -2676762.000000 Penalty: 4930.485352 Iteration 32Q: 3 clusters Score -2676762 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19849 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -2676766.500000 Penalty: 4930.485352 Iteration 33Q: 3 clusters Score -2676766 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19855 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -2676764.750000 Penalty: 4930.485352 Iteration 34Q: 3 clusters Score -2676765 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19861 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -2676768.750000 Penalty: 4930.485352 Iteration 35Q: 3 clusters Score -2676769 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19868 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -2676770.250000 Penalty: 4930.485352 Iteration 36Q: 3 clusters Score -2676770 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19876 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -2676780.500000 Penalty: 4930.485352 Iteration 37Q: 3 clusters Score -2676780 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19885 members Mstep: Class 2 contains 869 members Entering Unmasked Estep Score: -2676782.750000 Penalty: 4930.485352 Iteration 38Q: 3 clusters Score -2676783 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19893 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -2676786.000000 Penalty: 4930.485352 Iteration 39Q: 3 clusters Score -2676786 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19896 members Mstep: Class 2 contains 858 members Entering Unmasked Estep Score: -2676791.250000 Penalty: 4930.485352 Iteration 40F: 3 clusters Score -2676791 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19902 members Mstep: Class 2 contains 852 members Entering Unmasked Estep Score: -2676795.250000 Penalty: 4930.485352 Iteration 41Q: 3 clusters Score -2676795 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19909 members Mstep: Class 2 contains 845 members Entering Unmasked Estep Score: -2676801.000000 Penalty: 4930.485352 Iteration 42Q: 3 clusters Score -2676801 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19917 members Mstep: Class 2 contains 837 members Entering Unmasked Estep Score: -2676811.750000 Penalty: 4930.485352 Iteration 43Q: 3 clusters Score -2676812 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19924 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -2676812.250000 Penalty: 4930.485352 Iteration 44Q: 3 clusters Score -2676812 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19932 members Mstep: Class 2 contains 822 members Entering Unmasked Estep Score: -2676820.250000 Penalty: 4930.485352 Iteration 45Q: 3 clusters Score -2676820 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19946 members Mstep: Class 2 contains 808 members Entering Unmasked Estep Score: -2676831.250000 Penalty: 4930.485352 Iteration 46Q: 3 clusters Score -2676831 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19949 members Mstep: Class 2 contains 805 members Entering Unmasked Estep Score: -2676834.250000 Penalty: 4930.485352 Iteration 47Q: 3 clusters Score -2676834 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19954 members Mstep: Class 2 contains 800 members Entering Unmasked Estep Score: -2676836.750000 Penalty: 4930.485352 Iteration 48Q: 3 clusters Score -2676837 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19956 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -2676835.000000 Penalty: 4930.485352 Iteration 49Q: 3 clusters Score -2676835 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19956 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -2676835.000000 Penalty: 4930.485352 Iteration 50F: 3 clusters Score -2676835 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (616 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 616 members Entering Unmasked Estep Score: -69692.796875 Penalty: 1592.965210 Iteration 0F: 2 clusters Score -69692.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -68089.210938 Penalty: 3185.930420 Iteration 0F: 3 clusters Score -68089.21 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -68298.906250 Penalty: 3185.930420 Iteration 1F: 3 clusters Score -68298.91 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -68369.054688 Penalty: 3185.930420 Iteration 2F: 3 clusters Score -68369.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -68391.789062 Penalty: 3185.930420 Iteration 3Q: 3 clusters Score -68391.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -68410.859375 Penalty: 3185.930420 Iteration 4Q: 3 clusters Score -68410.86 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -68434.781250 Penalty: 3185.930420 Iteration 5Q: 3 clusters Score -68434.78 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -68446.140625 Penalty: 3185.930420 Iteration 6Q: 3 clusters Score -68446.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 290 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -68462.695312 Penalty: 3185.930420 Iteration 7Q: 3 clusters Score -68462.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -68463.640625 Penalty: 3185.930420 Iteration 8Q: 3 clusters Score -68463.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -68464.882812 Penalty: 3185.930420 Iteration 9Q: 3 clusters Score -68464.88 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -68467.757812 Penalty: 3185.930420 Iteration 10Q: 3 clusters Score -68467.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -68468.726562 Penalty: 3185.930420 Iteration 11Q: 3 clusters Score -68468.73 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 325 members Entering Unmasked Estep Score: -68468.726562 Penalty: 3185.930420 Iteration 12F: 3 clusters Score -68468.73 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (2182 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Entering Unmasked Estep Score: -266653.937500 Penalty: 1906.623291 Iteration 0F: 2 clusters Score -266653.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1070 members Entering Unmasked Estep Score: -263880.375000 Penalty: 3813.246582 Iteration 0F: 3 clusters Score -263880.4 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -264407.437500 Penalty: 3813.246582 Iteration 1F: 3 clusters Score -264407.4 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1108 members Mstep: Class 2 contains 1074 members Entering Unmasked Estep Score: -264568.187500 Penalty: 3813.246582 Iteration 2F: 3 clusters Score -264568.2 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1132 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -264674.656250 Penalty: 3813.246582 Iteration 3F: 3 clusters Score -264674.7 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 1025 members Entering Unmasked Estep Score: -264737.656250 Penalty: 3813.246582 Iteration 4Q: 3 clusters Score -264737.7 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1010 members Entering Unmasked Estep Score: -264780.937500 Penalty: 3813.246582 Iteration 5Q: 3 clusters Score -264780.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Mstep: Class 2 contains 1004 members Entering Unmasked Estep Score: -264807.687500 Penalty: 3813.246582 Iteration 6Q: 3 clusters Score -264807.7 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -264836.437500 Penalty: 3813.246582 Iteration 7Q: 3 clusters Score -264836.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1190 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -264864.187500 Penalty: 3813.246582 Iteration 8Q: 3 clusters Score -264864.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1195 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -264881.593750 Penalty: 3813.246582 Iteration 9Q: 3 clusters Score -264881.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 972 members Entering Unmasked Estep Score: -264904.718750 Penalty: 3813.246582 Iteration 10Q: 3 clusters Score -264904.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -264924.656250 Penalty: 3813.246582 Iteration 11Q: 3 clusters Score -264924.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -264935.593750 Penalty: 3813.246582 Iteration 12Q: 3 clusters Score -264935.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1218 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -264946.781250 Penalty: 3813.246582 Iteration 13Q: 3 clusters Score -264946.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -264957.187500 Penalty: 3813.246582 Iteration 14Q: 3 clusters Score -264957.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -264966.031250 Penalty: 3813.246582 Iteration 15Q: 3 clusters Score -264966 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1225 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -264977.375000 Penalty: 3813.246582 Iteration 16Q: 3 clusters Score -264977.4 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1229 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -264984.875000 Penalty: 3813.246582 Iteration 17Q: 3 clusters Score -264984.9 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 956 members Entering Unmasked Estep Score: -264994.625000 Penalty: 3813.246582 Iteration 18Q: 3 clusters Score -264994.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -265000.156250 Penalty: 3813.246582 Iteration 19Q: 3 clusters Score -265000.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -265004.781250 Penalty: 3813.246582 Iteration 20F: 3 clusters Score -265004.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -265007.437500 Penalty: 3813.246582 Iteration 21Q: 3 clusters Score -265007.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1230 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -265010.343750 Penalty: 3813.246582 Iteration 22Q: 3 clusters Score -265010.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -265015.312500 Penalty: 3813.246582 Iteration 23Q: 3 clusters Score -265015.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -265028.500000 Penalty: 3813.246582 Iteration 24Q: 3 clusters Score -265028.5 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -265037.125000 Penalty: 3813.246582 Iteration 25Q: 3 clusters Score -265037.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -265040.718750 Penalty: 3813.246582 Iteration 26Q: 3 clusters Score -265040.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -265044.000000 Penalty: 3813.246582 Iteration 27Q: 3 clusters Score -265044 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1245 members Mstep: Class 2 contains 937 members Entering Unmasked Estep Score: -265048.281250 Penalty: 3813.246582 Iteration 28Q: 3 clusters Score -265048.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 931 members Entering Unmasked Estep Score: -265054.125000 Penalty: 3813.246582 Iteration 29Q: 3 clusters Score -265054.1 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1260 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -265061.250000 Penalty: 3813.246582 Iteration 30Q: 3 clusters Score -265061.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1268 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -265067.468750 Penalty: 3813.246582 Iteration 31Q: 3 clusters Score -265067.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -265071.406250 Penalty: 3813.246582 Iteration 32Q: 3 clusters Score -265071.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1274 members Mstep: Class 2 contains 908 members Entering Unmasked Estep Score: -265074.531250 Penalty: 3813.246582 Iteration 33Q: 3 clusters Score -265074.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -265076.093750 Penalty: 3813.246582 Iteration 34Q: 3 clusters Score -265076.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -265077.250000 Penalty: 3813.246582 Iteration 35Q: 3 clusters Score -265077.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 903 members Entering Unmasked Estep Score: -265077.593750 Penalty: 3813.246582 Iteration 36Q: 3 clusters Score -265077.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1278 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -265078.562500 Penalty: 3813.246582 Iteration 37Q: 3 clusters Score -265078.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 902 members Entering Unmasked Estep Score: -265079.406250 Penalty: 3813.246582 Iteration 38Q: 3 clusters Score -265079.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 900 members Entering Unmasked Estep Score: -265080.468750 Penalty: 3813.246582 Iteration 39Q: 3 clusters Score -265080.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1283 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -265081.031250 Penalty: 3813.246582 Iteration 40F: 3 clusters Score -265081 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 896 members Entering Unmasked Estep Score: -265083.656250 Penalty: 3813.246582 Iteration 41Q: 3 clusters Score -265083.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -265086.781250 Penalty: 3813.246582 Iteration 42Q: 3 clusters Score -265086.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -265089.062500 Penalty: 3813.246582 Iteration 43Q: 3 clusters Score -265089.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1290 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -265089.718750 Penalty: 3813.246582 Iteration 44Q: 3 clusters Score -265089.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -265090.875000 Penalty: 3813.246582 Iteration 45Q: 3 clusters Score -265090.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 893 members Entering Unmasked Estep Score: -265090.875000 Penalty: 3813.246582 Iteration 46F: 3 clusters Score -265090.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (188352 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188352 members Entering Unmasked Estep Score: -23760696.000000 Penalty: 3012.224854 Iteration 0F: 2 clusters Score -2.37607e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 93848 members Mstep: Class 2 contains 94504 members Entering Unmasked Estep Score: -23634602.000000 Penalty: 6024.449707 Iteration 0F: 3 clusters Score -2.36346e+07 nChanged 90706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89470 members Mstep: Class 2 contains 98882 members Entering Unmasked Estep Score: -23688092.000000 Penalty: 6024.449707 Iteration 1F: 3 clusters Score -2.368809e+07 nChanged 5497 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 86459 members Mstep: Class 2 contains 101893 members Entering Unmasked Estep Score: -23689212.000000 Penalty: 6024.449707 Iteration 2Q: 3 clusters Score -2.368921e+07 nChanged 6188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 81903 members Mstep: Class 2 contains 106449 members Entering Unmasked Estep Score: -23691106.000000 Penalty: 6024.449707 Iteration 3Q: 3 clusters Score -2.369111e+07 nChanged 7726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75063 members Mstep: Class 2 contains 113289 members Entering Unmasked Estep Score: -23694400.000000 Penalty: 6024.449707 Iteration 4Q: 3 clusters Score -2.36944e+07 nChanged 10408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 64983 members Mstep: Class 2 contains 123369 members Entering Unmasked Estep Score: -23700168.000000 Penalty: 6024.449707 Iteration 5F: 3 clusters Score -2.370017e+07 nChanged 13827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51232 members Mstep: Class 2 contains 137120 members Entering Unmasked Estep Score: -23710318.000000 Penalty: 6024.449707 Iteration 6F: 3 clusters Score -2.371032e+07 nChanged 16336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34920 members Mstep: Class 2 contains 153432 members Entering Unmasked Estep Score: -23725144.000000 Penalty: 6024.449707 Iteration 7F: 3 clusters Score -2.372514e+07 nChanged 15722 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19204 members Mstep: Class 2 contains 169148 members Entering Unmasked Estep Score: -23740138.000000 Penalty: 6024.449707 Iteration 8F: 3 clusters Score -2.374014e+07 nChanged 11240 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7964 members Mstep: Class 2 contains 180388 members Entering Unmasked Estep Score: -23750792.000000 Penalty: 6024.449707 Iteration 9F: 3 clusters Score -2.375079e+07 nChanged 5393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2571 members Mstep: Class 2 contains 185781 members Entering Unmasked Estep Score: -23755650.000000 Penalty: 6024.449707 Iteration 10Q: 3 clusters Score -2.375565e+07 nChanged 1762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 811 members Mstep: Class 2 contains 187541 members Entering Unmasked Estep Score: -23757326.000000 Penalty: 6024.449707 Iteration 11Q: 3 clusters Score -2.375733e+07 nChanged 467 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 188002 members Entering Unmasked Estep Score: -23757778.000000 Penalty: 6024.449707 Iteration 12Q: 3 clusters Score -2.375778e+07 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 188106 members Entering Unmasked Estep Score: -23757924.000000 Penalty: 6024.449707 Iteration 13Q: 3 clusters Score -2.375792e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 188146 members Entering Unmasked Estep Score: -23757996.000000 Penalty: 6024.449707 Iteration 14Q: 3 clusters Score -2.3758e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188 members Mstep: Class 2 contains 188164 members Entering Unmasked Estep Score: -23758044.000000 Penalty: 6024.449707 Iteration 15Q: 3 clusters Score -2.375804e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182 members Mstep: Class 2 contains 188170 members Entering Unmasked Estep Score: -23758068.000000 Penalty: 6024.449707 Iteration 16Q: 3 clusters Score -2.375807e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 188171 members Entering Unmasked Estep Score: -23758052.000000 Penalty: 6024.449707 Iteration 17Q: 3 clusters Score -2.375805e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 188172 members Entering Unmasked Estep Score: -23758070.000000 Penalty: 6024.449707 Iteration 18Q: 3 clusters Score -2.375807e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 188175 members Entering Unmasked Estep Score: -23758080.000000 Penalty: 6024.449707 Iteration 19Q: 3 clusters Score -2.375808e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 188178 members Entering Unmasked Estep Score: -23758104.000000 Penalty: 6024.449707 Iteration 20F: 3 clusters Score -2.37581e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 188179 members Entering Unmasked Estep Score: -23758098.000000 Penalty: 6024.449707 Iteration 21Q: 3 clusters Score -2.37581e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 188181 members Entering Unmasked Estep Score: -23758098.000000 Penalty: 6024.449707 Iteration 22Q: 3 clusters Score -2.37581e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 188183 members Entering Unmasked Estep Score: -23758098.000000 Penalty: 6024.449707 Iteration 23Q: 3 clusters Score -2.37581e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168 members Mstep: Class 2 contains 188184 members Entering Unmasked Estep Score: -23758098.000000 Penalty: 6024.449707 Iteration 24Q: 3 clusters Score -2.37581e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 188183 members Entering Unmasked Estep Score: -23758106.000000 Penalty: 6024.449707 Iteration 25Q: 3 clusters Score -2.375811e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 170 members Mstep: Class 2 contains 188182 members Entering Unmasked Estep Score: -23758100.000000 Penalty: 6024.449707 Iteration 26Q: 3 clusters Score -2.37581e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 188183 members Entering Unmasked Estep Score: -23758096.000000 Penalty: 6024.449707 Iteration 27Q: 3 clusters Score -2.37581e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 188183 members Entering Unmasked Estep Score: -23758096.000000 Penalty: 6024.449707 Iteration 28F: 3 clusters Score -2.37581e+07 nChanged 0 --- Evaluating fit on full set of 1336431 points --- Entering Unmasked Estep Score: -167357888.000000 Penalty: 80457.851562 24->24 Clusters: Score -167357888.000000, best is -167522448.000000 Starting from 25 clusters... Entering ConstructFrom: --- Running on subset of 445477 points --- Entering CEM Assigned 25 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18477 members Mstep: Class 2 contains 18571 members Mstep: Class 3 contains 18818 members Mstep: Class 4 contains 18571 members Mstep: Class 5 contains 18429 members Mstep: Class 6 contains 18510 members Mstep: Class 7 contains 18407 members Mstep: Class 8 contains 18517 members Mstep: Class 9 contains 18544 members Mstep: Class 10 contains 18489 members Mstep: Class 11 contains 18517 members Mstep: Class 12 contains 18537 members Mstep: Class 13 contains 18597 members Mstep: Class 14 contains 18557 members Mstep: Class 15 contains 18590 members Mstep: Class 16 contains 18471 members Mstep: Class 17 contains 18704 members Mstep: Class 18 contains 18514 members Mstep: Class 19 contains 18499 members Mstep: Class 20 contains 18708 members Mstep: Class 21 contains 18436 members Mstep: Class 22 contains 18745 members Mstep: Class 23 contains 18604 members Mstep: Class 24 contains 18665 members Entering Unmasked Estep ConsiderDeletion Deleting Class 1. Lose 36.668564 but Gain 3225.710938 Score: -52791300.000000 Penalty: 74191.359375 Iteration 0F: 24 clusters Score -5.27913e+07 nChanged 424843 Entering Unmasked Mstep Mstep: Class 0 contains 1948 members Mstep: Class 2 contains 82592 members Mstep: Class 3 contains 9172 members Mstep: Class 4 contains 4938 members Mstep: Class 5 contains 70456 members Mstep: Class 6 contains 5908 members Mstep: Class 7 contains 13914 members Mstep: Class 8 contains 16834 members Mstep: Class 9 contains 4870 members Mstep: Class 10 contains 10626 members Mstep: Class 11 contains 421 members Mstep: Class 12 contains 1680 members Mstep: Class 13 contains 16019 members Mstep: Class 14 contains 15965 members Mstep: Class 15 contains 9518 members Mstep: Class 16 contains 9523 members Mstep: Class 17 contains 8552 members Mstep: Class 18 contains 100574 members Mstep: Class 19 contains 795 members Mstep: Class 20 contains 10748 members Mstep: Class 21 contains 5099 members Mstep: Class 22 contains 16287 members Mstep: Class 23 contains 19334 members Mstep: Class 24 contains 9704 members Entering Unmasked Estep ConsiderDeletion Deleting Class 19. Lose 922.794800 but Gain 3225.710938 Score: -54801836.000000 Penalty: 70965.648438 Iteration 1F: 23 clusters Score -5.480184e+07 nChanged 152183 Entering Unmasked Mstep Mstep: Class 0 contains 1670 members Mstep: Class 2 contains 102795 members Mstep: Class 3 contains 7046 members Mstep: Class 4 contains 4191 members Mstep: Class 5 contains 63023 members Mstep: Class 6 contains 4255 members Mstep: Class 7 contains 6865 members Mstep: Class 8 contains 21646 members Mstep: Class 9 contains 2039 members Mstep: Class 10 contains 4950 members Mstep: Class 11 contains 777 members Mstep: Class 12 contains 950 members Mstep: Class 13 contains 12618 members Mstep: Class 14 contains 17391 members Mstep: Class 15 contains 7599 members Mstep: Class 16 contains 7711 members Mstep: Class 17 contains 5716 members Mstep: Class 18 contains 124260 members Mstep: Class 20 contains 5789 members Mstep: Class 21 contains 7022 members Mstep: Class 22 contains 20371 members Mstep: Class 23 contains 14064 members Mstep: Class 24 contains 2729 members Entering Unmasked Estep ConsiderDeletion Deleting Class 9. Lose 2094.333496 but Gain 3225.710938 Score: -55130752.000000 Penalty: 67739.937500 Iteration 2F: 22 clusters Score -5.513075e+07 nChanged 96036 Entering Unmasked Mstep Mstep: Class 0 contains 1008 members Mstep: Class 2 contains 108174 members Mstep: Class 3 contains 5879 members Mstep: Class 4 contains 3689 members Mstep: Class 5 contains 51913 members Mstep: Class 6 contains 3028 members Mstep: Class 7 contains 4463 members Mstep: Class 8 contains 24820 members Mstep: Class 10 contains 4313 members Mstep: Class 11 contains 1048 members Mstep: Class 12 contains 1064 members Mstep: Class 13 contains 10333 members Mstep: Class 14 contains 16001 members Mstep: Class 15 contains 7484 members Mstep: Class 16 contains 7400 members Mstep: Class 17 contains 4619 members Mstep: Class 18 contains 135879 members Mstep: Class 20 contains 4022 members Mstep: Class 21 contains 9060 members Mstep: Class 22 contains 29517 members Mstep: Class 23 contains 10576 members Mstep: Class 24 contains 1187 members Entering Unmasked Estep ConsiderDeletion Deleting Class 6. Lose 2408.326172 but Gain 3225.710938 Score: -55309176.000000 Penalty: 64514.226562 Iteration 3F: 21 clusters Score -5.530918e+07 nChanged 70208 Entering Unmasked Mstep Mstep: Class 0 contains 739 members Mstep: Class 2 contains 110228 members Mstep: Class 3 contains 4577 members Mstep: Class 4 contains 3385 members Mstep: Class 5 contains 45008 members Mstep: Class 7 contains 3607 members Mstep: Class 8 contains 26315 members Mstep: Class 10 contains 4841 members Mstep: Class 11 contains 736 members Mstep: Class 12 contains 973 members Mstep: Class 13 contains 9142 members Mstep: Class 14 contains 15003 members Mstep: Class 15 contains 6123 members Mstep: Class 16 contains 6914 members Mstep: Class 17 contains 3958 members Mstep: Class 18 contains 141165 members Mstep: Class 20 contains 3060 members Mstep: Class 21 contains 10764 members Mstep: Class 22 contains 39462 members Mstep: Class 23 contains 8554 members Mstep: Class 24 contains 923 members Entering Unmasked Estep ConsiderDeletion Score: -55408792.000000 Penalty: 64514.226562 Iteration 4F: 21 clusters Score -5.540879e+07 nChanged 54995 Entering Unmasked Mstep Mstep: Class 0 contains 478 members Mstep: Class 2 contains 113404 members Mstep: Class 3 contains 3558 members Mstep: Class 4 contains 2909 members Mstep: Class 5 contains 39426 members Mstep: Class 7 contains 3085 members Mstep: Class 8 contains 26795 members Mstep: Class 10 contains 5287 members Mstep: Class 11 contains 688 members Mstep: Class 12 contains 851 members Mstep: Class 13 contains 8420 members Mstep: Class 14 contains 14921 members Mstep: Class 15 contains 4238 members Mstep: Class 16 contains 5378 members Mstep: Class 17 contains 3544 members Mstep: Class 18 contains 141317 members Mstep: Class 20 contains 2229 members Mstep: Class 21 contains 11454 members Mstep: Class 22 contains 49061 members Mstep: Class 23 contains 7377 members Mstep: Class 24 contains 1057 members Entering Unmasked Estep ConsiderDeletion Deleting Class 15. Lose 2849.817627 but Gain 3225.710938 Score: -55480356.000000 Penalty: 61288.515625 Iteration 5F: 20 clusters Score -5.548036e+07 nChanged 47590 Entering Unmasked Mstep Mstep: Class 0 contains 163 members Mstep: Class 2 contains 116465 members Mstep: Class 3 contains 2893 members Mstep: Class 4 contains 2541 members Mstep: Class 5 contains 34641 members Mstep: Class 7 contains 2612 members Mstep: Class 8 contains 26858 members Mstep: Class 10 contains 5770 members Mstep: Class 11 contains 919 members Mstep: Class 12 contains 776 members Mstep: Class 13 contains 8415 members Mstep: Class 14 contains 15472 members Mstep: Class 16 contains 3646 members Mstep: Class 17 contains 3413 members Mstep: Class 18 contains 139889 members Mstep: Class 20 contains 1761 members Mstep: Class 21 contains 11749 members Mstep: Class 22 contains 59591 members Mstep: Class 23 contains 6835 members Mstep: Class 24 contains 1068 members Entering Unmasked Estep ConsiderDeletion Deleting Class 20. Lose 2915.301025 but Gain 3225.710938 Score: -55546488.000000 Penalty: 58062.804688 Iteration 6F: 19 clusters Score -5.554649e+07 nChanged 37766 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 2 contains 118326 members Mstep: Class 3 contains 2564 members Mstep: Class 4 contains 2316 members Mstep: Class 5 contains 29208 members Mstep: Class 7 contains 2271 members Mstep: Class 8 contains 26921 members Mstep: Class 10 contains 6201 members Mstep: Class 11 contains 941 members Mstep: Class 12 contains 743 members Mstep: Class 13 contains 7942 members Mstep: Class 14 contains 16164 members Mstep: Class 16 contains 2511 members Mstep: Class 17 contains 3325 members Mstep: Class 18 contains 137964 members Mstep: Class 21 contains 11832 members Mstep: Class 22 contains 68375 members Mstep: Class 23 contains 6719 members Mstep: Class 24 contains 1135 members Entering Unmasked Estep ConsiderDeletion Score: -55577280.000000 Penalty: 58062.804688 Iteration 7F: 19 clusters Score -5.557728e+07 nChanged 28998 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 2 contains 119609 members Mstep: Class 3 contains 2239 members Mstep: Class 4 contains 2236 members Mstep: Class 5 contains 23534 members Mstep: Class 7 contains 2076 members Mstep: Class 8 contains 26636 members Mstep: Class 10 contains 6628 members Mstep: Class 11 contains 971 members Mstep: Class 12 contains 728 members Mstep: Class 13 contains 7477 members Mstep: Class 14 contains 17011 members Mstep: Class 16 contains 1981 members Mstep: Class 17 contains 3018 members Mstep: Class 18 contains 135344 members Mstep: Class 21 contains 11779 members Mstep: Class 22 contains 76311 members Mstep: Class 23 contains 6812 members Mstep: Class 24 contains 1068 members Entering Unmasked Estep ConsiderDeletion Score: -55594692.000000 Penalty: 58062.804688 Iteration 8F: 19 clusters Score -5.559469e+07 nChanged 23606 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 2 contains 120126 members Mstep: Class 3 contains 2052 members Mstep: Class 4 contains 2238 members Mstep: Class 5 contains 18369 members Mstep: Class 7 contains 1985 members Mstep: Class 8 contains 26236 members Mstep: Class 10 contains 7041 members Mstep: Class 11 contains 998 members Mstep: Class 12 contains 735 members Mstep: Class 13 contains 7141 members Mstep: Class 14 contains 18002 members Mstep: Class 16 contains 1771 members Mstep: Class 17 contains 2761 members Mstep: Class 18 contains 132378 members Mstep: Class 21 contains 11710 members Mstep: Class 22 contains 84004 members Mstep: Class 23 contains 6901 members Mstep: Class 24 contains 1010 members Entering Unmasked Estep ConsiderDeletion Score: -55607384.000000 Penalty: 58062.804688 Iteration 9F: 19 clusters Score -5.560738e+07 nChanged 19493 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 2 contains 119842 members Mstep: Class 3 contains 1964 members Mstep: Class 4 contains 2262 members Mstep: Class 5 contains 14108 members Mstep: Class 7 contains 1942 members Mstep: Class 8 contains 25808 members Mstep: Class 10 contains 7374 members Mstep: Class 11 contains 1022 members Mstep: Class 12 contains 741 members Mstep: Class 13 contains 6959 members Mstep: Class 14 contains 19280 members Mstep: Class 16 contains 1644 members Mstep: Class 17 contains 2566 members Mstep: Class 18 contains 129183 members Mstep: Class 21 contains 11597 members Mstep: Class 22 contains 91218 members Mstep: Class 23 contains 6984 members Mstep: Class 24 contains 964 members Entering Unmasked Estep ConsiderDeletion Score: -55617136.000000 Penalty: 58062.804688 Iteration 10Q: 19 clusters Score -5.561714e+07 nChanged 16505 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 2 contains 118747 members Mstep: Class 3 contains 1919 members Mstep: Class 4 contains 2318 members Mstep: Class 5 contains 10813 members Mstep: Class 7 contains 1921 members Mstep: Class 8 contains 25424 members Mstep: Class 10 contains 7635 members Mstep: Class 11 contains 1031 members Mstep: Class 12 contains 748 members Mstep: Class 13 contains 6885 members Mstep: Class 14 contains 20882 members Mstep: Class 16 contains 1600 members Mstep: Class 17 contains 2452 members Mstep: Class 18 contains 125789 members Mstep: Class 21 contains 11425 members Mstep: Class 22 contains 97975 members Mstep: Class 23 contains 6957 members Mstep: Class 24 contains 937 members Entering Unmasked Estep ConsiderDeletion Score: -55624776.000000 Penalty: 58062.804688 Iteration 11Q: 19 clusters Score -5.562478e+07 nChanged 14608 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 2 contains 117032 members Mstep: Class 3 contains 1875 members Mstep: Class 4 contains 2373 members Mstep: Class 5 contains 8343 members Mstep: Class 7 contains 1896 members Mstep: Class 8 contains 25170 members Mstep: Class 10 contains 7874 members Mstep: Class 11 contains 1033 members Mstep: Class 12 contains 754 members Mstep: Class 13 contains 7017 members Mstep: Class 14 contains 22740 members Mstep: Class 16 contains 1595 members Mstep: Class 17 contains 2379 members Mstep: Class 18 contains 122353 members Mstep: Class 21 contains 11125 members Mstep: Class 22 contains 104039 members Mstep: Class 23 contains 6937 members Mstep: Class 24 contains 923 members Entering Unmasked Estep ConsiderDeletion Score: -55631816.000000 Penalty: 58062.804688 Iteration 12Q: 19 clusters Score -5.563182e+07 nChanged 13460 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 2 contains 114628 members Mstep: Class 3 contains 1846 members Mstep: Class 4 contains 2437 members Mstep: Class 5 contains 6481 members Mstep: Class 7 contains 1858 members Mstep: Class 8 contains 25062 members Mstep: Class 10 contains 8005 members Mstep: Class 11 contains 1034 members Mstep: Class 12 contains 758 members Mstep: Class 13 contains 7263 members Mstep: Class 14 contains 24843 members Mstep: Class 16 contains 1589 members Mstep: Class 17 contains 2334 members Mstep: Class 18 contains 118843 members Mstep: Class 21 contains 10830 members Mstep: Class 22 contains 109826 members Mstep: Class 23 contains 6908 members Mstep: Class 24 contains 913 members Entering Unmasked Estep ConsiderDeletion Score: -55638112.000000 Penalty: 58062.804688 Iteration 13Q: 19 clusters Score -5.563811e+07 nChanged 12714 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 2 contains 111703 members Mstep: Class 3 contains 1834 members Mstep: Class 4 contains 2477 members Mstep: Class 5 contains 5124 members Mstep: Class 7 contains 1826 members Mstep: Class 8 contains 25003 members Mstep: Class 10 contains 8025 members Mstep: Class 11 contains 1034 members Mstep: Class 12 contains 762 members Mstep: Class 13 contains 7604 members Mstep: Class 14 contains 27162 members Mstep: Class 16 contains 1581 members Mstep: Class 17 contains 2319 members Mstep: Class 18 contains 115415 members Mstep: Class 21 contains 10564 members Mstep: Class 22 contains 115272 members Mstep: Class 23 contains 6847 members Mstep: Class 24 contains 906 members Entering Unmasked Estep ConsiderDeletion Score: -55643436.000000 Penalty: 58062.804688 Iteration 14Q: 19 clusters Score -5.564344e+07 nChanged 12222 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 2 contains 108330 members Mstep: Class 3 contains 1818 members Mstep: Class 4 contains 2515 members Mstep: Class 5 contains 4154 members Mstep: Class 7 contains 1789 members Mstep: Class 8 contains 24983 members Mstep: Class 10 contains 7987 members Mstep: Class 11 contains 1034 members Mstep: Class 12 contains 763 members Mstep: Class 13 contains 8053 members Mstep: Class 14 contains 29505 members Mstep: Class 16 contains 1577 members Mstep: Class 17 contains 2344 members Mstep: Class 18 contains 112124 members Mstep: Class 21 contains 10357 members Mstep: Class 22 contains 120441 members Mstep: Class 23 contains 6782 members Mstep: Class 24 contains 902 members Entering Unmasked Estep ConsiderDeletion Score: -55648980.000000 Penalty: 58062.804688 Iteration 15Q: 19 clusters Score -5.564898e+07 nChanged 11854 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 2 contains 104710 members Mstep: Class 3 contains 1788 members Mstep: Class 4 contains 2545 members Mstep: Class 5 contains 3451 members Mstep: Class 7 contains 1761 members Mstep: Class 8 contains 25027 members Mstep: Class 10 contains 7900 members Mstep: Class 11 contains 1034 members Mstep: Class 12 contains 763 members Mstep: Class 13 contains 8632 members Mstep: Class 14 contains 31771 members Mstep: Class 16 contains 1565 members Mstep: Class 17 contains 2415 members Mstep: Class 18 contains 108953 members Mstep: Class 21 contains 10176 members Mstep: Class 22 contains 125337 members Mstep: Class 23 contains 6730 members Mstep: Class 24 contains 900 members Entering Unmasked Estep ConsiderDeletion Score: -55653932.000000 Penalty: 58062.804688 Iteration 16Q: 19 clusters Score -5.565393e+07 nChanged 11523 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 2 contains 101028 members Mstep: Class 3 contains 1729 members Mstep: Class 4 contains 2538 members Mstep: Class 5 contains 2979 members Mstep: Class 7 contains 1757 members Mstep: Class 8 contains 25075 members Mstep: Class 10 contains 7829 members Mstep: Class 11 contains 1035 members Mstep: Class 12 contains 765 members Mstep: Class 13 contains 9276 members Mstep: Class 14 contains 33903 members Mstep: Class 16 contains 1555 members Mstep: Class 17 contains 2654 members Mstep: Class 18 contains 105788 members Mstep: Class 21 contains 10033 members Mstep: Class 22 contains 129932 members Mstep: Class 23 contains 6685 members Mstep: Class 24 contains 897 members Entering Unmasked Estep ConsiderDeletion Score: -55658480.000000 Penalty: 58062.804688 Iteration 17Q: 19 clusters Score -5.565848e+07 nChanged 11295 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 2 contains 97486 members Mstep: Class 3 contains 1632 members Mstep: Class 4 contains 2517 members Mstep: Class 5 contains 2609 members Mstep: Class 7 contains 1760 members Mstep: Class 8 contains 25161 members Mstep: Class 10 contains 7722 members Mstep: Class 11 contains 1037 members Mstep: Class 12 contains 765 members Mstep: Class 13 contains 10062 members Mstep: Class 14 contains 35858 members Mstep: Class 16 contains 1543 members Mstep: Class 17 contains 3105 members Mstep: Class 18 contains 102587 members Mstep: Class 21 contains 9910 members Mstep: Class 22 contains 134141 members Mstep: Class 23 contains 6667 members Mstep: Class 24 contains 896 members Entering Unmasked Estep ConsiderDeletion Deleting Class 5. Lose 3173.139893 but Gain 3225.710938 Score: -55663912.000000 Penalty: 54837.093750 Iteration 18Q: 18 clusters Score -5.566391e+07 nChanged 13229 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 2 contains 94469 members Mstep: Class 3 contains 1485 members Mstep: Class 4 contains 2459 members Mstep: Class 7 contains 1774 members Mstep: Class 8 contains 25419 members Mstep: Class 10 contains 7603 members Mstep: Class 11 contains 1038 members Mstep: Class 12 contains 765 members Mstep: Class 13 contains 10980 members Mstep: Class 14 contains 37577 members Mstep: Class 16 contains 1533 members Mstep: Class 17 contains 3912 members Mstep: Class 18 contains 99616 members Mstep: Class 21 contains 9861 members Mstep: Class 22 contains 139406 members Mstep: Class 23 contains 6666 members Mstep: Class 24 contains 895 members Entering Unmasked Estep ConsiderDeletion Deleting Class 3. Lose 3054.042236 but Gain 3225.710938 Score: -55673680.000000 Penalty: 51611.382812 Iteration 19Q: 17 clusters Score -5.567368e+07 nChanged 11954 Entering Unmasked Mstep Mstep: Class 0 contains 19 members Mstep: Class 2 contains 90714 members Mstep: Class 4 contains 2401 members Mstep: Class 7 contains 1798 members Mstep: Class 8 contains 25513 members Mstep: Class 10 contains 7450 members Mstep: Class 11 contains 1037 members Mstep: Class 12 contains 765 members Mstep: Class 13 contains 12980 members Mstep: Class 14 contains 39117 members Mstep: Class 16 contains 1529 members Mstep: Class 17 contains 4857 members Mstep: Class 18 contains 96728 members Mstep: Class 21 contains 9797 members Mstep: Class 22 contains 143274 members Mstep: Class 23 contains 6602 members Mstep: Class 24 contains 896 members Entering Unmasked Estep ConsiderDeletion Score: -55681380.000000 Penalty: 51611.382812 Iteration 20F: 17 clusters Score -5.568138e+07 nChanged 9275 Entering Unmasked Mstep Mstep: Class 0 contains 17 members Mstep: Class 2 contains 87124 members Mstep: Class 4 contains 2360 members Mstep: Class 7 contains 1849 members Mstep: Class 8 contains 25576 members Mstep: Class 10 contains 7291 members Mstep: Class 11 contains 1037 members Mstep: Class 12 contains 772 members Mstep: Class 13 contains 13764 members Mstep: Class 14 contains 40480 members Mstep: Class 16 contains 1531 members Mstep: Class 17 contains 5776 members Mstep: Class 18 contains 94376 members Mstep: Class 21 contains 9753 members Mstep: Class 22 contains 146327 members Mstep: Class 23 contains 6556 members Mstep: Class 24 contains 888 members Entering Unmasked Estep ConsiderDeletion Score: -55685820.000000 Penalty: 51611.382812 Iteration 21Q: 17 clusters Score -5.568582e+07 nChanged 8441 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 2 contains 83420 members Mstep: Class 4 contains 2313 members Mstep: Class 7 contains 1894 members Mstep: Class 8 contains 25620 members Mstep: Class 10 contains 7132 members Mstep: Class 11 contains 1038 members Mstep: Class 12 contains 777 members Mstep: Class 13 contains 14386 members Mstep: Class 14 contains 41586 members Mstep: Class 16 contains 1538 members Mstep: Class 17 contains 6670 members Mstep: Class 18 contains 92428 members Mstep: Class 21 contains 9735 members Mstep: Class 22 contains 149551 members Mstep: Class 23 contains 6491 members Mstep: Class 24 contains 882 members Entering Unmasked Estep ConsiderDeletion Score: -55688444.000000 Penalty: 51611.382812 Iteration 22Q: 17 clusters Score -5.568844e+07 nChanged 7111 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 2 contains 79974 members Mstep: Class 4 contains 2250 members Mstep: Class 7 contains 1924 members Mstep: Class 8 contains 25669 members Mstep: Class 10 contains 7022 members Mstep: Class 11 contains 1038 members Mstep: Class 12 contains 779 members Mstep: Class 13 contains 14940 members Mstep: Class 14 contains 42464 members Mstep: Class 16 contains 1541 members Mstep: Class 17 contains 7328 members Mstep: Class 18 contains 90896 members Mstep: Class 21 contains 9718 members Mstep: Class 22 contains 152614 members Mstep: Class 23 contains 6424 members Mstep: Class 24 contains 880 members Entering Unmasked Estep ConsiderDeletion Score: -55690248.000000 Penalty: 51611.382812 Iteration 23Q: 17 clusters Score -5.569025e+07 nChanged 5905 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 2 contains 76924 members Mstep: Class 4 contains 2192 members Mstep: Class 7 contains 1956 members Mstep: Class 8 contains 25719 members Mstep: Class 10 contains 6951 members Mstep: Class 11 contains 1039 members Mstep: Class 12 contains 780 members Mstep: Class 13 contains 15467 members Mstep: Class 14 contains 43137 members Mstep: Class 16 contains 1554 members Mstep: Class 17 contains 7801 members Mstep: Class 18 contains 89653 members Mstep: Class 21 contains 9694 members Mstep: Class 22 contains 155348 members Mstep: Class 23 contains 6367 members Mstep: Class 24 contains 879 members Entering Unmasked Estep ConsiderDeletion Score: -55691696.000000 Penalty: 51611.382812 Iteration 24Q: 17 clusters Score -5.56917e+07 nChanged 5196 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 2 contains 74143 members Mstep: Class 4 contains 2134 members Mstep: Class 7 contains 1977 members Mstep: Class 8 contains 25787 members Mstep: Class 10 contains 6906 members Mstep: Class 11 contains 1038 members Mstep: Class 12 contains 782 members Mstep: Class 13 contains 15929 members Mstep: Class 14 contains 43650 members Mstep: Class 16 contains 1560 members Mstep: Class 17 contains 8184 members Mstep: Class 18 contains 88618 members Mstep: Class 21 contains 9678 members Mstep: Class 22 contains 157894 members Mstep: Class 23 contains 6304 members Mstep: Class 24 contains 877 members Entering Unmasked Estep ConsiderDeletion Score: -55692308.000000 Penalty: 51611.382812 Iteration 25Q: 17 clusters Score -5.569231e+07 nChanged 4542 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 2 contains 71646 members Mstep: Class 4 contains 2084 members Mstep: Class 7 contains 1988 members Mstep: Class 8 contains 25837 members Mstep: Class 10 contains 6884 members Mstep: Class 11 contains 1038 members Mstep: Class 12 contains 782 members Mstep: Class 13 contains 16355 members Mstep: Class 14 contains 44040 members Mstep: Class 16 contains 1573 members Mstep: Class 17 contains 8464 members Mstep: Class 18 contains 87787 members Mstep: Class 21 contains 9680 members Mstep: Class 22 contains 160225 members Mstep: Class 23 contains 6201 members Mstep: Class 24 contains 877 members Entering Unmasked Estep ConsiderDeletion Score: -55693344.000000 Penalty: 51611.382812 Iteration 26Q: 17 clusters Score -5.569334e+07 nChanged 4073 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 2 contains 69333 members Mstep: Class 4 contains 2046 members Mstep: Class 7 contains 1992 members Mstep: Class 8 contains 25856 members Mstep: Class 10 contains 6881 members Mstep: Class 11 contains 1038 members Mstep: Class 12 contains 782 members Mstep: Class 13 contains 16752 members Mstep: Class 14 contains 44304 members Mstep: Class 16 contains 1597 members Mstep: Class 17 contains 8635 members Mstep: Class 18 contains 87150 members Mstep: Class 21 contains 9677 members Mstep: Class 22 contains 162419 members Mstep: Class 23 contains 6122 members Mstep: Class 24 contains 877 members Entering Unmasked Estep ConsiderDeletion Score: -55694068.000000 Penalty: 51611.382812 Iteration 27Q: 17 clusters Score -5.569407e+07 nChanged 3663 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 2 contains 67224 members Mstep: Class 4 contains 2022 members Mstep: Class 7 contains 1996 members Mstep: Class 8 contains 25883 members Mstep: Class 10 contains 6892 members Mstep: Class 11 contains 1038 members Mstep: Class 12 contains 782 members Mstep: Class 13 contains 17110 members Mstep: Class 14 contains 44488 members Mstep: Class 16 contains 1625 members Mstep: Class 17 contains 8743 members Mstep: Class 18 contains 86579 members Mstep: Class 21 contains 9670 members Mstep: Class 22 contains 164482 members Mstep: Class 23 contains 6050 members Mstep: Class 24 contains 877 members Entering Unmasked Estep ConsiderDeletion Score: -55694384.000000 Penalty: 51611.382812 Iteration 28Q: 17 clusters Score -5.569438e+07 nChanged 3326 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 2 contains 65371 members Mstep: Class 4 contains 1999 members Mstep: Class 7 contains 2003 members Mstep: Class 8 contains 25890 members Mstep: Class 10 contains 6897 members Mstep: Class 11 contains 1038 members Mstep: Class 12 contains 783 members Mstep: Class 13 contains 17454 members Mstep: Class 14 contains 44602 members Mstep: Class 16 contains 1679 members Mstep: Class 17 contains 8812 members Mstep: Class 18 contains 86057 members Mstep: Class 21 contains 9671 members Mstep: Class 22 contains 166352 members Mstep: Class 23 contains 5976 members Mstep: Class 24 contains 877 members Entering Unmasked Estep ConsiderDeletion Score: -55694776.000000 Penalty: 51611.382812 Iteration 29Q: 17 clusters Score -5.569478e+07 nChanged 3088 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 2 contains 63668 members Mstep: Class 4 contains 1962 members Mstep: Class 7 contains 2011 members Mstep: Class 8 contains 25894 members Mstep: Class 10 contains 6913 members Mstep: Class 11 contains 1038 members Mstep: Class 12 contains 783 members Mstep: Class 13 contains 17794 members Mstep: Class 14 contains 44683 members Mstep: Class 16 contains 1716 members Mstep: Class 17 contains 8864 members Mstep: Class 18 contains 85591 members Mstep: Class 21 contains 9658 members Mstep: Class 22 contains 168086 members Mstep: Class 23 contains 5923 members Mstep: Class 24 contains 877 members Entering Unmasked Estep ConsiderDeletion Score: -55695336.000000 Penalty: 51611.382812 Iteration 30Q: 17 clusters Score -5.569534e+07 nChanged 2870 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 2 contains 62087 members Mstep: Class 4 contains 1937 members Mstep: Class 7 contains 2019 members Mstep: Class 8 contains 25905 members Mstep: Class 10 contains 6920 members Mstep: Class 11 contains 1038 members Mstep: Class 12 contains 784 members Mstep: Class 13 contains 18115 members Mstep: Class 14 contains 44707 members Mstep: Class 16 contains 1768 members Mstep: Class 17 contains 8890 members Mstep: Class 18 contains 85188 members Mstep: Class 21 contains 9660 members Mstep: Class 22 contains 169698 members Mstep: Class 23 contains 5868 members Mstep: Class 24 contains 877 members Entering Unmasked Estep ConsiderDeletion Score: -55695560.000000 Penalty: 51611.382812 Iteration 31Q: 17 clusters Score -5.569556e+07 nChanged 2625 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 2 contains 60626 members Mstep: Class 4 contains 1919 members Mstep: Class 7 contains 2024 members Mstep: Class 8 contains 25918 members Mstep: Class 10 contains 6930 members Mstep: Class 11 contains 1038 members Mstep: Class 12 contains 784 members Mstep: Class 13 contains 18389 members Mstep: Class 14 contains 44716 members Mstep: Class 16 contains 1808 members Mstep: Class 17 contains 8909 members Mstep: Class 18 contains 84862 members Mstep: Class 21 contains 9646 members Mstep: Class 22 contains 171219 members Mstep: Class 23 contains 5796 members Mstep: Class 24 contains 877 members Entering Unmasked Estep ConsiderDeletion Score: -55696292.000000 Penalty: 51611.382812 Iteration 32Q: 17 clusters Score -5.569629e+07 nChanged 2460 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 2 contains 59224 members Mstep: Class 4 contains 1904 members Mstep: Class 7 contains 2028 members Mstep: Class 8 contains 25952 members Mstep: Class 10 contains 6958 members Mstep: Class 11 contains 1038 members Mstep: Class 12 contains 784 members Mstep: Class 13 contains 18641 members Mstep: Class 14 contains 44690 members Mstep: Class 16 contains 1858 members Mstep: Class 17 contains 8932 members Mstep: Class 18 contains 84586 members Mstep: Class 21 contains 9643 members Mstep: Class 22 contains 172615 members Mstep: Class 23 contains 5731 members Mstep: Class 24 contains 877 members Entering Unmasked Estep ConsiderDeletion Score: -55696464.000000 Penalty: 51611.382812 Iteration 33Q: 17 clusters Score -5.569646e+07 nChanged 2338 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 2 contains 57939 members Mstep: Class 4 contains 1895 members Mstep: Class 7 contains 2030 members Mstep: Class 8 contains 25961 members Mstep: Class 10 contains 6991 members Mstep: Class 11 contains 1038 members Mstep: Class 12 contains 784 members Mstep: Class 13 contains 18865 members Mstep: Class 14 contains 44656 members Mstep: Class 16 contains 1911 members Mstep: Class 17 contains 8939 members Mstep: Class 18 contains 84321 members Mstep: Class 21 contains 9635 members Mstep: Class 22 contains 173965 members Mstep: Class 23 contains 5654 members Mstep: Class 24 contains 877 members Entering Unmasked Estep ConsiderDeletion Score: -55696784.000000 Penalty: 51611.382812 Iteration 34Q: 17 clusters Score -5.569678e+07 nChanged 2216 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 2 contains 56796 members Mstep: Class 4 contains 1884 members Mstep: Class 7 contains 2027 members Mstep: Class 8 contains 25980 members Mstep: Class 10 contains 7003 members Mstep: Class 11 contains 1038 members Mstep: Class 12 contains 784 members Mstep: Class 13 contains 19111 members Mstep: Class 14 contains 44581 members Mstep: Class 16 contains 1967 members Mstep: Class 17 contains 8944 members Mstep: Class 18 contains 84087 members Mstep: Class 21 contains 9627 members Mstep: Class 22 contains 175172 members Mstep: Class 23 contains 5583 members Mstep: Class 24 contains 877 members Entering Unmasked Estep ConsiderDeletion Score: -55696932.000000 Penalty: 51611.382812 Iteration 35Q: 17 clusters Score -5.569693e+07 nChanged 2060 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 2 contains 55718 members Mstep: Class 4 contains 1881 members Mstep: Class 7 contains 2023 members Mstep: Class 8 contains 26015 members Mstep: Class 10 contains 7012 members Mstep: Class 11 contains 1038 members Mstep: Class 12 contains 784 members Mstep: Class 13 contains 19337 members Mstep: Class 14 contains 44505 members Mstep: Class 16 contains 2012 members Mstep: Class 17 contains 8926 members Mstep: Class 18 contains 83856 members Mstep: Class 21 contains 9620 members Mstep: Class 22 contains 176317 members Mstep: Class 23 contains 5540 members Mstep: Class 24 contains 877 members Entering Unmasked Estep ConsiderDeletion Score: -55697140.000000 Penalty: 51611.382812 Iteration 36Q: 17 clusters Score -5.569714e+07 nChanged 1949 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 2 contains 54744 members Mstep: Class 4 contains 1876 members Mstep: Class 7 contains 2021 members Mstep: Class 8 contains 26048 members Mstep: Class 10 contains 7032 members Mstep: Class 11 contains 1038 members Mstep: Class 12 contains 784 members Mstep: Class 13 contains 19565 members Mstep: Class 14 contains 44425 members Mstep: Class 16 contains 2031 members Mstep: Class 17 contains 8926 members Mstep: Class 18 contains 83609 members Mstep: Class 21 contains 9606 members Mstep: Class 22 contains 177376 members Mstep: Class 23 contains 5503 members Mstep: Class 24 contains 877 members Entering Unmasked Estep ConsiderDeletion Score: -55697256.000000 Penalty: 51611.382812 Iteration 37Q: 17 clusters Score -5.569726e+07 nChanged 1868 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 2 contains 53751 members Mstep: Class 4 contains 1876 members Mstep: Class 7 contains 2019 members Mstep: Class 8 contains 26083 members Mstep: Class 10 contains 7047 members Mstep: Class 11 contains 1038 members Mstep: Class 12 contains 784 members Mstep: Class 13 contains 19742 members Mstep: Class 14 contains 44349 members Mstep: Class 16 contains 2043 members Mstep: Class 17 contains 8910 members Mstep: Class 18 contains 83383 members Mstep: Class 21 contains 9604 members Mstep: Class 22 contains 178484 members Mstep: Class 23 contains 5471 members Mstep: Class 24 contains 877 members Entering Unmasked Estep ConsiderDeletion Score: -55697484.000000 Penalty: 51611.382812 Iteration 38Q: 17 clusters Score -5.569748e+07 nChanged 1759 Entering ConstructFrom: Score: -55697484.000000 Penalty: 51611.382812 Entering ConstructFrom: Trying to split cluster 2 (52796 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52796 members Entering Unmasked Estep Score: -6784279.000000 Penalty: 2696.799316 Iteration 0F: 2 clusters Score -6784279 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26307 members Mstep: Class 2 contains 26489 members Entering Unmasked Estep Score: -6748870.000000 Penalty: 5393.598633 Iteration 0F: 3 clusters Score -6748870 nChanged 24353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25398 members Mstep: Class 2 contains 27398 members Entering Unmasked Estep Score: -6762328.500000 Penalty: 5393.598633 Iteration 1F: 3 clusters Score -6762328 nChanged 1996 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24770 members Mstep: Class 2 contains 28026 members Entering Unmasked Estep Score: -6762940.500000 Penalty: 5393.598633 Iteration 2Q: 3 clusters Score -6762940 nChanged 2105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23803 members Mstep: Class 2 contains 28993 members Entering Unmasked Estep Score: -6763836.000000 Penalty: 5393.598633 Iteration 3Q: 3 clusters Score -6763836 nChanged 2785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22232 members Mstep: Class 2 contains 30564 members Entering Unmasked Estep Score: -6765415.000000 Penalty: 5393.598633 Iteration 4F: 3 clusters Score -6765415 nChanged 3489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19959 members Mstep: Class 2 contains 32837 members Entering Unmasked Estep Score: -6767747.500000 Penalty: 5393.598633 Iteration 5F: 3 clusters Score -6767748 nChanged 4253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16848 members Mstep: Class 2 contains 35948 members Entering Unmasked Estep Score: -6771188.500000 Penalty: 5393.598633 Iteration 6F: 3 clusters Score -6771188 nChanged 4620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13274 members Mstep: Class 2 contains 39522 members Entering Unmasked Estep Score: -6775649.000000 Penalty: 5393.598633 Iteration 7F: 3 clusters Score -6775649 nChanged 3913 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10301 members Mstep: Class 2 contains 42495 members Entering Unmasked Estep Score: -6779903.000000 Penalty: 5393.598633 Iteration 8F: 3 clusters Score -6779903 nChanged 2461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8588 members Mstep: Class 2 contains 44208 members Entering Unmasked Estep Score: -6782539.500000 Penalty: 5393.598633 Iteration 9Q: 3 clusters Score -6782540 nChanged 1394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7802 members Mstep: Class 2 contains 44994 members Entering Unmasked Estep Score: -6783581.500000 Penalty: 5393.598633 Iteration 10Q: 3 clusters Score -6783582 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7354 members Mstep: Class 2 contains 45442 members Entering Unmasked Estep Score: -6783873.000000 Penalty: 5393.598633 Iteration 11Q: 3 clusters Score -6783873 nChanged 410 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7024 members Mstep: Class 2 contains 45772 members Entering Unmasked Estep Score: -6783996.000000 Penalty: 5393.598633 Iteration 12Q: 3 clusters Score -6783996 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6754 members Mstep: Class 2 contains 46042 members Entering Unmasked Estep Score: -6784070.500000 Penalty: 5393.598633 Iteration 13Q: 3 clusters Score -6784070 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6537 members Mstep: Class 2 contains 46259 members Entering Unmasked Estep Score: -6784090.500000 Penalty: 5393.598633 Iteration 14Q: 3 clusters Score -6784090 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6370 members Mstep: Class 2 contains 46426 members Entering Unmasked Estep Score: -6784109.500000 Penalty: 5393.598633 Iteration 15Q: 3 clusters Score -6784110 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6219 members Mstep: Class 2 contains 46577 members Entering Unmasked Estep Score: -6784141.500000 Penalty: 5393.598633 Iteration 16Q: 3 clusters Score -6784142 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6068 members Mstep: Class 2 contains 46728 members Entering Unmasked Estep Score: -6784166.000000 Penalty: 5393.598633 Iteration 17Q: 3 clusters Score -6784166 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5956 members Mstep: Class 2 contains 46840 members Entering Unmasked Estep Score: -6784204.000000 Penalty: 5393.598633 Iteration 18Q: 3 clusters Score -6784204 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5858 members Mstep: Class 2 contains 46938 members Entering Unmasked Estep Score: -6784217.500000 Penalty: 5393.598633 Iteration 19Q: 3 clusters Score -6784218 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5766 members Mstep: Class 2 contains 47030 members Entering Unmasked Estep Score: -6784227.000000 Penalty: 5393.598633 Iteration 20F: 3 clusters Score -6784227 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5685 members Mstep: Class 2 contains 47111 members Entering Unmasked Estep Score: -6784235.500000 Penalty: 5393.598633 Iteration 21Q: 3 clusters Score -6784236 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5617 members Mstep: Class 2 contains 47179 members Entering Unmasked Estep Score: -6784261.000000 Penalty: 5393.598633 Iteration 22Q: 3 clusters Score -6784261 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5564 members Mstep: Class 2 contains 47232 members Entering Unmasked Estep Score: -6784274.000000 Penalty: 5393.598633 Iteration 23Q: 3 clusters Score -6784274 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5520 members Mstep: Class 2 contains 47276 members Entering Unmasked Estep Score: -6784266.000000 Penalty: 5393.598633 Iteration 24Q: 3 clusters Score -6784266 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5484 members Mstep: Class 2 contains 47312 members Entering Unmasked Estep Score: -6784266.500000 Penalty: 5393.598633 Iteration 25Q: 3 clusters Score -6784266 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5447 members Mstep: Class 2 contains 47349 members Entering Unmasked Estep Score: -6784271.500000 Penalty: 5393.598633 Iteration 26Q: 3 clusters Score -6784272 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5405 members Mstep: Class 2 contains 47391 members Entering Unmasked Estep Score: -6784258.500000 Penalty: 5393.598633 Iteration 27Q: 3 clusters Score -6784258 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5365 members Mstep: Class 2 contains 47431 members Entering Unmasked Estep Score: -6784269.000000 Penalty: 5393.598633 Iteration 28Q: 3 clusters Score -6784269 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5323 members Mstep: Class 2 contains 47473 members Entering Unmasked Estep Score: -6784256.000000 Penalty: 5393.598633 Iteration 29Q: 3 clusters Score -6784256 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5282 members Mstep: Class 2 contains 47514 members Entering Unmasked Estep Score: -6784261.000000 Penalty: 5393.598633 Iteration 30Q: 3 clusters Score -6784261 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5245 members Mstep: Class 2 contains 47551 members Entering Unmasked Estep Score: -6784272.500000 Penalty: 5393.598633 Iteration 31Q: 3 clusters Score -6784272 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5204 members Mstep: Class 2 contains 47592 members Entering Unmasked Estep Score: -6784275.500000 Penalty: 5393.598633 Iteration 32Q: 3 clusters Score -6784276 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5166 members Mstep: Class 2 contains 47630 members Entering Unmasked Estep Score: -6784271.500000 Penalty: 5393.598633 Iteration 33Q: 3 clusters Score -6784272 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5128 members Mstep: Class 2 contains 47668 members Entering Unmasked Estep Score: -6784271.500000 Penalty: 5393.598633 Iteration 34Q: 3 clusters Score -6784272 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5094 members Mstep: Class 2 contains 47702 members Entering Unmasked Estep Score: -6784291.500000 Penalty: 5393.598633 Iteration 35Q: 3 clusters Score -6784292 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5055 members Mstep: Class 2 contains 47741 members Entering Unmasked Estep Score: -6784294.000000 Penalty: 5393.598633 Iteration 36Q: 3 clusters Score -6784294 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5022 members Mstep: Class 2 contains 47774 members Entering Unmasked Estep Score: -6784297.500000 Penalty: 5393.598633 Iteration 37Q: 3 clusters Score -6784298 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4993 members Mstep: Class 2 contains 47803 members Entering Unmasked Estep Score: -6784296.500000 Penalty: 5393.598633 Iteration 38Q: 3 clusters Score -6784296 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 47823 members Entering Unmasked Estep Score: -6784306.500000 Penalty: 5393.598633 Iteration 39Q: 3 clusters Score -6784306 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4960 members Mstep: Class 2 contains 47836 members Entering Unmasked Estep Score: -6784302.500000 Penalty: 5393.598633 Iteration 40F: 3 clusters Score -6784302 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4945 members Mstep: Class 2 contains 47851 members Entering Unmasked Estep Score: -6784298.500000 Penalty: 5393.598633 Iteration 41Q: 3 clusters Score -6784298 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4933 members Mstep: Class 2 contains 47863 members Entering Unmasked Estep Score: -6784290.500000 Penalty: 5393.598633 Iteration 42Q: 3 clusters Score -6784290 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4923 members Mstep: Class 2 contains 47873 members Entering Unmasked Estep Score: -6784305.500000 Penalty: 5393.598633 Iteration 43Q: 3 clusters Score -6784306 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Mstep: Class 2 contains 47882 members Entering Unmasked Estep Score: -6784305.500000 Penalty: 5393.598633 Iteration 44Q: 3 clusters Score -6784306 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4911 members Mstep: Class 2 contains 47885 members Entering Unmasked Estep Score: -6784307.000000 Penalty: 5393.598633 Iteration 45Q: 3 clusters Score -6784307 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4908 members Mstep: Class 2 contains 47888 members Entering Unmasked Estep Score: -6784317.000000 Penalty: 5393.598633 Iteration 46Q: 3 clusters Score -6784317 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4906 members Mstep: Class 2 contains 47890 members Entering Unmasked Estep Score: -6784322.500000 Penalty: 5393.598633 Iteration 47Q: 3 clusters Score -6784322 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4902 members Mstep: Class 2 contains 47894 members Entering Unmasked Estep Score: -6784316.000000 Penalty: 5393.598633 Iteration 48Q: 3 clusters Score -6784316 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4901 members Mstep: Class 2 contains 47895 members Entering Unmasked Estep Score: -6784312.500000 Penalty: 5393.598633 Iteration 49Q: 3 clusters Score -6784312 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4900 members Mstep: Class 2 contains 47896 members Entering Unmasked Estep Score: -6784312.500000 Penalty: 5393.598633 Iteration 50Q: 3 clusters Score -6784312 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4896 members Mstep: Class 2 contains 47900 members Entering Unmasked Estep Score: -6784307.500000 Penalty: 5393.598633 Iteration 51Q: 3 clusters Score -6784308 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 47903 members Entering Unmasked Estep Score: -6784304.000000 Penalty: 5393.598633 Iteration 52Q: 3 clusters Score -6784304 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4889 members Mstep: Class 2 contains 47907 members Entering Unmasked Estep Score: -6784305.500000 Penalty: 5393.598633 Iteration 53Q: 3 clusters Score -6784306 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 47911 members Entering Unmasked Estep Score: -6784307.000000 Penalty: 5393.598633 Iteration 54Q: 3 clusters Score -6784307 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4879 members Mstep: Class 2 contains 47917 members Entering Unmasked Estep Score: -6784311.000000 Penalty: 5393.598633 Iteration 55Q: 3 clusters Score -6784311 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4873 members Mstep: Class 2 contains 47923 members Entering Unmasked Estep Score: -6784321.500000 Penalty: 5393.598633 Iteration 56Q: 3 clusters Score -6784322 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4866 members Mstep: Class 2 contains 47930 members Entering Unmasked Estep Score: -6784317.000000 Penalty: 5393.598633 Iteration 57Q: 3 clusters Score -6784317 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4862 members Mstep: Class 2 contains 47934 members Entering Unmasked Estep Score: -6784318.500000 Penalty: 5393.598633 Iteration 58Q: 3 clusters Score -6784318 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4855 members Mstep: Class 2 contains 47941 members Entering Unmasked Estep Score: -6784324.000000 Penalty: 5393.598633 Iteration 59Q: 3 clusters Score -6784324 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4847 members Mstep: Class 2 contains 47949 members Entering Unmasked Estep Score: -6784325.000000 Penalty: 5393.598633 Iteration 60F: 3 clusters Score -6784325 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4841 members Mstep: Class 2 contains 47955 members Entering Unmasked Estep Score: -6784323.500000 Penalty: 5393.598633 Iteration 61Q: 3 clusters Score -6784324 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4833 members Mstep: Class 2 contains 47963 members Entering Unmasked Estep Score: -6784328.000000 Penalty: 5393.598633 Iteration 62Q: 3 clusters Score -6784328 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4826 members Mstep: Class 2 contains 47970 members Entering Unmasked Estep Score: -6784326.000000 Penalty: 5393.598633 Iteration 63Q: 3 clusters Score -6784326 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4823 members Mstep: Class 2 contains 47973 members Entering Unmasked Estep Score: -6784329.000000 Penalty: 5393.598633 Iteration 64Q: 3 clusters Score -6784329 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4820 members Mstep: Class 2 contains 47976 members Entering Unmasked Estep Score: -6784325.000000 Penalty: 5393.598633 Iteration 65Q: 3 clusters Score -6784325 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4816 members Mstep: Class 2 contains 47980 members Entering Unmasked Estep Score: -6784328.500000 Penalty: 5393.598633 Iteration 66Q: 3 clusters Score -6784328 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4810 members Mstep: Class 2 contains 47986 members Entering Unmasked Estep Score: -6784327.500000 Penalty: 5393.598633 Iteration 67Q: 3 clusters Score -6784328 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4805 members Mstep: Class 2 contains 47991 members Entering Unmasked Estep Score: -6784331.500000 Penalty: 5393.598633 Iteration 68Q: 3 clusters Score -6784332 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4801 members Mstep: Class 2 contains 47995 members Entering Unmasked Estep Score: -6784339.000000 Penalty: 5393.598633 Iteration 69Q: 3 clusters Score -6784339 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 47997 members Entering Unmasked Estep Score: -6784330.500000 Penalty: 5393.598633 Iteration 70Q: 3 clusters Score -6784330 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4795 members Mstep: Class 2 contains 48001 members Entering Unmasked Estep Score: -6784336.500000 Penalty: 5393.598633 Iteration 71Q: 3 clusters Score -6784336 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4793 members Mstep: Class 2 contains 48003 members Entering Unmasked Estep Score: -6784339.000000 Penalty: 5393.598633 Iteration 72Q: 3 clusters Score -6784339 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4791 members Mstep: Class 2 contains 48005 members Entering Unmasked Estep Score: -6784340.500000 Penalty: 5393.598633 Iteration 73Q: 3 clusters Score -6784340 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 48008 members Entering Unmasked Estep Score: -6784340.000000 Penalty: 5393.598633 Iteration 74Q: 3 clusters Score -6784340 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4785 members Mstep: Class 2 contains 48011 members Entering Unmasked Estep Score: -6784334.000000 Penalty: 5393.598633 Iteration 75Q: 3 clusters Score -6784334 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4780 members Mstep: Class 2 contains 48016 members Entering Unmasked Estep Score: -6784325.500000 Penalty: 5393.598633 Iteration 76Q: 3 clusters Score -6784326 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4773 members Mstep: Class 2 contains 48023 members Entering Unmasked Estep Score: -6784330.000000 Penalty: 5393.598633 Iteration 77Q: 3 clusters Score -6784330 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4772 members Mstep: Class 2 contains 48024 members Entering Unmasked Estep Score: -6784336.000000 Penalty: 5393.598633 Iteration 78Q: 3 clusters Score -6784336 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 48025 members Entering Unmasked Estep Score: -6784328.000000 Penalty: 5393.598633 Iteration 79Q: 3 clusters Score -6784328 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4770 members Mstep: Class 2 contains 48026 members Entering Unmasked Estep Score: -6784334.000000 Penalty: 5393.598633 Iteration 80F: 3 clusters Score -6784334 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 48026 members Mstep: Class 2 contains 4770 members Mstep: Class 4 contains 1873 members Mstep: Class 7 contains 2018 members Mstep: Class 8 contains 26110 members Mstep: Class 10 contains 7061 members Mstep: Class 11 contains 1038 members Mstep: Class 12 contains 784 members Mstep: Class 13 contains 19903 members Mstep: Class 14 contains 44264 members Mstep: Class 16 contains 2054 members Mstep: Class 17 contains 8897 members Mstep: Class 18 contains 83190 members Mstep: Class 21 contains 9599 members Mstep: Class 22 contains 179556 members Mstep: Class 23 contains 5441 members Mstep: Class 24 contains 877 members Entering Unmasked Estep Score: -55697260.000000 Penalty: 54837.093750 Splitting cluster 2 changes total score from -55697484.000000 to -55697260.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 4 (1873 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Entering Unmasked Estep Score: -238726.671875 Penalty: 1868.753662 Iteration 0F: 2 clusters Score -238726.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 922 members Entering Unmasked Estep Score: -236155.265625 Penalty: 3737.507324 Iteration 0F: 3 clusters Score -236155.3 nChanged 584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 963 members Mstep: Class 2 contains 910 members Entering Unmasked Estep Score: -236565.265625 Penalty: 3737.507324 Iteration 1F: 3 clusters Score -236565.3 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 907 members Entering Unmasked Estep Score: -236683.234375 Penalty: 3737.507324 Iteration 2F: 3 clusters Score -236683.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -236762.296875 Penalty: 3737.507324 Iteration 3Q: 3 clusters Score -236762.3 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 974 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -236799.125000 Penalty: 3737.507324 Iteration 4Q: 3 clusters Score -236799.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 978 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -236830.296875 Penalty: 3737.507324 Iteration 5Q: 3 clusters Score -236830.3 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 987 members Mstep: Class 2 contains 886 members Entering Unmasked Estep Score: -236853.718750 Penalty: 3737.507324 Iteration 6Q: 3 clusters Score -236853.7 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -236868.703125 Penalty: 3737.507324 Iteration 7Q: 3 clusters Score -236868.7 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 877 members Entering Unmasked Estep Score: -236879.421875 Penalty: 3737.507324 Iteration 8Q: 3 clusters Score -236879.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -236883.093750 Penalty: 3737.507324 Iteration 9Q: 3 clusters Score -236883.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 999 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -236884.640625 Penalty: 3737.507324 Iteration 10Q: 3 clusters Score -236884.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -236885.531250 Penalty: 3737.507324 Iteration 11Q: 3 clusters Score -236885.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 872 members Entering Unmasked Estep Score: -236885.531250 Penalty: 3737.507324 Iteration 12F: 3 clusters Score -236885.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2018 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Entering Unmasked Estep Score: -236085.625000 Penalty: 1887.245850 Iteration 0F: 2 clusters Score -236085.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 1043 members Entering Unmasked Estep Score: -233572.421875 Penalty: 3774.491699 Iteration 0F: 3 clusters Score -233572.4 nChanged 643 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 932 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -234192.484375 Penalty: 3774.491699 Iteration 1F: 3 clusters Score -234192.5 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -234546.125000 Penalty: 3774.491699 Iteration 2F: 3 clusters Score -234546.1 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -235116.312500 Penalty: 3774.491699 Iteration 3F: 3 clusters Score -235116.3 nChanged 237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 814 members Entering Unmasked Estep Score: -235951.437500 Penalty: 3774.491699 Iteration 4F: 3 clusters Score -235951.4 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1266 members Mstep: Class 2 contains 752 members Entering Unmasked Estep Score: -236708.718750 Penalty: 3774.491699 Iteration 5F: 3 clusters Score -236708.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -237029.140625 Penalty: 3774.491699 Iteration 6F: 3 clusters Score -237029.1 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1288 members Mstep: Class 2 contains 730 members Entering Unmasked Estep Score: -237178.078125 Penalty: 3774.491699 Iteration 7Q: 3 clusters Score -237178.1 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -237254.328125 Penalty: 3774.491699 Iteration 8Q: 3 clusters Score -237254.3 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -237319.765625 Penalty: 3774.491699 Iteration 9Q: 3 clusters Score -237319.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1286 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -237387.796875 Penalty: 3774.491699 Iteration 10Q: 3 clusters Score -237387.8 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -237448.781250 Penalty: 3774.491699 Iteration 11Q: 3 clusters Score -237448.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -237496.734375 Penalty: 3774.491699 Iteration 12Q: 3 clusters Score -237496.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1295 members Mstep: Class 2 contains 723 members Entering Unmasked Estep Score: -237529.875000 Penalty: 3774.491699 Iteration 13Q: 3 clusters Score -237529.9 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -237546.765625 Penalty: 3774.491699 Iteration 14Q: 3 clusters Score -237546.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1312 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -237556.984375 Penalty: 3774.491699 Iteration 15Q: 3 clusters Score -237557 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -237561.937500 Penalty: 3774.491699 Iteration 16Q: 3 clusters Score -237561.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 701 members Entering Unmasked Estep Score: -237562.281250 Penalty: 3774.491699 Iteration 17F: 3 clusters Score -237562.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 700 members Entering Unmasked Estep Score: -237564.156250 Penalty: 3774.491699 Iteration 18Q: 3 clusters Score -237564.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 698 members Entering Unmasked Estep Score: -237566.750000 Penalty: 3774.491699 Iteration 19Q: 3 clusters Score -237566.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -237570.312500 Penalty: 3774.491699 Iteration 20F: 3 clusters Score -237570.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -237574.375000 Penalty: 3774.491699 Iteration 21Q: 3 clusters Score -237574.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -237575.593750 Penalty: 3774.491699 Iteration 22Q: 3 clusters Score -237575.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -237577.468750 Penalty: 3774.491699 Iteration 23Q: 3 clusters Score -237577.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 697 members Entering Unmasked Estep Score: -237577.562500 Penalty: 3774.491699 Iteration 24Q: 3 clusters Score -237577.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -237578.203125 Penalty: 3774.491699 Iteration 25Q: 3 clusters Score -237578.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -237579.406250 Penalty: 3774.491699 Iteration 26Q: 3 clusters Score -237579.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1323 members Mstep: Class 2 contains 695 members Entering Unmasked Estep Score: -237579.406250 Penalty: 3774.491699 Iteration 27F: 3 clusters Score -237579.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 52796 members Mstep: Class 4 contains 1873 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 26110 members Mstep: Class 10 contains 7061 members Mstep: Class 11 contains 1038 members Mstep: Class 12 contains 784 members Mstep: Class 13 contains 19903 members Mstep: Class 14 contains 44264 members Mstep: Class 16 contains 2054 members Mstep: Class 17 contains 8897 members Mstep: Class 18 contains 83190 members Mstep: Class 21 contains 9599 members Mstep: Class 22 contains 179556 members Mstep: Class 23 contains 5441 members Mstep: Class 24 contains 877 members Entering Unmasked Estep Score: -55697584.000000 Penalty: 54837.093750 Splitting cluster 7 changes total score from -55697484.000000 to -55697584.000000 So it's getting split into cluster 1. Entering ConstructFrom: Trying to split cluster 8 (26110 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26110 members Entering Unmasked Estep Score: -3342579.750000 Penalty: 2522.178223 Iteration 0F: 2 clusters Score -3342580 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12965 members Mstep: Class 2 contains 13145 members Entering Unmasked Estep Score: -3324604.000000 Penalty: 5044.356445 Iteration 0F: 3 clusters Score -3324604 nChanged 11514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12389 members Mstep: Class 2 contains 13721 members Entering Unmasked Estep Score: -3330791.000000 Penalty: 5044.356445 Iteration 1F: 3 clusters Score -3330791 nChanged 1404 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11971 members Mstep: Class 2 contains 14139 members Entering Unmasked Estep Score: -3331356.000000 Penalty: 5044.356445 Iteration 2F: 3 clusters Score -3331356 nChanged 1362 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11333 members Mstep: Class 2 contains 14777 members Entering Unmasked Estep Score: -3331992.750000 Penalty: 5044.356445 Iteration 3F: 3 clusters Score -3331993 nChanged 1460 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10447 members Mstep: Class 2 contains 15663 members Entering Unmasked Estep Score: -3332686.500000 Penalty: 5044.356445 Iteration 4F: 3 clusters Score -3332686 nChanged 1516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9301 members Mstep: Class 2 contains 16809 members Entering Unmasked Estep Score: -3333528.000000 Penalty: 5044.356445 Iteration 5F: 3 clusters Score -3333528 nChanged 1718 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7843 members Mstep: Class 2 contains 18267 members Entering Unmasked Estep Score: -3334715.750000 Penalty: 5044.356445 Iteration 6F: 3 clusters Score -3334716 nChanged 1791 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6172 members Mstep: Class 2 contains 19938 members Entering Unmasked Estep Score: -3336114.750000 Penalty: 5044.356445 Iteration 7F: 3 clusters Score -3336115 nChanged 1695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4547 members Mstep: Class 2 contains 21563 members Entering Unmasked Estep Score: -3337618.500000 Penalty: 5044.356445 Iteration 8F: 3 clusters Score -3337618 nChanged 1400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3213 members Mstep: Class 2 contains 22897 members Entering Unmasked Estep Score: -3338919.500000 Penalty: 5044.356445 Iteration 9F: 3 clusters Score -3338920 nChanged 953 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 23790 members Entering Unmasked Estep Score: -3339866.250000 Penalty: 5044.356445 Iteration 10Q: 3 clusters Score -3339866 nChanged 554 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1820 members Mstep: Class 2 contains 24290 members Entering Unmasked Estep Score: -3340361.000000 Penalty: 5044.356445 Iteration 11Q: 3 clusters Score -3340361 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1560 members Mstep: Class 2 contains 24550 members Entering Unmasked Estep Score: -3340610.000000 Penalty: 5044.356445 Iteration 12Q: 3 clusters Score -3340610 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1414 members Mstep: Class 2 contains 24696 members Entering Unmasked Estep Score: -3340740.250000 Penalty: 5044.356445 Iteration 13Q: 3 clusters Score -3340740 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1349 members Mstep: Class 2 contains 24761 members Entering Unmasked Estep Score: -3340800.250000 Penalty: 5044.356445 Iteration 14Q: 3 clusters Score -3340800 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1297 members Mstep: Class 2 contains 24813 members Entering Unmasked Estep Score: -3340849.250000 Penalty: 5044.356445 Iteration 15Q: 3 clusters Score -3340849 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1271 members Mstep: Class 2 contains 24839 members Entering Unmasked Estep Score: -3340879.750000 Penalty: 5044.356445 Iteration 16Q: 3 clusters Score -3340880 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 24858 members Entering Unmasked Estep Score: -3340915.500000 Penalty: 5044.356445 Iteration 17Q: 3 clusters Score -3340916 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1235 members Mstep: Class 2 contains 24875 members Entering Unmasked Estep Score: -3340930.500000 Penalty: 5044.356445 Iteration 18Q: 3 clusters Score -3340930 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1231 members Mstep: Class 2 contains 24879 members Entering Unmasked Estep Score: -3340949.000000 Penalty: 5044.356445 Iteration 19Q: 3 clusters Score -3340949 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 24890 members Entering Unmasked Estep Score: -3340965.250000 Penalty: 5044.356445 Iteration 20F: 3 clusters Score -3340965 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 24895 members Entering Unmasked Estep Score: -3340985.250000 Penalty: 5044.356445 Iteration 21Q: 3 clusters Score -3340985 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 24898 members Entering Unmasked Estep Score: -3340998.500000 Penalty: 5044.356445 Iteration 22Q: 3 clusters Score -3340998 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 24901 members Entering Unmasked Estep Score: -3341001.250000 Penalty: 5044.356445 Iteration 23Q: 3 clusters Score -3341001 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1198 members Mstep: Class 2 contains 24912 members Entering Unmasked Estep Score: -3341011.250000 Penalty: 5044.356445 Iteration 24Q: 3 clusters Score -3341011 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1185 members Mstep: Class 2 contains 24925 members Entering Unmasked Estep Score: -3341032.250000 Penalty: 5044.356445 Iteration 25Q: 3 clusters Score -3341032 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 24936 members Entering Unmasked Estep Score: -3341056.750000 Penalty: 5044.356445 Iteration 26Q: 3 clusters Score -3341057 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1157 members Mstep: Class 2 contains 24953 members Entering Unmasked Estep Score: -3341083.500000 Penalty: 5044.356445 Iteration 27Q: 3 clusters Score -3341084 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1148 members Mstep: Class 2 contains 24962 members Entering Unmasked Estep Score: -3341120.750000 Penalty: 5044.356445 Iteration 28Q: 3 clusters Score -3341121 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1138 members Mstep: Class 2 contains 24972 members Entering Unmasked Estep Score: -3341164.250000 Penalty: 5044.356445 Iteration 29Q: 3 clusters Score -3341164 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1120 members Mstep: Class 2 contains 24990 members Entering Unmasked Estep Score: -3341207.000000 Penalty: 5044.356445 Iteration 30Q: 3 clusters Score -3341207 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1110 members Mstep: Class 2 contains 25000 members Entering Unmasked Estep Score: -3341243.250000 Penalty: 5044.356445 Iteration 31Q: 3 clusters Score -3341243 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1111 members Mstep: Class 2 contains 24999 members Entering Unmasked Estep Score: -3341276.000000 Penalty: 5044.356445 Iteration 32Q: 3 clusters Score -3341276 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1104 members Mstep: Class 2 contains 25006 members Entering Unmasked Estep Score: -3341287.000000 Penalty: 5044.356445 Iteration 33Q: 3 clusters Score -3341287 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 25016 members Entering Unmasked Estep Score: -3341290.500000 Penalty: 5044.356445 Iteration 34Q: 3 clusters Score -3341290 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1085 members Mstep: Class 2 contains 25025 members Entering Unmasked Estep Score: -3341296.500000 Penalty: 5044.356445 Iteration 35Q: 3 clusters Score -3341296 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 25026 members Entering Unmasked Estep Score: -3341306.000000 Penalty: 5044.356445 Iteration 36Q: 3 clusters Score -3341306 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1079 members Mstep: Class 2 contains 25031 members Entering Unmasked Estep Score: -3341311.000000 Penalty: 5044.356445 Iteration 37Q: 3 clusters Score -3341311 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1068 members Mstep: Class 2 contains 25042 members Entering Unmasked Estep Score: -3341317.500000 Penalty: 5044.356445 Iteration 38Q: 3 clusters Score -3341318 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1062 members Mstep: Class 2 contains 25048 members Entering Unmasked Estep Score: -3341324.000000 Penalty: 5044.356445 Iteration 39Q: 3 clusters Score -3341324 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 25052 members Entering Unmasked Estep Score: -3341326.250000 Penalty: 5044.356445 Iteration 40F: 3 clusters Score -3341326 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 25055 members Entering Unmasked Estep Score: -3341325.500000 Penalty: 5044.356445 Iteration 41Q: 3 clusters Score -3341326 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 25056 members Entering Unmasked Estep Score: -3341324.500000 Penalty: 5044.356445 Iteration 42Q: 3 clusters Score -3341324 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 25057 members Entering Unmasked Estep Score: -3341330.250000 Penalty: 5044.356445 Iteration 43Q: 3 clusters Score -3341330 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 25059 members Entering Unmasked Estep Score: -3341326.250000 Penalty: 5044.356445 Iteration 44Q: 3 clusters Score -3341326 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 25058 members Entering Unmasked Estep Score: -3341324.750000 Penalty: 5044.356445 Iteration 45Q: 3 clusters Score -3341325 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1054 members Mstep: Class 2 contains 25056 members Entering Unmasked Estep Score: -3341326.750000 Penalty: 5044.356445 Iteration 46Q: 3 clusters Score -3341327 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 25054 members Entering Unmasked Estep Score: -3341326.500000 Penalty: 5044.356445 Iteration 47Q: 3 clusters Score -3341326 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 25053 members Entering Unmasked Estep Score: -3341323.250000 Penalty: 5044.356445 Iteration 48Q: 3 clusters Score -3341323 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1058 members Mstep: Class 2 contains 25052 members Entering Unmasked Estep Score: -3341321.500000 Penalty: 5044.356445 Iteration 49Q: 3 clusters Score -3341322 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 25051 members Entering Unmasked Estep Score: -3341321.250000 Penalty: 5044.356445 Iteration 50Q: 3 clusters Score -3341321 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1059 members Mstep: Class 2 contains 25051 members Entering Unmasked Estep Score: -3341321.250000 Penalty: 5044.356445 Iteration 51F: 3 clusters Score -3341321 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (7061 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7061 members Entering Unmasked Estep Score: -892415.875000 Penalty: 2197.860840 Iteration 0F: 2 clusters Score -892415.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3518 members Mstep: Class 2 contains 3543 members Entering Unmasked Estep Score: -886584.937500 Penalty: 4395.721680 Iteration 0F: 3 clusters Score -886584.9 nChanged 2797 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 3516 members Entering Unmasked Estep Score: -888366.500000 Penalty: 4395.721680 Iteration 1F: 3 clusters Score -888366.5 nChanged 630 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3531 members Mstep: Class 2 contains 3530 members Entering Unmasked Estep Score: -889083.375000 Penalty: 4395.721680 Iteration 2F: 3 clusters Score -889083.4 nChanged 603 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3566 members Mstep: Class 2 contains 3495 members Entering Unmasked Estep Score: -890025.437500 Penalty: 4395.721680 Iteration 3F: 3 clusters Score -890025.4 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3687 members Mstep: Class 2 contains 3374 members Entering Unmasked Estep Score: -891148.250000 Penalty: 4395.721680 Iteration 4F: 3 clusters Score -891148.2 nChanged 635 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3972 members Mstep: Class 2 contains 3089 members Entering Unmasked Estep Score: -892120.562500 Penalty: 4395.721680 Iteration 5F: 3 clusters Score -892120.6 nChanged 499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -892876.937500 Penalty: 4395.721680 Iteration 6F: 3 clusters Score -892876.9 nChanged 330 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4521 members Mstep: Class 2 contains 2540 members Entering Unmasked Estep Score: -893336.875000 Penalty: 4395.721680 Iteration 7Q: 3 clusters Score -893336.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4668 members Mstep: Class 2 contains 2393 members Entering Unmasked Estep Score: -893524.250000 Penalty: 4395.721680 Iteration 8Q: 3 clusters Score -893524.2 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4763 members Mstep: Class 2 contains 2298 members Entering Unmasked Estep Score: -893606.437500 Penalty: 4395.721680 Iteration 9Q: 3 clusters Score -893606.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4828 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -893648.062500 Penalty: 4395.721680 Iteration 10Q: 3 clusters Score -893648.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4880 members Mstep: Class 2 contains 2181 members Entering Unmasked Estep Score: -893689.250000 Penalty: 4395.721680 Iteration 11Q: 3 clusters Score -893689.2 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4943 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -893741.437500 Penalty: 4395.721680 Iteration 12Q: 3 clusters Score -893741.4 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5002 members Mstep: Class 2 contains 2059 members Entering Unmasked Estep Score: -893783.375000 Penalty: 4395.721680 Iteration 13Q: 3 clusters Score -893783.4 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5050 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -893823.312500 Penalty: 4395.721680 Iteration 14Q: 3 clusters Score -893823.3 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5092 members Mstep: Class 2 contains 1969 members Entering Unmasked Estep Score: -893860.812500 Penalty: 4395.721680 Iteration 15Q: 3 clusters Score -893860.8 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5132 members Mstep: Class 2 contains 1929 members Entering Unmasked Estep Score: -893886.000000 Penalty: 4395.721680 Iteration 16Q: 3 clusters Score -893886 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5161 members Mstep: Class 2 contains 1900 members Entering Unmasked Estep Score: -893903.437500 Penalty: 4395.721680 Iteration 17Q: 3 clusters Score -893903.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5187 members Mstep: Class 2 contains 1874 members Entering Unmasked Estep Score: -893918.875000 Penalty: 4395.721680 Iteration 18Q: 3 clusters Score -893918.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5208 members Mstep: Class 2 contains 1853 members Entering Unmasked Estep Score: -893926.000000 Penalty: 4395.721680 Iteration 19Q: 3 clusters Score -893926 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5222 members Mstep: Class 2 contains 1839 members Entering Unmasked Estep Score: -893932.000000 Penalty: 4395.721680 Iteration 20F: 3 clusters Score -893932 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5239 members Mstep: Class 2 contains 1822 members Entering Unmasked Estep Score: -893941.250000 Penalty: 4395.721680 Iteration 21Q: 3 clusters Score -893941.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5256 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -893948.250000 Penalty: 4395.721680 Iteration 22Q: 3 clusters Score -893948.2 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5269 members Mstep: Class 2 contains 1792 members Entering Unmasked Estep Score: -893953.687500 Penalty: 4395.721680 Iteration 23Q: 3 clusters Score -893953.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5281 members Mstep: Class 2 contains 1780 members Entering Unmasked Estep Score: -893957.687500 Penalty: 4395.721680 Iteration 24Q: 3 clusters Score -893957.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5285 members Mstep: Class 2 contains 1776 members Entering Unmasked Estep Score: -893958.750000 Penalty: 4395.721680 Iteration 25Q: 3 clusters Score -893958.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5286 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -893959.375000 Penalty: 4395.721680 Iteration 26Q: 3 clusters Score -893959.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5289 members Mstep: Class 2 contains 1772 members Entering Unmasked Estep Score: -893960.500000 Penalty: 4395.721680 Iteration 27Q: 3 clusters Score -893960.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5291 members Mstep: Class 2 contains 1770 members Entering Unmasked Estep Score: -893960.500000 Penalty: 4395.721680 Iteration 28Q: 3 clusters Score -893960.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5293 members Mstep: Class 2 contains 1768 members Entering Unmasked Estep Score: -893960.125000 Penalty: 4395.721680 Iteration 29Q: 3 clusters Score -893960.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -893964.125000 Penalty: 4395.721680 Iteration 30Q: 3 clusters Score -893964.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5295 members Mstep: Class 2 contains 1766 members Entering Unmasked Estep Score: -893964.125000 Penalty: 4395.721680 Iteration 31F: 3 clusters Score -893964.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 52796 members Mstep: Class 3 contains 1766 members Mstep: Class 4 contains 1873 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 26110 members Mstep: Class 10 contains 5295 members Mstep: Class 11 contains 1038 members Mstep: Class 12 contains 784 members Mstep: Class 13 contains 19903 members Mstep: Class 14 contains 44264 members Mstep: Class 16 contains 2054 members Mstep: Class 17 contains 8897 members Mstep: Class 18 contains 83190 members Mstep: Class 21 contains 9599 members Mstep: Class 22 contains 179556 members Mstep: Class 23 contains 5441 members Mstep: Class 24 contains 877 members Entering Unmasked Estep Score: -55698100.000000 Penalty: 58062.804688 Splitting cluster 10 changes total score from -55697484.000000 to -55698100.000000 So it's getting split into cluster 3. Entering ConstructFrom: Trying to split cluster 11 (1038 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Entering Unmasked Estep Score: -115133.593750 Penalty: 1722.372681 Iteration 0F: 2 clusters Score -115133.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Mstep: Class 2 contains 503 members Entering Unmasked Estep Score: -113264.203125 Penalty: 3444.745361 Iteration 0F: 3 clusters Score -113264.2 nChanged 286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -113811.765625 Penalty: 3444.745361 Iteration 1F: 3 clusters Score -113811.8 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -114071.789062 Penalty: 3444.745361 Iteration 2F: 3 clusters Score -114071.8 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -114229.539062 Penalty: 3444.745361 Iteration 3F: 3 clusters Score -114229.5 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 456 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -114401.882812 Penalty: 3444.745361 Iteration 4F: 3 clusters Score -114401.9 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 419 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -114766.046875 Penalty: 3444.745361 Iteration 5F: 3 clusters Score -114766 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 395 members Mstep: Class 2 contains 643 members Entering Unmasked Estep Score: -115250.578125 Penalty: 3444.745361 Iteration 6F: 3 clusters Score -115250.6 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -115618.765625 Penalty: 3444.745361 Iteration 7Q: 3 clusters Score -115618.8 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 373 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -115800.296875 Penalty: 3444.745361 Iteration 8Q: 3 clusters Score -115800.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 648 members Entering Unmasked Estep Score: -115888.171875 Penalty: 3444.745361 Iteration 9Q: 3 clusters Score -115888.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 408 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -115993.828125 Penalty: 3444.745361 Iteration 10Q: 3 clusters Score -115993.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 420 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -116107.539062 Penalty: 3444.745361 Iteration 11Q: 3 clusters Score -116107.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -116191.382812 Penalty: 3444.745361 Iteration 12Q: 3 clusters Score -116191.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -116301.476562 Penalty: 3444.745361 Iteration 13Q: 3 clusters Score -116301.5 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 594 members Entering Unmasked Estep Score: -116379.390625 Penalty: 3444.745361 Iteration 14Q: 3 clusters Score -116379.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 448 members Mstep: Class 2 contains 590 members Entering Unmasked Estep Score: -116464.757812 Penalty: 3444.745361 Iteration 15Q: 3 clusters Score -116464.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 454 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -116544.578125 Penalty: 3444.745361 Iteration 16Q: 3 clusters Score -116544.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 457 members Mstep: Class 2 contains 581 members Entering Unmasked Estep Score: -116671.765625 Penalty: 3444.745361 Iteration 17Q: 3 clusters Score -116671.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 575 members Entering Unmasked Estep Score: -116944.265625 Penalty: 3444.745361 Iteration 18Q: 3 clusters Score -116944.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 466 members Mstep: Class 2 contains 572 members Entering Unmasked Estep Score: -117306.890625 Penalty: 3444.745361 Iteration 19Q: 3 clusters Score -117306.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 470 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -117319.210938 Penalty: 3444.745361 Iteration 20F: 3 clusters Score -117319.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 566 members Entering Unmasked Estep Score: -117386.335938 Penalty: 3444.745361 Iteration 21Q: 3 clusters Score -117386.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -117412.335938 Penalty: 3444.745361 Iteration 22Q: 3 clusters Score -117412.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -117417.859375 Penalty: 3444.745361 Iteration 23Q: 3 clusters Score -117417.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 560 members Entering Unmasked Estep Score: -117417.859375 Penalty: 3444.745361 Iteration 24F: 3 clusters Score -117417.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 52796 members Mstep: Class 3 contains 1766 members Mstep: Class 4 contains 1873 members Mstep: Class 5 contains 560 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 26110 members Mstep: Class 10 contains 5295 members Mstep: Class 11 contains 478 members Mstep: Class 12 contains 784 members Mstep: Class 13 contains 19903 members Mstep: Class 14 contains 44264 members Mstep: Class 16 contains 2054 members Mstep: Class 17 contains 8897 members Mstep: Class 18 contains 83190 members Mstep: Class 21 contains 9599 members Mstep: Class 22 contains 179556 members Mstep: Class 23 contains 5441 members Mstep: Class 24 contains 877 members Entering Unmasked Estep Score: -55698932.000000 Penalty: 61288.515625 Splitting cluster 11 changes total score from -55697484.000000 to -55698932.000000 So it's getting split into cluster 5. Entering ConstructFrom: Trying to split cluster 12 (784 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 784 members Entering Unmasked Estep Score: -87157.351562 Penalty: 1652.773438 Iteration 0F: 2 clusters Score -87157.35 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 413 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -85464.828125 Penalty: 3305.546875 Iteration 0F: 3 clusters Score -85464.83 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 427 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -85824.062500 Penalty: 3305.546875 Iteration 1F: 3 clusters Score -85824.06 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 414 members Mstep: Class 2 contains 370 members Entering Unmasked Estep Score: -86081.289062 Penalty: 3305.546875 Iteration 2F: 3 clusters Score -86081.29 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 400 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -86477.210938 Penalty: 3305.546875 Iteration 3F: 3 clusters Score -86477.21 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 384 members Mstep: Class 2 contains 400 members Entering Unmasked Estep Score: -86925.804688 Penalty: 3305.546875 Iteration 4F: 3 clusters Score -86925.8 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -87210.750000 Penalty: 3305.546875 Iteration 5F: 3 clusters Score -87210.75 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 379 members Mstep: Class 2 contains 405 members Entering Unmasked Estep Score: -87374.585938 Penalty: 3305.546875 Iteration 6Q: 3 clusters Score -87374.59 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 372 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -87509.421875 Penalty: 3305.546875 Iteration 7Q: 3 clusters Score -87509.42 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 370 members Mstep: Class 2 contains 414 members Entering Unmasked Estep Score: -87617.367188 Penalty: 3305.546875 Iteration 8Q: 3 clusters Score -87617.37 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -87808.539062 Penalty: 3305.546875 Iteration 9Q: 3 clusters Score -87808.54 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -88252.109375 Penalty: 3305.546875 Iteration 10Q: 3 clusters Score -88252.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -88587.992188 Penalty: 3305.546875 Iteration 11Q: 3 clusters Score -88587.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 391 members Mstep: Class 2 contains 393 members Entering Unmasked Estep Score: -88591.578125 Penalty: 3305.546875 Iteration 12Q: 3 clusters Score -88591.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 395 members Entering Unmasked Estep Score: -88596.851562 Penalty: 3305.546875 Iteration 13Q: 3 clusters Score -88596.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 396 members Entering Unmasked Estep Score: -88597.976562 Penalty: 3305.546875 Iteration 14Q: 3 clusters Score -88597.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -88599.492188 Penalty: 3305.546875 Iteration 15Q: 3 clusters Score -88599.49 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -88601.523438 Penalty: 3305.546875 Iteration 16Q: 3 clusters Score -88601.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 398 members Entering Unmasked Estep Score: -88601.523438 Penalty: 3305.546875 Iteration 17F: 3 clusters Score -88601.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 52796 members Mstep: Class 3 contains 1766 members Mstep: Class 4 contains 1873 members Mstep: Class 5 contains 560 members Mstep: Class 6 contains 398 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 26110 members Mstep: Class 10 contains 5295 members Mstep: Class 11 contains 478 members Mstep: Class 12 contains 386 members Mstep: Class 13 contains 19903 members Mstep: Class 14 contains 44264 members Mstep: Class 16 contains 2054 members Mstep: Class 17 contains 8897 members Mstep: Class 18 contains 83190 members Mstep: Class 21 contains 9599 members Mstep: Class 22 contains 179556 members Mstep: Class 23 contains 5441 members Mstep: Class 24 contains 877 members Entering Unmasked Estep Score: -55698844.000000 Penalty: 64514.226562 Splitting cluster 12 changes total score from -55697484.000000 to -55698844.000000 So it's getting split into cluster 6. Entering ConstructFrom: Trying to split cluster 13 (19903 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19903 members Entering Unmasked Estep Score: -2461902.500000 Penalty: 2454.859131 Iteration 0F: 2 clusters Score -2461902 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10097 members Mstep: Class 2 contains 9806 members Entering Unmasked Estep Score: -2447835.250000 Penalty: 4909.718262 Iteration 0F: 3 clusters Score -2447835 nChanged 8832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10509 members Mstep: Class 2 contains 9394 members Entering Unmasked Estep Score: -2453206.500000 Penalty: 4909.718262 Iteration 1F: 3 clusters Score -2453206 nChanged 1348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10453 members Mstep: Class 2 contains 9450 members Entering Unmasked Estep Score: -2454192.000000 Penalty: 4909.718262 Iteration 2F: 3 clusters Score -2454192 nChanged 1393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10158 members Mstep: Class 2 contains 9745 members Entering Unmasked Estep Score: -2455141.000000 Penalty: 4909.718262 Iteration 3F: 3 clusters Score -2455141 nChanged 1411 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9643 members Mstep: Class 2 contains 10260 members Entering Unmasked Estep Score: -2456051.000000 Penalty: 4909.718262 Iteration 4F: 3 clusters Score -2456051 nChanged 1394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8991 members Mstep: Class 2 contains 10912 members Entering Unmasked Estep Score: -2456894.250000 Penalty: 4909.718262 Iteration 5F: 3 clusters Score -2456894 nChanged 1231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8280 members Mstep: Class 2 contains 11623 members Entering Unmasked Estep Score: -2457622.750000 Penalty: 4909.718262 Iteration 6F: 3 clusters Score -2457623 nChanged 1089 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7553 members Mstep: Class 2 contains 12350 members Entering Unmasked Estep Score: -2458208.500000 Penalty: 4909.718262 Iteration 7F: 3 clusters Score -2458208 nChanged 850 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6895 members Mstep: Class 2 contains 13008 members Entering Unmasked Estep Score: -2458612.500000 Penalty: 4909.718262 Iteration 8Q: 3 clusters Score -2458612 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6278 members Mstep: Class 2 contains 13625 members Entering Unmasked Estep Score: -2458931.250000 Penalty: 4909.718262 Iteration 9Q: 3 clusters Score -2458931 nChanged 591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5731 members Mstep: Class 2 contains 14172 members Entering Unmasked Estep Score: -2459205.500000 Penalty: 4909.718262 Iteration 10Q: 3 clusters Score -2459206 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5231 members Mstep: Class 2 contains 14672 members Entering Unmasked Estep Score: -2459423.000000 Penalty: 4909.718262 Iteration 11Q: 3 clusters Score -2459423 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4788 members Mstep: Class 2 contains 15115 members Entering Unmasked Estep Score: -2459612.500000 Penalty: 4909.718262 Iteration 12Q: 3 clusters Score -2459612 nChanged 424 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4370 members Mstep: Class 2 contains 15533 members Entering Unmasked Estep Score: -2459791.250000 Penalty: 4909.718262 Iteration 13Q: 3 clusters Score -2459791 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4002 members Mstep: Class 2 contains 15901 members Entering Unmasked Estep Score: -2459941.000000 Penalty: 4909.718262 Iteration 14Q: 3 clusters Score -2459941 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3677 members Mstep: Class 2 contains 16226 members Entering Unmasked Estep Score: -2460068.000000 Penalty: 4909.718262 Iteration 15Q: 3 clusters Score -2460068 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3382 members Mstep: Class 2 contains 16521 members Entering Unmasked Estep Score: -2460190.000000 Penalty: 4909.718262 Iteration 16Q: 3 clusters Score -2460190 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 16814 members Entering Unmasked Estep Score: -2460326.250000 Penalty: 4909.718262 Iteration 17Q: 3 clusters Score -2460326 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2836 members Mstep: Class 2 contains 17067 members Entering Unmasked Estep Score: -2460433.250000 Penalty: 4909.718262 Iteration 18Q: 3 clusters Score -2460433 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2616 members Mstep: Class 2 contains 17287 members Entering Unmasked Estep Score: -2460538.750000 Penalty: 4909.718262 Iteration 19Q: 3 clusters Score -2460539 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2410 members Mstep: Class 2 contains 17493 members Entering Unmasked Estep Score: -2460630.250000 Penalty: 4909.718262 Iteration 20F: 3 clusters Score -2460630 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 17689 members Entering Unmasked Estep Score: -2460730.000000 Penalty: 4909.718262 Iteration 21Q: 3 clusters Score -2460730 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 17861 members Entering Unmasked Estep Score: -2460796.000000 Penalty: 4909.718262 Iteration 22Q: 3 clusters Score -2460796 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 18022 members Entering Unmasked Estep Score: -2460893.000000 Penalty: 4909.718262 Iteration 23Q: 3 clusters Score -2460893 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 18172 members Entering Unmasked Estep Score: -2461035.750000 Penalty: 4909.718262 Iteration 24Q: 3 clusters Score -2461036 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 18297 members Entering Unmasked Estep Score: -2461175.000000 Penalty: 4909.718262 Iteration 25Q: 3 clusters Score -2461175 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 18402 members Entering Unmasked Estep Score: -2461241.250000 Penalty: 4909.718262 Iteration 26Q: 3 clusters Score -2461241 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 18479 members Entering Unmasked Estep Score: -2461277.750000 Penalty: 4909.718262 Iteration 27Q: 3 clusters Score -2461278 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 18522 members Entering Unmasked Estep Score: -2461307.500000 Penalty: 4909.718262 Iteration 28Q: 3 clusters Score -2461308 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 18556 members Entering Unmasked Estep Score: -2461324.500000 Penalty: 4909.718262 Iteration 29Q: 3 clusters Score -2461324 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 18582 members Entering Unmasked Estep Score: -2461328.500000 Penalty: 4909.718262 Iteration 30Q: 3 clusters Score -2461328 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 18602 members Entering Unmasked Estep Score: -2461331.500000 Penalty: 4909.718262 Iteration 31Q: 3 clusters Score -2461332 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1291 members Mstep: Class 2 contains 18612 members Entering Unmasked Estep Score: -2461333.250000 Penalty: 4909.718262 Iteration 32Q: 3 clusters Score -2461333 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1282 members Mstep: Class 2 contains 18621 members Entering Unmasked Estep Score: -2461335.750000 Penalty: 4909.718262 Iteration 33Q: 3 clusters Score -2461336 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 18627 members Entering Unmasked Estep Score: -2461338.750000 Penalty: 4909.718262 Iteration 34Q: 3 clusters Score -2461339 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1270 members Mstep: Class 2 contains 18633 members Entering Unmasked Estep Score: -2461343.500000 Penalty: 4909.718262 Iteration 35Q: 3 clusters Score -2461344 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 18638 members Entering Unmasked Estep Score: -2461349.000000 Penalty: 4909.718262 Iteration 36Q: 3 clusters Score -2461349 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1265 members Mstep: Class 2 contains 18638 members Entering Unmasked Estep Score: -2461348.750000 Penalty: 4909.718262 Iteration 37Q: 3 clusters Score -2461349 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1261 members Mstep: Class 2 contains 18642 members Entering Unmasked Estep Score: -2461353.500000 Penalty: 4909.718262 Iteration 38Q: 3 clusters Score -2461354 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 18646 members Entering Unmasked Estep Score: -2461351.000000 Penalty: 4909.718262 Iteration 39Q: 3 clusters Score -2461351 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 18646 members Entering Unmasked Estep Score: -2461351.000000 Penalty: 4909.718262 Iteration 40F: 3 clusters Score -2461351 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (44264 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44264 members Entering Unmasked Estep Score: -5678839.500000 Penalty: 2653.085938 Iteration 0F: 2 clusters Score -5678840 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22018 members Mstep: Class 2 contains 22246 members Entering Unmasked Estep Score: -5649043.000000 Penalty: 5306.171875 Iteration 0F: 3 clusters Score -5649043 nChanged 20288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21094 members Mstep: Class 2 contains 23170 members Entering Unmasked Estep Score: -5660232.500000 Penalty: 5306.171875 Iteration 1F: 3 clusters Score -5660232 nChanged 2115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20525 members Mstep: Class 2 contains 23739 members Entering Unmasked Estep Score: -5661300.500000 Penalty: 5306.171875 Iteration 2Q: 3 clusters Score -5661300 nChanged 2271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19896 members Mstep: Class 2 contains 24368 members Entering Unmasked Estep Score: -5662819.000000 Penalty: 5306.171875 Iteration 3F: 3 clusters Score -5662819 nChanged 2443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19463 members Mstep: Class 2 contains 24801 members Entering Unmasked Estep Score: -5664414.500000 Penalty: 5306.171875 Iteration 4F: 3 clusters Score -5664414 nChanged 2637 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19360 members Mstep: Class 2 contains 24904 members Entering Unmasked Estep Score: -5666171.500000 Penalty: 5306.171875 Iteration 5F: 3 clusters Score -5666172 nChanged 2856 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19596 members Mstep: Class 2 contains 24668 members Entering Unmasked Estep Score: -5668073.000000 Penalty: 5306.171875 Iteration 6F: 3 clusters Score -5668073 nChanged 2836 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20016 members Mstep: Class 2 contains 24248 members Entering Unmasked Estep Score: -5670081.000000 Penalty: 5306.171875 Iteration 7F: 3 clusters Score -5670081 nChanged 2829 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20471 members Mstep: Class 2 contains 23793 members Entering Unmasked Estep Score: -5672660.500000 Penalty: 5306.171875 Iteration 8F: 3 clusters Score -5672660 nChanged 2812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20731 members Mstep: Class 2 contains 23533 members Entering Unmasked Estep Score: -5675636.500000 Penalty: 5306.171875 Iteration 9F: 3 clusters Score -5675636 nChanged 2547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20828 members Mstep: Class 2 contains 23436 members Entering Unmasked Estep Score: -5678309.500000 Penalty: 5306.171875 Iteration 10F: 3 clusters Score -5678310 nChanged 1723 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20723 members Mstep: Class 2 contains 23541 members Entering Unmasked Estep Score: -5679508.000000 Penalty: 5306.171875 Iteration 11Q: 3 clusters Score -5679508 nChanged 923 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20572 members Mstep: Class 2 contains 23692 members Entering Unmasked Estep Score: -5679902.000000 Penalty: 5306.171875 Iteration 12Q: 3 clusters Score -5679902 nChanged 512 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20364 members Mstep: Class 2 contains 23900 members Entering Unmasked Estep Score: -5680035.000000 Penalty: 5306.171875 Iteration 13Q: 3 clusters Score -5680035 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20186 members Mstep: Class 2 contains 24078 members Entering Unmasked Estep Score: -5680093.500000 Penalty: 5306.171875 Iteration 14Q: 3 clusters Score -5680094 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20031 members Mstep: Class 2 contains 24233 members Entering Unmasked Estep Score: -5680127.000000 Penalty: 5306.171875 Iteration 15Q: 3 clusters Score -5680127 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19912 members Mstep: Class 2 contains 24352 members Entering Unmasked Estep Score: -5680143.500000 Penalty: 5306.171875 Iteration 16Q: 3 clusters Score -5680144 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19840 members Mstep: Class 2 contains 24424 members Entering Unmasked Estep Score: -5680169.500000 Penalty: 5306.171875 Iteration 17Q: 3 clusters Score -5680170 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19787 members Mstep: Class 2 contains 24477 members Entering Unmasked Estep Score: -5680166.000000 Penalty: 5306.171875 Iteration 18Q: 3 clusters Score -5680166 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19750 members Mstep: Class 2 contains 24514 members Entering Unmasked Estep Score: -5680165.000000 Penalty: 5306.171875 Iteration 19Q: 3 clusters Score -5680165 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19717 members Mstep: Class 2 contains 24547 members Entering Unmasked Estep Score: -5680160.000000 Penalty: 5306.171875 Iteration 20F: 3 clusters Score -5680160 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19687 members Mstep: Class 2 contains 24577 members Entering Unmasked Estep Score: -5680168.500000 Penalty: 5306.171875 Iteration 21Q: 3 clusters Score -5680168 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19668 members Mstep: Class 2 contains 24596 members Entering Unmasked Estep Score: -5680168.000000 Penalty: 5306.171875 Iteration 22Q: 3 clusters Score -5680168 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19650 members Mstep: Class 2 contains 24614 members Entering Unmasked Estep Score: -5680168.500000 Penalty: 5306.171875 Iteration 23Q: 3 clusters Score -5680168 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19640 members Mstep: Class 2 contains 24624 members Entering Unmasked Estep Score: -5680169.500000 Penalty: 5306.171875 Iteration 24Q: 3 clusters Score -5680170 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19633 members Mstep: Class 2 contains 24631 members Entering Unmasked Estep Score: -5680171.500000 Penalty: 5306.171875 Iteration 25Q: 3 clusters Score -5680172 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19627 members Mstep: Class 2 contains 24637 members Entering Unmasked Estep Score: -5680162.500000 Penalty: 5306.171875 Iteration 26Q: 3 clusters Score -5680162 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19624 members Mstep: Class 2 contains 24640 members Entering Unmasked Estep Score: -5680163.000000 Penalty: 5306.171875 Iteration 27Q: 3 clusters Score -5680163 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19624 members Mstep: Class 2 contains 24640 members Entering Unmasked Estep Score: -5680163.000000 Penalty: 5306.171875 Iteration 28F: 3 clusters Score -5680163 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 52796 members Mstep: Class 3 contains 1766 members Mstep: Class 4 contains 1873 members Mstep: Class 5 contains 560 members Mstep: Class 6 contains 398 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 26110 members Mstep: Class 9 contains 24640 members Mstep: Class 10 contains 5295 members Mstep: Class 11 contains 478 members Mstep: Class 12 contains 386 members Mstep: Class 13 contains 19903 members Mstep: Class 14 contains 19624 members Mstep: Class 16 contains 2054 members Mstep: Class 17 contains 8897 members Mstep: Class 18 contains 83190 members Mstep: Class 21 contains 9599 members Mstep: Class 22 contains 179556 members Mstep: Class 23 contains 5441 members Mstep: Class 24 contains 877 members Entering Unmasked Estep Score: -55699716.000000 Penalty: 67739.937500 Splitting cluster 14 changes total score from -55697484.000000 to -55699716.000000 So it's getting split into cluster 9. Entering ConstructFrom: Trying to split cluster 16 (2054 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2054 members Entering Unmasked Estep Score: -258274.328125 Penalty: 1891.630981 Iteration 0F: 2 clusters Score -258274.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1020 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -255603.234375 Penalty: 3783.261963 Iteration 0F: 3 clusters Score -255603.2 nChanged 731 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -256278.062500 Penalty: 3783.261963 Iteration 1F: 3 clusters Score -256278.1 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 1241 members Entering Unmasked Estep Score: -256611.656250 Penalty: 3783.261963 Iteration 2F: 3 clusters Score -256611.7 nChanged 190 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -257644.531250 Penalty: 3783.261963 Iteration 3F: 3 clusters Score -257644.5 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -258583.937500 Penalty: 3783.261963 Iteration 4F: 3 clusters Score -258583.9 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -258969.531250 Penalty: 3783.261963 Iteration 5F: 3 clusters Score -258969.5 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 1774 members Entering Unmasked Estep Score: -259087.671875 Penalty: 3783.261963 Iteration 6Q: 3 clusters Score -259087.7 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -259134.921875 Penalty: 3783.261963 Iteration 7Q: 3 clusters Score -259134.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 1815 members Entering Unmasked Estep Score: -259171.390625 Penalty: 3783.261963 Iteration 8Q: 3 clusters Score -259171.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -259196.484375 Penalty: 3783.261963 Iteration 9Q: 3 clusters Score -259196.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 1830 members Entering Unmasked Estep Score: -259205.828125 Penalty: 3783.261963 Iteration 10Q: 3 clusters Score -259205.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -259206.812500 Penalty: 3783.261963 Iteration 11Q: 3 clusters Score -259206.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 1831 members Entering Unmasked Estep Score: -259206.812500 Penalty: 3783.261963 Iteration 12F: 3 clusters Score -259206.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 52796 members Mstep: Class 3 contains 1766 members Mstep: Class 4 contains 1873 members Mstep: Class 5 contains 560 members Mstep: Class 6 contains 398 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 26110 members Mstep: Class 9 contains 24640 members Mstep: Class 10 contains 5295 members Mstep: Class 11 contains 478 members Mstep: Class 12 contains 386 members Mstep: Class 13 contains 19903 members Mstep: Class 14 contains 19624 members Mstep: Class 15 contains 1831 members Mstep: Class 16 contains 223 members Mstep: Class 17 contains 8897 members Mstep: Class 18 contains 83190 members Mstep: Class 21 contains 9599 members Mstep: Class 22 contains 179556 members Mstep: Class 23 contains 5441 members Mstep: Class 24 contains 877 members Entering Unmasked Estep Score: -55699364.000000 Penalty: 70965.648438 Splitting cluster 16 changes total score from -55697484.000000 to -55699364.000000 So it's getting split into cluster 15. Entering ConstructFrom: Trying to split cluster 17 (8897 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8897 members Entering Unmasked Estep Score: -1149694.500000 Penalty: 2255.180420 Iteration 0F: 2 clusters Score -1149694 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4491 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -1142668.250000 Penalty: 4510.360840 Iteration 0F: 3 clusters Score -1142668 nChanged 3700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 4308 members Entering Unmasked Estep Score: -1144717.750000 Penalty: 4510.360840 Iteration 1F: 3 clusters Score -1144718 nChanged 564 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4647 members Mstep: Class 2 contains 4250 members Entering Unmasked Estep Score: -1144967.750000 Penalty: 4510.360840 Iteration 2F: 3 clusters Score -1144968 nChanged 394 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4725 members Mstep: Class 2 contains 4172 members Entering Unmasked Estep Score: -1145128.000000 Penalty: 4510.360840 Iteration 3Q: 3 clusters Score -1145128 nChanged 324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4805 members Mstep: Class 2 contains 4092 members Entering Unmasked Estep Score: -1145257.875000 Penalty: 4510.360840 Iteration 4Q: 3 clusters Score -1145258 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4893 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -1145352.875000 Penalty: 4510.360840 Iteration 5Q: 3 clusters Score -1145353 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5034 members Mstep: Class 2 contains 3863 members Entering Unmasked Estep Score: -1145447.625000 Penalty: 4510.360840 Iteration 6Q: 3 clusters Score -1145448 nChanged 231 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5179 members Mstep: Class 2 contains 3718 members Entering Unmasked Estep Score: -1145538.125000 Penalty: 4510.360840 Iteration 7Q: 3 clusters Score -1145538 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5359 members Mstep: Class 2 contains 3538 members Entering Unmasked Estep Score: -1145627.750000 Penalty: 4510.360840 Iteration 8Q: 3 clusters Score -1145628 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5540 members Mstep: Class 2 contains 3357 members Entering Unmasked Estep Score: -1145716.750000 Penalty: 4510.360840 Iteration 9Q: 3 clusters Score -1145717 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5739 members Mstep: Class 2 contains 3158 members Entering Unmasked Estep Score: -1145824.375000 Penalty: 4510.360840 Iteration 10Q: 3 clusters Score -1145824 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6017 members Mstep: Class 2 contains 2880 members Entering Unmasked Estep Score: -1145978.625000 Penalty: 4510.360840 Iteration 11Q: 3 clusters Score -1145979 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6296 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -1146137.750000 Penalty: 4510.360840 Iteration 12Q: 3 clusters Score -1146138 nChanged 296 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6574 members Mstep: Class 2 contains 2323 members Entering Unmasked Estep Score: -1146317.625000 Penalty: 4510.360840 Iteration 13Q: 3 clusters Score -1146318 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6890 members Mstep: Class 2 contains 2007 members Entering Unmasked Estep Score: -1146530.000000 Penalty: 4510.360840 Iteration 14Q: 3 clusters Score -1146530 nChanged 312 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7196 members Mstep: Class 2 contains 1701 members Entering Unmasked Estep Score: -1146758.500000 Penalty: 4510.360840 Iteration 15Q: 3 clusters Score -1146758 nChanged 303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7487 members Mstep: Class 2 contains 1410 members Entering Unmasked Estep Score: -1146983.250000 Penalty: 4510.360840 Iteration 16Q: 3 clusters Score -1146983 nChanged 243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7716 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -1147175.625000 Penalty: 4510.360840 Iteration 17Q: 3 clusters Score -1147176 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7904 members Mstep: Class 2 contains 993 members Entering Unmasked Estep Score: -1147344.750000 Penalty: 4510.360840 Iteration 18Q: 3 clusters Score -1147345 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8061 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -1147487.875000 Penalty: 4510.360840 Iteration 19Q: 3 clusters Score -1147488 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8161 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -1147563.875000 Penalty: 4510.360840 Iteration 20F: 3 clusters Score -1147564 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8224 members Mstep: Class 2 contains 673 members Entering Unmasked Estep Score: -1147612.375000 Penalty: 4510.360840 Iteration 21Q: 3 clusters Score -1147612 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8271 members Mstep: Class 2 contains 626 members Entering Unmasked Estep Score: -1147649.875000 Penalty: 4510.360840 Iteration 22Q: 3 clusters Score -1147650 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8304 members Mstep: Class 2 contains 593 members Entering Unmasked Estep Score: -1147678.875000 Penalty: 4510.360840 Iteration 23Q: 3 clusters Score -1147679 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8330 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -1147703.000000 Penalty: 4510.360840 Iteration 24Q: 3 clusters Score -1147703 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8349 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -1147720.500000 Penalty: 4510.360840 Iteration 25Q: 3 clusters Score -1147720 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8364 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -1147735.250000 Penalty: 4510.360840 Iteration 26Q: 3 clusters Score -1147735 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8374 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -1147750.000000 Penalty: 4510.360840 Iteration 27Q: 3 clusters Score -1147750 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8384 members Mstep: Class 2 contains 513 members Entering Unmasked Estep Score: -1147758.500000 Penalty: 4510.360840 Iteration 28Q: 3 clusters Score -1147758 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8393 members Mstep: Class 2 contains 504 members Entering Unmasked Estep Score: -1147766.750000 Penalty: 4510.360840 Iteration 29Q: 3 clusters Score -1147767 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8404 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -1147775.750000 Penalty: 4510.360840 Iteration 30Q: 3 clusters Score -1147776 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8412 members Mstep: Class 2 contains 485 members Entering Unmasked Estep Score: -1147783.875000 Penalty: 4510.360840 Iteration 31Q: 3 clusters Score -1147784 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8419 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -1147788.750000 Penalty: 4510.360840 Iteration 32Q: 3 clusters Score -1147789 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8426 members Mstep: Class 2 contains 471 members Entering Unmasked Estep Score: -1147792.375000 Penalty: 4510.360840 Iteration 33Q: 3 clusters Score -1147792 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8433 members Mstep: Class 2 contains 464 members Entering Unmasked Estep Score: -1147799.875000 Penalty: 4510.360840 Iteration 34Q: 3 clusters Score -1147800 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8442 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -1147807.000000 Penalty: 4510.360840 Iteration 35Q: 3 clusters Score -1147807 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8449 members Mstep: Class 2 contains 448 members Entering Unmasked Estep Score: -1147811.250000 Penalty: 4510.360840 Iteration 36Q: 3 clusters Score -1147811 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8451 members Mstep: Class 2 contains 446 members Entering Unmasked Estep Score: -1147811.250000 Penalty: 4510.360840 Iteration 37Q: 3 clusters Score -1147811 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8455 members Mstep: Class 2 contains 442 members Entering Unmasked Estep Score: -1147814.125000 Penalty: 4510.360840 Iteration 38Q: 3 clusters Score -1147814 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8457 members Mstep: Class 2 contains 440 members Entering Unmasked Estep Score: -1147817.000000 Penalty: 4510.360840 Iteration 39Q: 3 clusters Score -1147817 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8460 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -1147820.125000 Penalty: 4510.360840 Iteration 40F: 3 clusters Score -1147820 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8462 members Mstep: Class 2 contains 435 members Entering Unmasked Estep Score: -1147822.875000 Penalty: 4510.360840 Iteration 41Q: 3 clusters Score -1147823 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8463 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -1147823.375000 Penalty: 4510.360840 Iteration 42Q: 3 clusters Score -1147823 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8463 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -1147823.375000 Penalty: 4510.360840 Iteration 43F: 3 clusters Score -1147823 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (83190 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83190 members Entering Unmasked Estep Score: -10636142.000000 Penalty: 2809.562744 Iteration 0F: 2 clusters Score -1.063614e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41597 members Mstep: Class 2 contains 41593 members Entering Unmasked Estep Score: -10580355.000000 Penalty: 5619.125488 Iteration 0F: 3 clusters Score -1.058036e+07 nChanged 39009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41370 members Mstep: Class 2 contains 41820 members Entering Unmasked Estep Score: -10602828.000000 Penalty: 5619.125488 Iteration 1F: 3 clusters Score -1.060283e+07 nChanged 3393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41153 members Mstep: Class 2 contains 42037 members Entering Unmasked Estep Score: -10604014.000000 Penalty: 5619.125488 Iteration 2Q: 3 clusters Score -1.060401e+07 nChanged 3471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40744 members Mstep: Class 2 contains 42446 members Entering Unmasked Estep Score: -10605189.000000 Penalty: 5619.125488 Iteration 3Q: 3 clusters Score -1.060519e+07 nChanged 3576 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40114 members Mstep: Class 2 contains 43076 members Entering Unmasked Estep Score: -10606552.000000 Penalty: 5619.125488 Iteration 4Q: 3 clusters Score -1.060655e+07 nChanged 3609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39183 members Mstep: Class 2 contains 44007 members Entering Unmasked Estep Score: -10607820.000000 Penalty: 5619.125488 Iteration 5Q: 3 clusters Score -1.060782e+07 nChanged 3706 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37851 members Mstep: Class 2 contains 45339 members Entering Unmasked Estep Score: -10609316.000000 Penalty: 5619.125488 Iteration 6Q: 3 clusters Score -1.060932e+07 nChanged 3739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36108 members Mstep: Class 2 contains 47082 members Entering Unmasked Estep Score: -10610982.000000 Penalty: 5619.125488 Iteration 7Q: 3 clusters Score -1.061098e+07 nChanged 3887 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33971 members Mstep: Class 2 contains 49219 members Entering Unmasked Estep Score: -10612920.000000 Penalty: 5619.125488 Iteration 8Q: 3 clusters Score -1.061292e+07 nChanged 4111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31472 members Mstep: Class 2 contains 51718 members Entering Unmasked Estep Score: -10615447.000000 Penalty: 5619.125488 Iteration 9Q: 3 clusters Score -1.061545e+07 nChanged 4135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28931 members Mstep: Class 2 contains 54259 members Entering Unmasked Estep Score: -10618012.000000 Penalty: 5619.125488 Iteration 10Q: 3 clusters Score -1.061801e+07 nChanged 3835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26548 members Mstep: Class 2 contains 56642 members Entering Unmasked Estep Score: -10620143.000000 Penalty: 5619.125488 Iteration 11Q: 3 clusters Score -1.062014e+07 nChanged 3073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24489 members Mstep: Class 2 contains 58701 members Entering Unmasked Estep Score: -10621633.000000 Penalty: 5619.125488 Iteration 12Q: 3 clusters Score -1.062163e+07 nChanged 2420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22539 members Mstep: Class 2 contains 60651 members Entering Unmasked Estep Score: -10622735.000000 Penalty: 5619.125488 Iteration 13Q: 3 clusters Score -1.062274e+07 nChanged 2056 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20609 members Mstep: Class 2 contains 62581 members Entering Unmasked Estep Score: -10623579.000000 Penalty: 5619.125488 Iteration 14Q: 3 clusters Score -1.062358e+07 nChanged 2031 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18606 members Mstep: Class 2 contains 64584 members Entering Unmasked Estep Score: -10624428.000000 Penalty: 5619.125488 Iteration 15Q: 3 clusters Score -1.062443e+07 nChanged 2053 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16557 members Mstep: Class 2 contains 66633 members Entering Unmasked Estep Score: -10625371.000000 Penalty: 5619.125488 Iteration 16Q: 3 clusters Score -1.062537e+07 nChanged 2109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14452 members Mstep: Class 2 contains 68738 members Entering Unmasked Estep Score: -10626517.000000 Penalty: 5619.125488 Iteration 17Q: 3 clusters Score -1.062652e+07 nChanged 2164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12288 members Mstep: Class 2 contains 70902 members Entering Unmasked Estep Score: -10627912.000000 Penalty: 5619.125488 Iteration 18Q: 3 clusters Score -1.062791e+07 nChanged 2112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10182 members Mstep: Class 2 contains 73008 members Entering Unmasked Estep Score: -10629293.000000 Penalty: 5619.125488 Iteration 19Q: 3 clusters Score -1.062929e+07 nChanged 1994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8192 members Mstep: Class 2 contains 74998 members Entering Unmasked Estep Score: -10630704.000000 Penalty: 5619.125488 Iteration 20F: 3 clusters Score -1.06307e+07 nChanged 1729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6483 members Mstep: Class 2 contains 76707 members Entering Unmasked Estep Score: -10632118.000000 Penalty: 5619.125488 Iteration 21Q: 3 clusters Score -1.063212e+07 nChanged 1366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5147 members Mstep: Class 2 contains 78043 members Entering Unmasked Estep Score: -10633193.000000 Penalty: 5619.125488 Iteration 22Q: 3 clusters Score -1.063319e+07 nChanged 943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4246 members Mstep: Class 2 contains 78944 members Entering Unmasked Estep Score: -10634085.000000 Penalty: 5619.125488 Iteration 23Q: 3 clusters Score -1.063408e+07 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3650 members Mstep: Class 2 contains 79540 members Entering Unmasked Estep Score: -10634921.000000 Penalty: 5619.125488 Iteration 24Q: 3 clusters Score -1.063492e+07 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3336 members Mstep: Class 2 contains 79854 members Entering Unmasked Estep Score: -10635444.000000 Penalty: 5619.125488 Iteration 25Q: 3 clusters Score -1.063544e+07 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 79975 members Entering Unmasked Estep Score: -10635641.000000 Penalty: 5619.125488 Iteration 26Q: 3 clusters Score -1.063564e+07 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3152 members Mstep: Class 2 contains 80038 members Entering Unmasked Estep Score: -10635714.000000 Penalty: 5619.125488 Iteration 27Q: 3 clusters Score -1.063571e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3119 members Mstep: Class 2 contains 80071 members Entering Unmasked Estep Score: -10635728.000000 Penalty: 5619.125488 Iteration 28Q: 3 clusters Score -1.063573e+07 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 80086 members Entering Unmasked Estep Score: -10635742.000000 Penalty: 5619.125488 Iteration 29Q: 3 clusters Score -1.063574e+07 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3105 members Mstep: Class 2 contains 80085 members Entering Unmasked Estep Score: -10635744.000000 Penalty: 5619.125488 Iteration 30Q: 3 clusters Score -1.063574e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3101 members Mstep: Class 2 contains 80089 members Entering Unmasked Estep Score: -10635759.000000 Penalty: 5619.125488 Iteration 31Q: 3 clusters Score -1.063576e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3093 members Mstep: Class 2 contains 80097 members Entering Unmasked Estep Score: -10635757.000000 Penalty: 5619.125488 Iteration 32Q: 3 clusters Score -1.063576e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3094 members Mstep: Class 2 contains 80096 members Entering Unmasked Estep Score: -10635752.000000 Penalty: 5619.125488 Iteration 33Q: 3 clusters Score -1.063575e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3089 members Mstep: Class 2 contains 80101 members Entering Unmasked Estep Score: -10635753.000000 Penalty: 5619.125488 Iteration 34Q: 3 clusters Score -1.063575e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3077 members Mstep: Class 2 contains 80113 members Entering Unmasked Estep Score: -10635756.000000 Penalty: 5619.125488 Iteration 35Q: 3 clusters Score -1.063576e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 80119 members Entering Unmasked Estep Score: -10635761.000000 Penalty: 5619.125488 Iteration 36Q: 3 clusters Score -1.063576e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 80124 members Entering Unmasked Estep Score: -10635773.000000 Penalty: 5619.125488 Iteration 37Q: 3 clusters Score -1.063577e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3061 members Mstep: Class 2 contains 80129 members Entering Unmasked Estep Score: -10635765.000000 Penalty: 5619.125488 Iteration 38Q: 3 clusters Score -1.063576e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 80132 members Entering Unmasked Estep Score: -10635760.000000 Penalty: 5619.125488 Iteration 39Q: 3 clusters Score -1.063576e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3058 members Mstep: Class 2 contains 80132 members Entering Unmasked Estep Score: -10635768.000000 Penalty: 5619.125488 Iteration 40F: 3 clusters Score -1.063577e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 80133 members Entering Unmasked Estep Score: -10635778.000000 Penalty: 5619.125488 Iteration 41Q: 3 clusters Score -1.063578e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 80131 members Entering Unmasked Estep Score: -10635789.000000 Penalty: 5619.125488 Iteration 42Q: 3 clusters Score -1.063579e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3055 members Mstep: Class 2 contains 80135 members Entering Unmasked Estep Score: -10635787.000000 Penalty: 5619.125488 Iteration 43Q: 3 clusters Score -1.063579e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3056 members Mstep: Class 2 contains 80134 members Entering Unmasked Estep Score: -10635794.000000 Penalty: 5619.125488 Iteration 44Q: 3 clusters Score -1.063579e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 80136 members Entering Unmasked Estep Score: -10635797.000000 Penalty: 5619.125488 Iteration 45Q: 3 clusters Score -1.06358e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3057 members Mstep: Class 2 contains 80133 members Entering Unmasked Estep Score: -10635794.000000 Penalty: 5619.125488 Iteration 46Q: 3 clusters Score -1.063579e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 80130 members Entering Unmasked Estep Score: -10635789.000000 Penalty: 5619.125488 Iteration 47Q: 3 clusters Score -1.063579e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3059 members Mstep: Class 2 contains 80131 members Entering Unmasked Estep Score: -10635796.000000 Penalty: 5619.125488 Iteration 48Q: 3 clusters Score -1.06358e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3060 members Mstep: Class 2 contains 80130 members Entering Unmasked Estep Score: -10635794.000000 Penalty: 5619.125488 Iteration 49Q: 3 clusters Score -1.063579e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3062 members Mstep: Class 2 contains 80128 members Entering Unmasked Estep Score: -10635793.000000 Penalty: 5619.125488 Iteration 50Q: 3 clusters Score -1.063579e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 80127 members Entering Unmasked Estep Score: -10635792.000000 Penalty: 5619.125488 Iteration 51Q: 3 clusters Score -1.063579e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3063 members Mstep: Class 2 contains 80127 members Entering Unmasked Estep Score: -10635792.000000 Penalty: 5619.125488 Iteration 52F: 3 clusters Score -1.063579e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (9599 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9599 members Entering Unmasked Estep Score: -1218081.625000 Penalty: 2274.014893 Iteration 0F: 2 clusters Score -1218082 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 4797 members Entering Unmasked Estep Score: -1210700.750000 Penalty: 4548.029785 Iteration 0F: 3 clusters Score -1210701 nChanged 3949 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4885 members Mstep: Class 2 contains 4714 members Entering Unmasked Estep Score: -1212864.000000 Penalty: 4548.029785 Iteration 1F: 3 clusters Score -1212864 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5040 members Mstep: Class 2 contains 4559 members Entering Unmasked Estep Score: -1213323.750000 Penalty: 4548.029785 Iteration 2F: 3 clusters Score -1213324 nChanged 618 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5234 members Mstep: Class 2 contains 4365 members Entering Unmasked Estep Score: -1213747.625000 Penalty: 4548.029785 Iteration 3F: 3 clusters Score -1213748 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5467 members Mstep: Class 2 contains 4132 members Entering Unmasked Estep Score: -1214198.000000 Penalty: 4548.029785 Iteration 4F: 3 clusters Score -1214198 nChanged 586 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5729 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -1214677.500000 Penalty: 4548.029785 Iteration 5F: 3 clusters Score -1214678 nChanged 617 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6044 members Mstep: Class 2 contains 3555 members Entering Unmasked Estep Score: -1215193.625000 Penalty: 4548.029785 Iteration 6F: 3 clusters Score -1215194 nChanged 581 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6357 members Mstep: Class 2 contains 3242 members Entering Unmasked Estep Score: -1215691.250000 Penalty: 4548.029785 Iteration 7F: 3 clusters Score -1215691 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6594 members Mstep: Class 2 contains 3005 members Entering Unmasked Estep Score: -1216094.750000 Penalty: 4548.029785 Iteration 8F: 3 clusters Score -1216095 nChanged 423 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6779 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -1216444.750000 Penalty: 4548.029785 Iteration 9Q: 3 clusters Score -1216445 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6879 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -1216712.000000 Penalty: 4548.029785 Iteration 10Q: 3 clusters Score -1216712 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6918 members Mstep: Class 2 contains 2681 members Entering Unmasked Estep Score: -1216928.750000 Penalty: 4548.029785 Iteration 11Q: 3 clusters Score -1216929 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6938 members Mstep: Class 2 contains 2661 members Entering Unmasked Estep Score: -1217117.875000 Penalty: 4548.029785 Iteration 12Q: 3 clusters Score -1217118 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6941 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -1217327.750000 Penalty: 4548.029785 Iteration 13Q: 3 clusters Score -1217328 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6921 members Mstep: Class 2 contains 2678 members Entering Unmasked Estep Score: -1217542.000000 Penalty: 4548.029785 Iteration 14Q: 3 clusters Score -1217542 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6908 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -1217740.125000 Penalty: 4548.029785 Iteration 15Q: 3 clusters Score -1217740 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6887 members Mstep: Class 2 contains 2712 members Entering Unmasked Estep Score: -1217881.500000 Penalty: 4548.029785 Iteration 16Q: 3 clusters Score -1217882 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6879 members Mstep: Class 2 contains 2720 members Entering Unmasked Estep Score: -1217961.000000 Penalty: 4548.029785 Iteration 17Q: 3 clusters Score -1217961 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6868 members Mstep: Class 2 contains 2731 members Entering Unmasked Estep Score: -1218024.750000 Penalty: 4548.029785 Iteration 18Q: 3 clusters Score -1218025 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 2742 members Entering Unmasked Estep Score: -1218056.625000 Penalty: 4548.029785 Iteration 19Q: 3 clusters Score -1218057 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6853 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -1218083.125000 Penalty: 4548.029785 Iteration 20F: 3 clusters Score -1218083 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6861 members Mstep: Class 2 contains 2738 members Entering Unmasked Estep Score: -1218111.250000 Penalty: 4548.029785 Iteration 21Q: 3 clusters Score -1218111 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6867 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -1218115.250000 Penalty: 4548.029785 Iteration 22Q: 3 clusters Score -1218115 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6865 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -1218122.000000 Penalty: 4548.029785 Iteration 23Q: 3 clusters Score -1218122 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6865 members Mstep: Class 2 contains 2734 members Entering Unmasked Estep Score: -1218127.125000 Penalty: 4548.029785 Iteration 24Q: 3 clusters Score -1218127 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6866 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -1218128.250000 Penalty: 4548.029785 Iteration 25Q: 3 clusters Score -1218128 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6866 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -1218129.625000 Penalty: 4548.029785 Iteration 26Q: 3 clusters Score -1218130 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6863 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -1218127.875000 Penalty: 4548.029785 Iteration 27Q: 3 clusters Score -1218128 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6863 members Mstep: Class 2 contains 2736 members Entering Unmasked Estep Score: -1218127.875000 Penalty: 4548.029785 Iteration 28F: 3 clusters Score -1218128 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 52796 members Mstep: Class 3 contains 1766 members Mstep: Class 4 contains 1873 members Mstep: Class 5 contains 560 members Mstep: Class 6 contains 398 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 26110 members Mstep: Class 9 contains 24640 members Mstep: Class 10 contains 5295 members Mstep: Class 11 contains 478 members Mstep: Class 12 contains 386 members Mstep: Class 13 contains 19903 members Mstep: Class 14 contains 19624 members Mstep: Class 15 contains 1831 members Mstep: Class 16 contains 223 members Mstep: Class 17 contains 8897 members Mstep: Class 18 contains 83190 members Mstep: Class 19 contains 2736 members Mstep: Class 21 contains 6863 members Mstep: Class 22 contains 179556 members Mstep: Class 23 contains 5441 members Mstep: Class 24 contains 877 members Entering Unmasked Estep Score: -55698548.000000 Penalty: 74191.359375 Splitting cluster 21 changes total score from -55697484.000000 to -55698548.000000 So it's getting split into cluster 19. Entering ConstructFrom: Trying to split cluster 22 (179556 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179556 members Entering Unmasked Estep Score: -22646126.000000 Penalty: 3000.364258 Iteration 0F: 2 clusters Score -2.264613e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 89677 members Mstep: Class 2 contains 89879 members Entering Unmasked Estep Score: -22526032.000000 Penalty: 6000.728516 Iteration 0F: 3 clusters Score -2.252603e+07 nChanged 86303 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 88412 members Mstep: Class 2 contains 91144 members Entering Unmasked Estep Score: -22575584.000000 Penalty: 6000.728516 Iteration 1F: 3 clusters Score -2.257558e+07 nChanged 4491 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 87457 members Mstep: Class 2 contains 92099 members Entering Unmasked Estep Score: -22576226.000000 Penalty: 6000.728516 Iteration 2Q: 3 clusters Score -2.257623e+07 nChanged 4499 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85980 members Mstep: Class 2 contains 93576 members Entering Unmasked Estep Score: -22577204.000000 Penalty: 6000.728516 Iteration 3Q: 3 clusters Score -2.25772e+07 nChanged 4848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 83746 members Mstep: Class 2 contains 95810 members Entering Unmasked Estep Score: -22578240.000000 Penalty: 6000.728516 Iteration 4Q: 3 clusters Score -2.257824e+07 nChanged 5465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 80361 members Mstep: Class 2 contains 99195 members Entering Unmasked Estep Score: -22579836.000000 Penalty: 6000.728516 Iteration 5Q: 3 clusters Score -2.257984e+07 nChanged 6640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75351 members Mstep: Class 2 contains 104205 members Entering Unmasked Estep Score: -22581912.000000 Penalty: 6000.728516 Iteration 6Q: 3 clusters Score -2.258191e+07 nChanged 8501 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 67828 members Mstep: Class 2 contains 111728 members Entering Unmasked Estep Score: -22585752.000000 Penalty: 6000.728516 Iteration 7Q: 3 clusters Score -2.258575e+07 nChanged 11273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57051 members Mstep: Class 2 contains 122505 members Entering Unmasked Estep Score: -22592554.000000 Penalty: 6000.728516 Iteration 8F: 3 clusters Score -2.259255e+07 nChanged 14274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42917 members Mstep: Class 2 contains 136639 members Entering Unmasked Estep Score: -22603790.000000 Penalty: 6000.728516 Iteration 9F: 3 clusters Score -2.260379e+07 nChanged 15943 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26990 members Mstep: Class 2 contains 152566 members Entering Unmasked Estep Score: -22618522.000000 Penalty: 6000.728516 Iteration 10F: 3 clusters Score -2.261852e+07 nChanged 13475 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13517 members Mstep: Class 2 contains 166039 members Entering Unmasked Estep Score: -22631728.000000 Penalty: 6000.728516 Iteration 11F: 3 clusters Score -2.263173e+07 nChanged 7859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5658 members Mstep: Class 2 contains 173898 members Entering Unmasked Estep Score: -22639412.000000 Penalty: 6000.728516 Iteration 12Q: 3 clusters Score -2.263941e+07 nChanged 3093 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2569 members Mstep: Class 2 contains 176987 members Entering Unmasked Estep Score: -22642432.000000 Penalty: 6000.728516 Iteration 13Q: 3 clusters Score -2.264243e+07 nChanged 946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1691 members Mstep: Class 2 contains 177865 members Entering Unmasked Estep Score: -22643844.000000 Penalty: 6000.728516 Iteration 14Q: 3 clusters Score -2.264384e+07 nChanged 426 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 178057 members Entering Unmasked Estep Score: -22644416.000000 Penalty: 6000.728516 Iteration 15Q: 3 clusters Score -2.264442e+07 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 178093 members Entering Unmasked Estep Score: -22644612.000000 Penalty: 6000.728516 Iteration 16Q: 3 clusters Score -2.264461e+07 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1454 members Mstep: Class 2 contains 178102 members Entering Unmasked Estep Score: -22644696.000000 Penalty: 6000.728516 Iteration 17Q: 3 clusters Score -2.26447e+07 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 178127 members Entering Unmasked Estep Score: -22644750.000000 Penalty: 6000.728516 Iteration 18Q: 3 clusters Score -2.264475e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 178129 members Entering Unmasked Estep Score: -22644772.000000 Penalty: 6000.728516 Iteration 19Q: 3 clusters Score -2.264477e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1430 members Mstep: Class 2 contains 178126 members Entering Unmasked Estep Score: -22644800.000000 Penalty: 6000.728516 Iteration 20F: 3 clusters Score -2.26448e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1428 members Mstep: Class 2 contains 178128 members Entering Unmasked Estep Score: -22644812.000000 Penalty: 6000.728516 Iteration 21Q: 3 clusters Score -2.264481e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1425 members Mstep: Class 2 contains 178131 members Entering Unmasked Estep Score: -22644816.000000 Penalty: 6000.728516 Iteration 22Q: 3 clusters Score -2.264482e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 178134 members Entering Unmasked Estep Score: -22644814.000000 Penalty: 6000.728516 Iteration 23Q: 3 clusters Score -2.264481e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 178134 members Entering Unmasked Estep Score: -22644810.000000 Penalty: 6000.728516 Iteration 24Q: 3 clusters Score -2.264481e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 178136 members Entering Unmasked Estep Score: -22644816.000000 Penalty: 6000.728516 Iteration 25Q: 3 clusters Score -2.264482e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 178136 members Entering Unmasked Estep Score: -22644816.000000 Penalty: 6000.728516 Iteration 26F: 3 clusters Score -2.264482e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (5441 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5441 members Entering Unmasked Estep Score: -704723.750000 Penalty: 2133.226074 Iteration 0F: 2 clusters Score -704723.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2673 members Mstep: Class 2 contains 2768 members Entering Unmasked Estep Score: -699913.437500 Penalty: 4266.452148 Iteration 0F: 3 clusters Score -699913.4 nChanged 2103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 2905 members Entering Unmasked Estep Score: -701136.625000 Penalty: 4266.452148 Iteration 1F: 3 clusters Score -701136.6 nChanged 399 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2461 members Mstep: Class 2 contains 2980 members Entering Unmasked Estep Score: -701366.125000 Penalty: 4266.452148 Iteration 2F: 3 clusters Score -701366.1 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 3060 members Entering Unmasked Estep Score: -701507.000000 Penalty: 4266.452148 Iteration 3Q: 3 clusters Score -701507 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2322 members Mstep: Class 2 contains 3119 members Entering Unmasked Estep Score: -701605.562500 Penalty: 4266.452148 Iteration 4Q: 3 clusters Score -701605.6 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 3188 members Entering Unmasked Estep Score: -701692.750000 Penalty: 4266.452148 Iteration 5Q: 3 clusters Score -701692.8 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2179 members Mstep: Class 2 contains 3262 members Entering Unmasked Estep Score: -701756.562500 Penalty: 4266.452148 Iteration 6Q: 3 clusters Score -701756.6 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 3333 members Entering Unmasked Estep Score: -701814.187500 Penalty: 4266.452148 Iteration 7Q: 3 clusters Score -701814.2 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 3398 members Entering Unmasked Estep Score: -701866.500000 Penalty: 4266.452148 Iteration 8Q: 3 clusters Score -701866.5 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1972 members Mstep: Class 2 contains 3469 members Entering Unmasked Estep Score: -701913.625000 Penalty: 4266.452148 Iteration 9Q: 3 clusters Score -701913.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1897 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -701965.000000 Penalty: 4266.452148 Iteration 10Q: 3 clusters Score -701965 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 3619 members Entering Unmasked Estep Score: -702003.000000 Penalty: 4266.452148 Iteration 11Q: 3 clusters Score -702003 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1756 members Mstep: Class 2 contains 3685 members Entering Unmasked Estep Score: -702047.437500 Penalty: 4266.452148 Iteration 12Q: 3 clusters Score -702047.4 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1687 members Mstep: Class 2 contains 3754 members Entering Unmasked Estep Score: -702092.625000 Penalty: 4266.452148 Iteration 13Q: 3 clusters Score -702092.6 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1610 members Mstep: Class 2 contains 3831 members Entering Unmasked Estep Score: -702138.562500 Penalty: 4266.452148 Iteration 14Q: 3 clusters Score -702138.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1531 members Mstep: Class 2 contains 3910 members Entering Unmasked Estep Score: -702186.875000 Penalty: 4266.452148 Iteration 15Q: 3 clusters Score -702186.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 3996 members Entering Unmasked Estep Score: -702245.812500 Penalty: 4266.452148 Iteration 16Q: 3 clusters Score -702245.8 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1365 members Mstep: Class 2 contains 4076 members Entering Unmasked Estep Score: -702299.687500 Penalty: 4266.452148 Iteration 17Q: 3 clusters Score -702299.7 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 4147 members Entering Unmasked Estep Score: -702343.937500 Penalty: 4266.452148 Iteration 18Q: 3 clusters Score -702343.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 4217 members Entering Unmasked Estep Score: -702382.625000 Penalty: 4266.452148 Iteration 19Q: 3 clusters Score -702382.6 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 4275 members Entering Unmasked Estep Score: -702417.062500 Penalty: 4266.452148 Iteration 20F: 3 clusters Score -702417.1 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1101 members Mstep: Class 2 contains 4340 members Entering Unmasked Estep Score: -702449.000000 Penalty: 4266.452148 Iteration 21Q: 3 clusters Score -702449 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1043 members Mstep: Class 2 contains 4398 members Entering Unmasked Estep Score: -702483.875000 Penalty: 4266.452148 Iteration 22Q: 3 clusters Score -702483.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 993 members Mstep: Class 2 contains 4448 members Entering Unmasked Estep Score: -702512.062500 Penalty: 4266.452148 Iteration 23Q: 3 clusters Score -702512.1 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 4490 members Entering Unmasked Estep Score: -702540.125000 Penalty: 4266.452148 Iteration 24Q: 3 clusters Score -702540.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 4538 members Entering Unmasked Estep Score: -702571.500000 Penalty: 4266.452148 Iteration 25Q: 3 clusters Score -702571.5 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -702602.375000 Penalty: 4266.452148 Iteration 26Q: 3 clusters Score -702602.4 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 4623 members Entering Unmasked Estep Score: -702634.562500 Penalty: 4266.452148 Iteration 27Q: 3 clusters Score -702634.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 785 members Mstep: Class 2 contains 4656 members Entering Unmasked Estep Score: -702659.375000 Penalty: 4266.452148 Iteration 28Q: 3 clusters Score -702659.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 4687 members Entering Unmasked Estep Score: -702681.187500 Penalty: 4266.452148 Iteration 29Q: 3 clusters Score -702681.2 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 723 members Mstep: Class 2 contains 4718 members Entering Unmasked Estep Score: -702700.125000 Penalty: 4266.452148 Iteration 30Q: 3 clusters Score -702700.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 701 members Mstep: Class 2 contains 4740 members Entering Unmasked Estep Score: -702715.437500 Penalty: 4266.452148 Iteration 31Q: 3 clusters Score -702715.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 4759 members Entering Unmasked Estep Score: -702728.437500 Penalty: 4266.452148 Iteration 32Q: 3 clusters Score -702728.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -702736.562500 Penalty: 4266.452148 Iteration 33Q: 3 clusters Score -702736.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 4777 members Entering Unmasked Estep Score: -702740.062500 Penalty: 4266.452148 Iteration 34Q: 3 clusters Score -702740.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 4787 members Entering Unmasked Estep Score: -702743.687500 Penalty: 4266.452148 Iteration 35Q: 3 clusters Score -702743.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 4789 members Entering Unmasked Estep Score: -702746.375000 Penalty: 4266.452148 Iteration 36Q: 3 clusters Score -702746.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 4796 members Entering Unmasked Estep Score: -702752.812500 Penalty: 4266.452148 Iteration 37Q: 3 clusters Score -702752.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 4803 members Entering Unmasked Estep Score: -702758.125000 Penalty: 4266.452148 Iteration 38Q: 3 clusters Score -702758.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 635 members Mstep: Class 2 contains 4806 members Entering Unmasked Estep Score: -702758.500000 Penalty: 4266.452148 Iteration 39Q: 3 clusters Score -702758.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 631 members Mstep: Class 2 contains 4810 members Entering Unmasked Estep Score: -702761.250000 Penalty: 4266.452148 Iteration 40F: 3 clusters Score -702761.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 4814 members Entering Unmasked Estep Score: -702763.250000 Penalty: 4266.452148 Iteration 41Q: 3 clusters Score -702763.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 4816 members Entering Unmasked Estep Score: -702765.250000 Penalty: 4266.452148 Iteration 42Q: 3 clusters Score -702765.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 4818 members Entering Unmasked Estep Score: -702766.500000 Penalty: 4266.452148 Iteration 43Q: 3 clusters Score -702766.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 4820 members Entering Unmasked Estep Score: -702768.125000 Penalty: 4266.452148 Iteration 44Q: 3 clusters Score -702768.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 4821 members Entering Unmasked Estep Score: -702768.687500 Penalty: 4266.452148 Iteration 45Q: 3 clusters Score -702768.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -702769.562500 Penalty: 4266.452148 Iteration 46Q: 3 clusters Score -702769.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 4822 members Entering Unmasked Estep Score: -702769.562500 Penalty: 4266.452148 Iteration 47F: 3 clusters Score -702769.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (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: -91432.218750 Penalty: 1680.573730 Iteration 0F: 2 clusters Score -91432.22 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 444 members Mstep: Class 2 contains 433 members Entering Unmasked Estep Score: -89692.296875 Penalty: 3361.147461 Iteration 0F: 3 clusters Score -89692.3 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 488 members Entering Unmasked Estep Score: -90458.453125 Penalty: 3361.147461 Iteration 1F: 3 clusters Score -90458.45 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 357 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -91152.882812 Penalty: 3361.147461 Iteration 2F: 3 clusters Score -91152.88 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -91645.953125 Penalty: 3361.147461 Iteration 3F: 3 clusters Score -91645.95 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 365 members Mstep: Class 2 contains 512 members Entering Unmasked Estep Score: -92103.843750 Penalty: 3361.147461 Iteration 4F: 3 clusters Score -92103.84 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 362 members Mstep: Class 2 contains 515 members Entering Unmasked Estep Score: -92583.617188 Penalty: 3361.147461 Iteration 5Q: 3 clusters Score -92583.62 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 355 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -92619.062500 Penalty: 3361.147461 Iteration 6Q: 3 clusters Score -92619.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 530 members Entering Unmasked Estep Score: -92672.953125 Penalty: 3361.147461 Iteration 7Q: 3 clusters Score -92672.95 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 536 members Entering Unmasked Estep Score: -92711.250000 Penalty: 3361.147461 Iteration 8Q: 3 clusters Score -92711.25 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 338 members Mstep: Class 2 contains 539 members Entering Unmasked Estep Score: -92723.531250 Penalty: 3361.147461 Iteration 9Q: 3 clusters Score -92723.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 335 members Mstep: Class 2 contains 542 members Entering Unmasked Estep Score: -92739.265625 Penalty: 3361.147461 Iteration 10Q: 3 clusters Score -92739.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -92765.085938 Penalty: 3361.147461 Iteration 11Q: 3 clusters Score -92765.09 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 331 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -92769.781250 Penalty: 3361.147461 Iteration 12F: 3 clusters Score -92769.78 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 548 members Entering Unmasked Estep Score: -92783.078125 Penalty: 3361.147461 Iteration 13Q: 3 clusters Score -92783.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 327 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -92790.546875 Penalty: 3361.147461 Iteration 14Q: 3 clusters Score -92790.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 553 members Entering Unmasked Estep Score: -92797.617188 Penalty: 3361.147461 Iteration 15Q: 3 clusters Score -92797.62 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 323 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -92799.992188 Penalty: 3361.147461 Iteration 16Q: 3 clusters Score -92799.99 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -92801.539062 Penalty: 3361.147461 Iteration 17Q: 3 clusters Score -92801.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 322 members Mstep: Class 2 contains 555 members Entering Unmasked Estep Score: -92801.539062 Penalty: 3361.147461 Iteration 18F: 3 clusters Score -92801.54 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 52796 members Mstep: Class 3 contains 1766 members Mstep: Class 4 contains 1873 members Mstep: Class 5 contains 560 members Mstep: Class 6 contains 398 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 26110 members Mstep: Class 9 contains 24640 members Mstep: Class 10 contains 5295 members Mstep: Class 11 contains 478 members Mstep: Class 12 contains 386 members Mstep: Class 13 contains 19903 members Mstep: Class 14 contains 19624 members Mstep: Class 15 contains 1831 members Mstep: Class 16 contains 223 members Mstep: Class 17 contains 8897 members Mstep: Class 18 contains 83190 members Mstep: Class 19 contains 2736 members Mstep: Class 20 contains 555 members Mstep: Class 21 contains 6863 members Mstep: Class 22 contains 179556 members Mstep: Class 23 contains 5441 members Mstep: Class 24 contains 322 members Entering Unmasked Estep Score: -55698428.000000 Penalty: 77417.070312 Splitting cluster 24 changes total score from -55697484.000000 to -55698428.000000 So it's getting split into cluster 20. Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 2 contains 52796 members Mstep: Class 4 contains 1873 members Mstep: Class 7 contains 1323 members Mstep: Class 8 contains 26110 members Mstep: Class 10 contains 5295 members Mstep: Class 11 contains 478 members Mstep: Class 12 contains 386 members Mstep: Class 13 contains 19903 members Mstep: Class 14 contains 19624 members Mstep: Class 16 contains 223 members Mstep: Class 17 contains 8897 members Mstep: Class 18 contains 83190 members Mstep: Class 21 contains 6863 members Mstep: Class 22 contains 179556 members Mstep: Class 23 contains 5441 members Mstep: Class 24 contains 322 members Entering Unmasked Estep ConsiderDeletion Score: -55703012.000000 Penalty: 77417.070312 Iteration 39Q: 25 clusters Score -5.570301e+07 nChanged 9109 Entering Unmasked Mstep Mstep: Class 0 contains 16 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 52263 members Mstep: Class 3 contains 1619 members Mstep: Class 4 contains 1668 members Mstep: Class 5 contains 552 members Mstep: Class 6 contains 403 members Mstep: Class 7 contains 1963 members Mstep: Class 8 contains 26049 members Mstep: Class 9 contains 23272 members Mstep: Class 10 contains 5331 members Mstep: Class 11 contains 485 members Mstep: Class 12 contains 388 members Mstep: Class 13 contains 20055 members Mstep: Class 14 contains 19977 members Mstep: Class 15 contains 2058 members Mstep: Class 16 contains 226 members Mstep: Class 17 contains 8952 members Mstep: Class 18 contains 82606 members Mstep: Class 19 contains 2601 members Mstep: Class 20 contains 549 members Mstep: Class 21 contains 6878 members Mstep: Class 22 contains 181197 members Mstep: Class 23 contains 5419 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55706560.000000 Penalty: 77417.070312 Iteration 40F: 25 clusters Score -5.570656e+07 nChanged 5720 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 617 members Mstep: Class 2 contains 51488 members Mstep: Class 3 contains 1727 members Mstep: Class 4 contains 1509 members Mstep: Class 5 contains 547 members Mstep: Class 6 contains 408 members Mstep: Class 7 contains 2461 members Mstep: Class 8 contains 25905 members Mstep: Class 9 contains 22796 members Mstep: Class 10 contains 5259 members Mstep: Class 11 contains 492 members Mstep: Class 12 contains 391 members Mstep: Class 13 contains 20219 members Mstep: Class 14 contains 20194 members Mstep: Class 15 contains 2337 members Mstep: Class 16 contains 225 members Mstep: Class 17 contains 8943 members Mstep: Class 18 contains 81737 members Mstep: Class 19 contains 2646 members Mstep: Class 20 contains 544 members Mstep: Class 21 contains 6940 members Mstep: Class 22 contains 182381 members Mstep: Class 23 contains 5370 members Mstep: Class 24 contains 327 members Entering Unmasked Estep ConsiderDeletion Score: -55708124.000000 Penalty: 77417.070312 Iteration 41Q: 25 clusters Score -5.570812e+07 nChanged 4073 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 50691 members Mstep: Class 3 contains 1762 members Mstep: Class 4 contains 1394 members Mstep: Class 5 contains 543 members Mstep: Class 6 contains 411 members Mstep: Class 7 contains 2814 members Mstep: Class 8 contains 25805 members Mstep: Class 9 contains 22460 members Mstep: Class 10 contains 5244 members Mstep: Class 11 contains 497 members Mstep: Class 12 contains 392 members Mstep: Class 13 contains 20353 members Mstep: Class 14 contains 20351 members Mstep: Class 15 contains 2485 members Mstep: Class 16 contains 225 members Mstep: Class 17 contains 8906 members Mstep: Class 18 contains 80961 members Mstep: Class 19 contains 2670 members Mstep: Class 20 contains 541 members Mstep: Class 21 contains 6997 members Mstep: Class 22 contains 183691 members Mstep: Class 23 contains 5338 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55709292.000000 Penalty: 77417.070312 Iteration 42Q: 25 clusters Score -5.570929e+07 nChanged 3265 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 49970 members Mstep: Class 3 contains 1775 members Mstep: Class 4 contains 1328 members Mstep: Class 5 contains 542 members Mstep: Class 6 contains 414 members Mstep: Class 7 contains 3053 members Mstep: Class 8 contains 25719 members Mstep: Class 9 contains 22222 members Mstep: Class 10 contains 5229 members Mstep: Class 11 contains 501 members Mstep: Class 12 contains 391 members Mstep: Class 13 contains 20473 members Mstep: Class 14 contains 20461 members Mstep: Class 15 contains 2576 members Mstep: Class 16 contains 224 members Mstep: Class 17 contains 8877 members Mstep: Class 18 contains 80229 members Mstep: Class 19 contains 2695 members Mstep: Class 20 contains 538 members Mstep: Class 21 contains 7050 members Mstep: Class 22 contains 184959 members Mstep: Class 23 contains 5307 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55709796.000000 Penalty: 77417.070312 Iteration 43Q: 25 clusters Score -5.57098e+07 nChanged 2674 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 49154 members Mstep: Class 3 contains 1789 members Mstep: Class 4 contains 1300 members Mstep: Class 5 contains 539 members Mstep: Class 6 contains 416 members Mstep: Class 7 contains 3205 members Mstep: Class 8 contains 25654 members Mstep: Class 9 contains 22029 members Mstep: Class 10 contains 5229 members Mstep: Class 11 contains 503 members Mstep: Class 12 contains 391 members Mstep: Class 13 contains 20568 members Mstep: Class 14 contains 20521 members Mstep: Class 15 contains 2634 members Mstep: Class 16 contains 223 members Mstep: Class 17 contains 8833 members Mstep: Class 18 contains 79668 members Mstep: Class 19 contains 2701 members Mstep: Class 20 contains 537 members Mstep: Class 21 contains 7085 members Mstep: Class 22 contains 186275 members Mstep: Class 23 contains 5278 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55710312.000000 Penalty: 77417.070312 Iteration 44Q: 25 clusters Score -5.571031e+07 nChanged 2352 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 48336 members Mstep: Class 3 contains 1802 members Mstep: Class 4 contains 1277 members Mstep: Class 5 contains 538 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3310 members Mstep: Class 8 contains 25586 members Mstep: Class 9 contains 21881 members Mstep: Class 10 contains 5242 members Mstep: Class 11 contains 504 members Mstep: Class 12 contains 393 members Mstep: Class 13 contains 20677 members Mstep: Class 14 contains 20549 members Mstep: Class 15 contains 2667 members Mstep: Class 16 contains 223 members Mstep: Class 17 contains 8799 members Mstep: Class 18 contains 79218 members Mstep: Class 19 contains 2705 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7114 members Mstep: Class 22 contains 187510 members Mstep: Class 23 contains 5249 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55710772.000000 Penalty: 77417.070312 Iteration 45Q: 25 clusters Score -5.571077e+07 nChanged 2074 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 607 members Mstep: Class 2 contains 47563 members Mstep: Class 3 contains 1810 members Mstep: Class 4 contains 1253 members Mstep: Class 5 contains 537 members Mstep: Class 6 contains 416 members Mstep: Class 7 contains 3374 members Mstep: Class 8 contains 25534 members Mstep: Class 9 contains 21740 members Mstep: Class 10 contains 5242 members Mstep: Class 11 contains 505 members Mstep: Class 12 contains 393 members Mstep: Class 13 contains 20764 members Mstep: Class 14 contains 20551 members Mstep: Class 15 contains 2683 members Mstep: Class 16 contains 223 members Mstep: Class 17 contains 8758 members Mstep: Class 18 contains 78883 members Mstep: Class 19 contains 2705 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7150 members Mstep: Class 22 contains 188681 members Mstep: Class 23 contains 5230 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55710828.000000 Penalty: 77417.070312 Iteration 46Q: 25 clusters Score -5.571083e+07 nChanged 1860 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 46826 members Mstep: Class 3 contains 1823 members Mstep: Class 4 contains 1235 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 416 members Mstep: Class 7 contains 3426 members Mstep: Class 8 contains 25494 members Mstep: Class 9 contains 21651 members Mstep: Class 10 contains 5232 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 393 members Mstep: Class 13 contains 20861 members Mstep: Class 14 contains 20535 members Mstep: Class 15 contains 2694 members Mstep: Class 16 contains 221 members Mstep: Class 17 contains 8723 members Mstep: Class 18 contains 78576 members Mstep: Class 19 contains 2707 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7173 members Mstep: Class 22 contains 189764 members Mstep: Class 23 contains 5202 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711068.000000 Penalty: 77417.070312 Iteration 47Q: 25 clusters Score -5.571107e+07 nChanged 1621 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 46220 members Mstep: Class 3 contains 1834 members Mstep: Class 4 contains 1226 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 416 members Mstep: Class 7 contains 3462 members Mstep: Class 8 contains 25451 members Mstep: Class 9 contains 21568 members Mstep: Class 10 contains 5232 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 393 members Mstep: Class 13 contains 20962 members Mstep: Class 14 contains 20513 members Mstep: Class 15 contains 2703 members Mstep: Class 16 contains 221 members Mstep: Class 17 contains 8684 members Mstep: Class 18 contains 78297 members Mstep: Class 19 contains 2710 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7187 members Mstep: Class 22 contains 190698 members Mstep: Class 23 contains 5172 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711264.000000 Penalty: 77417.070312 Iteration 48Q: 25 clusters Score -5.571126e+07 nChanged 1427 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 45688 members Mstep: Class 3 contains 1840 members Mstep: Class 4 contains 1221 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3498 members Mstep: Class 8 contains 25413 members Mstep: Class 9 contains 21487 members Mstep: Class 10 contains 5235 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 393 members Mstep: Class 13 contains 21047 members Mstep: Class 14 contains 20481 members Mstep: Class 15 contains 2706 members Mstep: Class 16 contains 221 members Mstep: Class 17 contains 8643 members Mstep: Class 18 contains 78069 members Mstep: Class 19 contains 2711 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7192 members Mstep: Class 22 contains 191557 members Mstep: Class 23 contains 5132 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711240.000000 Penalty: 77417.070312 Iteration 49Q: 25 clusters Score -5.571124e+07 nChanged 1267 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 45243 members Mstep: Class 3 contains 1844 members Mstep: Class 4 contains 1214 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3529 members Mstep: Class 8 contains 25378 members Mstep: Class 9 contains 21409 members Mstep: Class 10 contains 5243 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 393 members Mstep: Class 13 contains 21140 members Mstep: Class 14 contains 20459 members Mstep: Class 15 contains 2711 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8596 members Mstep: Class 18 contains 77855 members Mstep: Class 19 contains 2714 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7195 members Mstep: Class 22 contains 192297 members Mstep: Class 23 contains 5094 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711152.000000 Penalty: 77417.070312 Iteration 50Q: 25 clusters Score -5.571115e+07 nChanged 1146 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 44814 members Mstep: Class 3 contains 1845 members Mstep: Class 4 contains 1210 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3555 members Mstep: Class 8 contains 25335 members Mstep: Class 9 contains 21329 members Mstep: Class 10 contains 5238 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 393 members Mstep: Class 13 contains 21220 members Mstep: Class 14 contains 20435 members Mstep: Class 15 contains 2717 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8554 members Mstep: Class 18 contains 77689 members Mstep: Class 19 contains 2713 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7195 members Mstep: Class 22 contains 193000 members Mstep: Class 23 contains 5074 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711276.000000 Penalty: 77417.070312 Iteration 51Q: 25 clusters Score -5.571128e+07 nChanged 919 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 44449 members Mstep: Class 3 contains 1847 members Mstep: Class 4 contains 1205 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3568 members Mstep: Class 8 contains 25317 members Mstep: Class 9 contains 21260 members Mstep: Class 10 contains 5234 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 393 members Mstep: Class 13 contains 21277 members Mstep: Class 14 contains 20396 members Mstep: Class 15 contains 2724 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8520 members Mstep: Class 18 contains 77564 members Mstep: Class 19 contains 2714 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7193 members Mstep: Class 22 contains 193594 members Mstep: Class 23 contains 5061 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711412.000000 Penalty: 77417.070312 Iteration 52Q: 25 clusters Score -5.571141e+07 nChanged 795 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 44122 members Mstep: Class 3 contains 1850 members Mstep: Class 4 contains 1203 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3578 members Mstep: Class 8 contains 25295 members Mstep: Class 9 contains 21216 members Mstep: Class 10 contains 5231 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 393 members Mstep: Class 13 contains 21339 members Mstep: Class 14 contains 20382 members Mstep: Class 15 contains 2725 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8497 members Mstep: Class 18 contains 77460 members Mstep: Class 19 contains 2713 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7194 members Mstep: Class 22 contains 194072 members Mstep: Class 23 contains 5045 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711604.000000 Penalty: 77417.070312 Iteration 53Q: 25 clusters Score -5.57116e+07 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 43848 members Mstep: Class 3 contains 1849 members Mstep: Class 4 contains 1198 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3591 members Mstep: Class 8 contains 25276 members Mstep: Class 9 contains 21172 members Mstep: Class 10 contains 5236 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 393 members Mstep: Class 13 contains 21392 members Mstep: Class 14 contains 20355 members Mstep: Class 15 contains 2727 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8480 members Mstep: Class 18 contains 77359 members Mstep: Class 19 contains 2714 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7197 members Mstep: Class 22 contains 194504 members Mstep: Class 23 contains 5024 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711632.000000 Penalty: 77417.070312 Iteration 54Q: 25 clusters Score -5.571163e+07 nChanged 658 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 43616 members Mstep: Class 3 contains 1849 members Mstep: Class 4 contains 1196 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3607 members Mstep: Class 8 contains 25240 members Mstep: Class 9 contains 21132 members Mstep: Class 10 contains 5232 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 393 members Mstep: Class 13 contains 21433 members Mstep: Class 14 contains 20332 members Mstep: Class 15 contains 2729 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8466 members Mstep: Class 18 contains 77261 members Mstep: Class 19 contains 2714 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7201 members Mstep: Class 22 contains 194921 members Mstep: Class 23 contains 4994 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711576.000000 Penalty: 77417.070312 Iteration 55Q: 25 clusters Score -5.571158e+07 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 43438 members Mstep: Class 3 contains 1850 members Mstep: Class 4 contains 1195 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3617 members Mstep: Class 8 contains 25223 members Mstep: Class 9 contains 21091 members Mstep: Class 10 contains 5229 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 393 members Mstep: Class 13 contains 21480 members Mstep: Class 14 contains 20309 members Mstep: Class 15 contains 2729 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8454 members Mstep: Class 18 contains 77180 members Mstep: Class 19 contains 2712 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7203 members Mstep: Class 22 contains 195249 members Mstep: Class 23 contains 4964 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711680.000000 Penalty: 77417.070312 Iteration 56Q: 25 clusters Score -5.571168e+07 nChanged 541 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 43266 members Mstep: Class 3 contains 1850 members Mstep: Class 4 contains 1191 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3624 members Mstep: Class 8 contains 25198 members Mstep: Class 9 contains 21058 members Mstep: Class 10 contains 5223 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 393 members Mstep: Class 13 contains 21531 members Mstep: Class 14 contains 20287 members Mstep: Class 15 contains 2727 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8445 members Mstep: Class 18 contains 77093 members Mstep: Class 19 contains 2711 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7199 members Mstep: Class 22 contains 195573 members Mstep: Class 23 contains 4946 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711624.000000 Penalty: 77417.070312 Iteration 57Q: 25 clusters Score -5.571162e+07 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 43113 members Mstep: Class 3 contains 1848 members Mstep: Class 4 contains 1188 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3630 members Mstep: Class 8 contains 25178 members Mstep: Class 9 contains 21018 members Mstep: Class 10 contains 5222 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 393 members Mstep: Class 13 contains 21573 members Mstep: Class 14 contains 20265 members Mstep: Class 15 contains 2728 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8437 members Mstep: Class 18 contains 77008 members Mstep: Class 19 contains 2711 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7197 members Mstep: Class 22 contains 195869 members Mstep: Class 23 contains 4938 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711652.000000 Penalty: 77417.070312 Iteration 58Q: 25 clusters Score -5.571165e+07 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 42982 members Mstep: Class 3 contains 1847 members Mstep: Class 4 contains 1184 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3637 members Mstep: Class 8 contains 25160 members Mstep: Class 9 contains 20985 members Mstep: Class 10 contains 5222 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 393 members Mstep: Class 13 contains 21608 members Mstep: Class 14 contains 20244 members Mstep: Class 15 contains 2731 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8426 members Mstep: Class 18 contains 76903 members Mstep: Class 19 contains 2711 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7202 members Mstep: Class 22 contains 196154 members Mstep: Class 23 contains 4927 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711712.000000 Penalty: 77417.070312 Iteration 59Q: 25 clusters Score -5.571171e+07 nChanged 411 Entering Unmasked Mstep Mstep: Class 0 contains 14 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 42851 members Mstep: Class 3 contains 1847 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3642 members Mstep: Class 8 contains 25141 members Mstep: Class 9 contains 20958 members Mstep: Class 10 contains 5216 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 393 members Mstep: Class 13 contains 21641 members Mstep: Class 14 contains 20223 members Mstep: Class 15 contains 2734 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8413 members Mstep: Class 18 contains 76798 members Mstep: Class 19 contains 2711 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7200 members Mstep: Class 22 contains 196448 members Mstep: Class 23 contains 4917 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711848.000000 Penalty: 77417.070312 Iteration 60F: 25 clusters Score -5.571185e+07 nChanged 383 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 42734 members Mstep: Class 3 contains 1849 members Mstep: Class 4 contains 1179 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3648 members Mstep: Class 8 contains 25124 members Mstep: Class 9 contains 20935 members Mstep: Class 10 contains 5215 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 21666 members Mstep: Class 14 contains 20208 members Mstep: Class 15 contains 2738 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8399 members Mstep: Class 18 contains 76711 members Mstep: Class 19 contains 2711 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7199 members Mstep: Class 22 contains 196702 members Mstep: Class 23 contains 4904 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711776.000000 Penalty: 77417.070312 Iteration 61Q: 25 clusters Score -5.571178e+07 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 42617 members Mstep: Class 3 contains 1850 members Mstep: Class 4 contains 1178 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3647 members Mstep: Class 8 contains 25109 members Mstep: Class 9 contains 20917 members Mstep: Class 10 contains 5210 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 21694 members Mstep: Class 14 contains 20193 members Mstep: Class 15 contains 2739 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8381 members Mstep: Class 18 contains 76626 members Mstep: Class 19 contains 2712 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7198 members Mstep: Class 22 contains 196959 members Mstep: Class 23 contains 4892 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711640.000000 Penalty: 77417.070312 Iteration 62Q: 25 clusters Score -5.571164e+07 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 42497 members Mstep: Class 3 contains 1850 members Mstep: Class 4 contains 1177 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3651 members Mstep: Class 8 contains 25102 members Mstep: Class 9 contains 20898 members Mstep: Class 10 contains 5205 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 21731 members Mstep: Class 14 contains 20178 members Mstep: Class 15 contains 2739 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8369 members Mstep: Class 18 contains 76542 members Mstep: Class 19 contains 2712 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7193 members Mstep: Class 22 contains 197203 members Mstep: Class 23 contains 4875 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711732.000000 Penalty: 77417.070312 Iteration 63Q: 25 clusters Score -5.571173e+07 nChanged 395 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 42367 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1177 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3653 members Mstep: Class 8 contains 25093 members Mstep: Class 9 contains 20873 members Mstep: Class 10 contains 5203 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 21767 members Mstep: Class 14 contains 20158 members Mstep: Class 15 contains 2739 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8361 members Mstep: Class 18 contains 76458 members Mstep: Class 19 contains 2712 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7193 members Mstep: Class 22 contains 197455 members Mstep: Class 23 contains 4863 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711712.000000 Penalty: 77417.070312 Iteration 64Q: 25 clusters Score -5.571171e+07 nChanged 372 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 42253 members Mstep: Class 3 contains 1852 members Mstep: Class 4 contains 1176 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3655 members Mstep: Class 8 contains 25081 members Mstep: Class 9 contains 20844 members Mstep: Class 10 contains 5200 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 21800 members Mstep: Class 14 contains 20135 members Mstep: Class 15 contains 2737 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8356 members Mstep: Class 18 contains 76383 members Mstep: Class 19 contains 2712 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7191 members Mstep: Class 22 contains 197700 members Mstep: Class 23 contains 4848 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711732.000000 Penalty: 77417.070312 Iteration 65Q: 25 clusters Score -5.571173e+07 nChanged 321 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 42145 members Mstep: Class 3 contains 1852 members Mstep: Class 4 contains 1174 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3657 members Mstep: Class 8 contains 25075 members Mstep: Class 9 contains 20822 members Mstep: Class 10 contains 5201 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 21828 members Mstep: Class 14 contains 20119 members Mstep: Class 15 contains 2739 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8354 members Mstep: Class 18 contains 76323 members Mstep: Class 19 contains 2712 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7189 members Mstep: Class 22 contains 197899 members Mstep: Class 23 contains 4834 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711680.000000 Penalty: 77417.070312 Iteration 66Q: 25 clusters Score -5.571168e+07 nChanged 309 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 42039 members Mstep: Class 3 contains 1852 members Mstep: Class 4 contains 1173 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3657 members Mstep: Class 8 contains 25071 members Mstep: Class 9 contains 20797 members Mstep: Class 10 contains 5200 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 21853 members Mstep: Class 14 contains 20114 members Mstep: Class 15 contains 2737 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8351 members Mstep: Class 18 contains 76261 members Mstep: Class 19 contains 2712 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7188 members Mstep: Class 22 contains 198095 members Mstep: Class 23 contains 4823 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711644.000000 Penalty: 77417.070312 Iteration 67Q: 25 clusters Score -5.571164e+07 nChanged 261 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 41942 members Mstep: Class 3 contains 1852 members Mstep: Class 4 contains 1173 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3657 members Mstep: Class 8 contains 25056 members Mstep: Class 9 contains 20777 members Mstep: Class 10 contains 5196 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 21871 members Mstep: Class 14 contains 20102 members Mstep: Class 15 contains 2735 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8348 members Mstep: Class 18 contains 76221 members Mstep: Class 19 contains 2713 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7189 members Mstep: Class 22 contains 198271 members Mstep: Class 23 contains 4820 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711636.000000 Penalty: 77417.070312 Iteration 68Q: 25 clusters Score -5.571164e+07 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 41874 members Mstep: Class 3 contains 1852 members Mstep: Class 4 contains 1173 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3658 members Mstep: Class 8 contains 25049 members Mstep: Class 9 contains 20760 members Mstep: Class 10 contains 5193 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 21902 members Mstep: Class 14 contains 20088 members Mstep: Class 15 contains 2736 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8346 members Mstep: Class 18 contains 76174 members Mstep: Class 19 contains 2713 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7190 members Mstep: Class 22 contains 198395 members Mstep: Class 23 contains 4820 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711684.000000 Penalty: 77417.070312 Iteration 69Q: 25 clusters Score -5.571168e+07 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 41790 members Mstep: Class 3 contains 1852 members Mstep: Class 4 contains 1173 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3661 members Mstep: Class 8 contains 25040 members Mstep: Class 9 contains 20738 members Mstep: Class 10 contains 5192 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 21921 members Mstep: Class 14 contains 20068 members Mstep: Class 15 contains 2737 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8345 members Mstep: Class 18 contains 76140 members Mstep: Class 19 contains 2713 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7191 members Mstep: Class 22 contains 198542 members Mstep: Class 23 contains 4820 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711628.000000 Penalty: 77417.070312 Iteration 70Q: 25 clusters Score -5.571163e+07 nChanged 200 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 41718 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1173 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3662 members Mstep: Class 8 contains 25032 members Mstep: Class 9 contains 20728 members Mstep: Class 10 contains 5191 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 21939 members Mstep: Class 14 contains 20046 members Mstep: Class 15 contains 2738 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8344 members Mstep: Class 18 contains 76103 members Mstep: Class 19 contains 2713 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7190 members Mstep: Class 22 contains 198675 members Mstep: Class 23 contains 4820 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711644.000000 Penalty: 77417.070312 Iteration 71Q: 25 clusters Score -5.571164e+07 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 41667 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1173 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3665 members Mstep: Class 8 contains 25026 members Mstep: Class 9 contains 20720 members Mstep: Class 10 contains 5190 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 21958 members Mstep: Class 14 contains 20029 members Mstep: Class 15 contains 2738 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8341 members Mstep: Class 18 contains 76054 members Mstep: Class 19 contains 2714 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7189 members Mstep: Class 22 contains 198789 members Mstep: Class 23 contains 4819 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711572.000000 Penalty: 77417.070312 Iteration 72Q: 25 clusters Score -5.571157e+07 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 41620 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1173 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3667 members Mstep: Class 8 contains 25025 members Mstep: Class 9 contains 20711 members Mstep: Class 10 contains 5191 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 21972 members Mstep: Class 14 contains 20013 members Mstep: Class 15 contains 2738 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8341 members Mstep: Class 18 contains 76012 members Mstep: Class 19 contains 2715 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7186 members Mstep: Class 22 contains 198889 members Mstep: Class 23 contains 4819 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711536.000000 Penalty: 77417.070312 Iteration 73Q: 25 clusters Score -5.571154e+07 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 41588 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1173 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3668 members Mstep: Class 8 contains 25023 members Mstep: Class 9 contains 20704 members Mstep: Class 10 contains 5189 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 21981 members Mstep: Class 14 contains 19999 members Mstep: Class 15 contains 2740 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8341 members Mstep: Class 18 contains 75965 members Mstep: Class 19 contains 2717 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7183 members Mstep: Class 22 contains 198982 members Mstep: Class 23 contains 4819 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711504.000000 Penalty: 77417.070312 Iteration 74Q: 25 clusters Score -5.57115e+07 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 41557 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1173 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3668 members Mstep: Class 8 contains 25016 members Mstep: Class 9 contains 20695 members Mstep: Class 10 contains 5187 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 21990 members Mstep: Class 14 contains 19985 members Mstep: Class 15 contains 2741 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8338 members Mstep: Class 18 contains 75928 members Mstep: Class 19 contains 2718 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7182 members Mstep: Class 22 contains 199075 members Mstep: Class 23 contains 4819 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711540.000000 Penalty: 77417.070312 Iteration 75Q: 25 clusters Score -5.571154e+07 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 41529 members Mstep: Class 3 contains 1852 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3668 members Mstep: Class 8 contains 25012 members Mstep: Class 9 contains 20694 members Mstep: Class 10 contains 5186 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22003 members Mstep: Class 14 contains 19975 members Mstep: Class 15 contains 2740 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8332 members Mstep: Class 18 contains 75894 members Mstep: Class 19 contains 2718 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7180 members Mstep: Class 22 contains 199151 members Mstep: Class 23 contains 4818 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711536.000000 Penalty: 77417.070312 Iteration 76Q: 25 clusters Score -5.571154e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 41492 members Mstep: Class 3 contains 1852 members Mstep: Class 4 contains 1173 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3669 members Mstep: Class 8 contains 25010 members Mstep: Class 9 contains 20694 members Mstep: Class 10 contains 5182 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22016 members Mstep: Class 14 contains 19960 members Mstep: Class 15 contains 2739 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8328 members Mstep: Class 18 contains 75860 members Mstep: Class 19 contains 2718 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7180 members Mstep: Class 22 contains 199237 members Mstep: Class 23 contains 4816 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711548.000000 Penalty: 77417.070312 Iteration 77Q: 25 clusters Score -5.571155e+07 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 41443 members Mstep: Class 3 contains 1853 members Mstep: Class 4 contains 1177 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3669 members Mstep: Class 8 contains 25007 members Mstep: Class 9 contains 20690 members Mstep: Class 10 contains 5181 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22030 members Mstep: Class 14 contains 19940 members Mstep: Class 15 contains 2739 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8323 members Mstep: Class 18 contains 75831 members Mstep: Class 19 contains 2719 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7179 members Mstep: Class 22 contains 199329 members Mstep: Class 23 contains 4816 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711580.000000 Penalty: 77417.070312 Iteration 78Q: 25 clusters Score -5.571158e+07 nChanged 121 Entering ConstructFrom: Score: -55711580.000000 Penalty: 77417.070312 Entering ConstructFrom: Trying to split cluster 1 (606 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Entering Unmasked Estep Score: -68004.585938 Penalty: 1588.906250 Iteration 0F: 2 clusters Score -68004.59 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -66441.148438 Penalty: 3177.812500 Iteration 0F: 3 clusters Score -66441.15 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -66619.656250 Penalty: 3177.812500 Iteration 1F: 3 clusters Score -66619.66 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -66668.796875 Penalty: 3177.812500 Iteration 2Q: 3 clusters Score -66668.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -66701.046875 Penalty: 3177.812500 Iteration 3Q: 3 clusters Score -66701.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -66708.335938 Penalty: 3177.812500 Iteration 4Q: 3 clusters Score -66708.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -66710.062500 Penalty: 3177.812500 Iteration 5Q: 3 clusters Score -66710.06 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -66710.812500 Penalty: 3177.812500 Iteration 6Q: 3 clusters Score -66710.81 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -66711.343750 Penalty: 3177.812500 Iteration 7Q: 3 clusters Score -66711.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 300 members Entering Unmasked Estep Score: -66711.343750 Penalty: 3177.812500 Iteration 8F: 3 clusters Score -66711.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (41399 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41399 members Entering Unmasked Estep Score: -5345197.500000 Penalty: 2636.490967 Iteration 0F: 2 clusters Score -5345198 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20582 members Mstep: Class 2 contains 20817 members Entering Unmasked Estep Score: -5317261.000000 Penalty: 5272.981934 Iteration 0F: 3 clusters Score -5317261 nChanged 18910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19760 members Mstep: Class 2 contains 21639 members Entering Unmasked Estep Score: -5327652.000000 Penalty: 5272.981934 Iteration 1F: 3 clusters Score -5327652 nChanged 1771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19391 members Mstep: Class 2 contains 22008 members Entering Unmasked Estep Score: -5328319.500000 Penalty: 5272.981934 Iteration 2Q: 3 clusters Score -5328320 nChanged 1842 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18925 members Mstep: Class 2 contains 22474 members Entering Unmasked Estep Score: -5329116.000000 Penalty: 5272.981934 Iteration 3Q: 3 clusters Score -5329116 nChanged 1776 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18423 members Mstep: Class 2 contains 22976 members Entering Unmasked Estep Score: -5330028.000000 Penalty: 5272.981934 Iteration 4Q: 3 clusters Score -5330028 nChanged 1973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17896 members Mstep: Class 2 contains 23503 members Entering Unmasked Estep Score: -5331124.500000 Penalty: 5272.981934 Iteration 5Q: 3 clusters Score -5331124 nChanged 2128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17478 members Mstep: Class 2 contains 23921 members Entering Unmasked Estep Score: -5332336.000000 Penalty: 5272.981934 Iteration 6F: 3 clusters Score -5332336 nChanged 2186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17216 members Mstep: Class 2 contains 24183 members Entering Unmasked Estep Score: -5333639.500000 Penalty: 5272.981934 Iteration 7F: 3 clusters Score -5333640 nChanged 2217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17039 members Mstep: Class 2 contains 24360 members Entering Unmasked Estep Score: -5334836.500000 Penalty: 5272.981934 Iteration 8F: 3 clusters Score -5334836 nChanged 2102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16951 members Mstep: Class 2 contains 24448 members Entering Unmasked Estep Score: -5335921.500000 Penalty: 5272.981934 Iteration 9F: 3 clusters Score -5335922 nChanged 1952 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17009 members Mstep: Class 2 contains 24390 members Entering Unmasked Estep Score: -5336925.000000 Penalty: 5272.981934 Iteration 10Q: 3 clusters Score -5336925 nChanged 1684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17163 members Mstep: Class 2 contains 24236 members Entering Unmasked Estep Score: -5337694.500000 Penalty: 5272.981934 Iteration 11Q: 3 clusters Score -5337694 nChanged 1374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17335 members Mstep: Class 2 contains 24064 members Entering Unmasked Estep Score: -5338190.500000 Penalty: 5272.981934 Iteration 12Q: 3 clusters Score -5338190 nChanged 994 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17551 members Mstep: Class 2 contains 23848 members Entering Unmasked Estep Score: -5338564.500000 Penalty: 5272.981934 Iteration 13Q: 3 clusters Score -5338564 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17795 members Mstep: Class 2 contains 23604 members Entering Unmasked Estep Score: -5338822.000000 Penalty: 5272.981934 Iteration 14Q: 3 clusters Score -5338822 nChanged 667 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18038 members Mstep: Class 2 contains 23361 members Entering Unmasked Estep Score: -5338975.000000 Penalty: 5272.981934 Iteration 15Q: 3 clusters Score -5338975 nChanged 558 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18320 members Mstep: Class 2 contains 23079 members Entering Unmasked Estep Score: -5339104.000000 Penalty: 5272.981934 Iteration 16Q: 3 clusters Score -5339104 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18601 members Mstep: Class 2 contains 22798 members Entering Unmasked Estep Score: -5339214.500000 Penalty: 5272.981934 Iteration 17Q: 3 clusters Score -5339214 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18929 members Mstep: Class 2 contains 22470 members Entering Unmasked Estep Score: -5339283.500000 Penalty: 5272.981934 Iteration 18Q: 3 clusters Score -5339284 nChanged 444 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19297 members Mstep: Class 2 contains 22102 members Entering Unmasked Estep Score: -5339418.000000 Penalty: 5272.981934 Iteration 19Q: 3 clusters Score -5339418 nChanged 415 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19670 members Mstep: Class 2 contains 21729 members Entering Unmasked Estep Score: -5339517.000000 Penalty: 5272.981934 Iteration 20F: 3 clusters Score -5339517 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20023 members Mstep: Class 2 contains 21376 members Entering Unmasked Estep Score: -5339583.500000 Penalty: 5272.981934 Iteration 21Q: 3 clusters Score -5339584 nChanged 427 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20414 members Mstep: Class 2 contains 20985 members Entering Unmasked Estep Score: -5339693.500000 Penalty: 5272.981934 Iteration 22Q: 3 clusters Score -5339694 nChanged 486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20878 members Mstep: Class 2 contains 20521 members Entering Unmasked Estep Score: -5339806.000000 Penalty: 5272.981934 Iteration 23Q: 3 clusters Score -5339806 nChanged 482 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21340 members Mstep: Class 2 contains 20059 members Entering Unmasked Estep Score: -5339882.500000 Penalty: 5272.981934 Iteration 24Q: 3 clusters Score -5339882 nChanged 507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21827 members Mstep: Class 2 contains 19572 members Entering Unmasked Estep Score: -5340001.500000 Penalty: 5272.981934 Iteration 25Q: 3 clusters Score -5340002 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22300 members Mstep: Class 2 contains 19099 members Entering Unmasked Estep Score: -5340105.000000 Penalty: 5272.981934 Iteration 26Q: 3 clusters Score -5340105 nChanged 455 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22749 members Mstep: Class 2 contains 18650 members Entering Unmasked Estep Score: -5340207.000000 Penalty: 5272.981934 Iteration 27Q: 3 clusters Score -5340207 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23216 members Mstep: Class 2 contains 18183 members Entering Unmasked Estep Score: -5340294.500000 Penalty: 5272.981934 Iteration 28Q: 3 clusters Score -5340294 nChanged 485 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23697 members Mstep: Class 2 contains 17702 members Entering Unmasked Estep Score: -5340403.000000 Penalty: 5272.981934 Iteration 29Q: 3 clusters Score -5340403 nChanged 473 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24166 members Mstep: Class 2 contains 17233 members Entering Unmasked Estep Score: -5340501.500000 Penalty: 5272.981934 Iteration 30Q: 3 clusters Score -5340502 nChanged 489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24653 members Mstep: Class 2 contains 16746 members Entering Unmasked Estep Score: -5340626.500000 Penalty: 5272.981934 Iteration 31Q: 3 clusters Score -5340626 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25115 members Mstep: Class 2 contains 16284 members Entering Unmasked Estep Score: -5340734.000000 Penalty: 5272.981934 Iteration 32Q: 3 clusters Score -5340734 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25581 members Mstep: Class 2 contains 15818 members Entering Unmasked Estep Score: -5340858.000000 Penalty: 5272.981934 Iteration 33Q: 3 clusters Score -5340858 nChanged 480 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26053 members Mstep: Class 2 contains 15346 members Entering Unmasked Estep Score: -5340959.500000 Penalty: 5272.981934 Iteration 34Q: 3 clusters Score -5340960 nChanged 481 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26530 members Mstep: Class 2 contains 14869 members Entering Unmasked Estep Score: -5341075.500000 Penalty: 5272.981934 Iteration 35Q: 3 clusters Score -5341076 nChanged 464 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26988 members Mstep: Class 2 contains 14411 members Entering Unmasked Estep Score: -5341155.500000 Penalty: 5272.981934 Iteration 36Q: 3 clusters Score -5341156 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27419 members Mstep: Class 2 contains 13980 members Entering Unmasked Estep Score: -5341251.500000 Penalty: 5272.981934 Iteration 37Q: 3 clusters Score -5341252 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27807 members Mstep: Class 2 contains 13592 members Entering Unmasked Estep Score: -5341352.000000 Penalty: 5272.981934 Iteration 38Q: 3 clusters Score -5341352 nChanged 387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28194 members Mstep: Class 2 contains 13205 members Entering Unmasked Estep Score: -5341430.500000 Penalty: 5272.981934 Iteration 39Q: 3 clusters Score -5341430 nChanged 407 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28601 members Mstep: Class 2 contains 12798 members Entering Unmasked Estep Score: -5341527.000000 Penalty: 5272.981934 Iteration 40F: 3 clusters Score -5341527 nChanged 388 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28987 members Mstep: Class 2 contains 12412 members Entering Unmasked Estep Score: -5341561.000000 Penalty: 5272.981934 Iteration 41Q: 3 clusters Score -5341561 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29420 members Mstep: Class 2 contains 11979 members Entering Unmasked Estep Score: -5341656.500000 Penalty: 5272.981934 Iteration 42Q: 3 clusters Score -5341656 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29851 members Mstep: Class 2 contains 11548 members Entering Unmasked Estep Score: -5341758.500000 Penalty: 5272.981934 Iteration 43Q: 3 clusters Score -5341758 nChanged 400 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30249 members Mstep: Class 2 contains 11150 members Entering Unmasked Estep Score: -5341850.500000 Penalty: 5272.981934 Iteration 44Q: 3 clusters Score -5341850 nChanged 381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30628 members Mstep: Class 2 contains 10771 members Entering Unmasked Estep Score: -5341941.500000 Penalty: 5272.981934 Iteration 45Q: 3 clusters Score -5341942 nChanged 373 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31001 members Mstep: Class 2 contains 10398 members Entering Unmasked Estep Score: -5342030.500000 Penalty: 5272.981934 Iteration 46Q: 3 clusters Score -5342030 nChanged 359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31358 members Mstep: Class 2 contains 10041 members Entering Unmasked Estep Score: -5342106.000000 Penalty: 5272.981934 Iteration 47Q: 3 clusters Score -5342106 nChanged 391 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31747 members Mstep: Class 2 contains 9652 members Entering Unmasked Estep Score: -5342193.500000 Penalty: 5272.981934 Iteration 48Q: 3 clusters Score -5342194 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32142 members Mstep: Class 2 contains 9257 members Entering Unmasked Estep Score: -5342308.000000 Penalty: 5272.981934 Iteration 49Q: 3 clusters Score -5342308 nChanged 385 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32527 members Mstep: Class 2 contains 8872 members Entering Unmasked Estep Score: -5342406.500000 Penalty: 5272.981934 Iteration 50Q: 3 clusters Score -5342406 nChanged 386 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32909 members Mstep: Class 2 contains 8490 members Entering Unmasked Estep Score: -5342501.500000 Penalty: 5272.981934 Iteration 51Q: 3 clusters Score -5342502 nChanged 389 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33298 members Mstep: Class 2 contains 8101 members Entering Unmasked Estep Score: -5342617.000000 Penalty: 5272.981934 Iteration 52Q: 3 clusters Score -5342617 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33637 members Mstep: Class 2 contains 7762 members Entering Unmasked Estep Score: -5342717.000000 Penalty: 5272.981934 Iteration 53Q: 3 clusters Score -5342717 nChanged 342 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 33975 members Mstep: Class 2 contains 7424 members Entering Unmasked Estep Score: -5342801.500000 Penalty: 5272.981934 Iteration 54Q: 3 clusters Score -5342802 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34298 members Mstep: Class 2 contains 7101 members Entering Unmasked Estep Score: -5342861.500000 Penalty: 5272.981934 Iteration 55Q: 3 clusters Score -5342862 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34604 members Mstep: Class 2 contains 6795 members Entering Unmasked Estep Score: -5342940.000000 Penalty: 5272.981934 Iteration 56Q: 3 clusters Score -5342940 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 34889 members Mstep: Class 2 contains 6510 members Entering Unmasked Estep Score: -5343022.000000 Penalty: 5272.981934 Iteration 57Q: 3 clusters Score -5343022 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35115 members Mstep: Class 2 contains 6284 members Entering Unmasked Estep Score: -5343085.500000 Penalty: 5272.981934 Iteration 58Q: 3 clusters Score -5343086 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35330 members Mstep: Class 2 contains 6069 members Entering Unmasked Estep Score: -5343159.500000 Penalty: 5272.981934 Iteration 59Q: 3 clusters Score -5343160 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35548 members Mstep: Class 2 contains 5851 members Entering Unmasked Estep Score: -5343213.500000 Penalty: 5272.981934 Iteration 60F: 3 clusters Score -5343214 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35750 members Mstep: Class 2 contains 5649 members Entering Unmasked Estep Score: -5343257.500000 Penalty: 5272.981934 Iteration 61Q: 3 clusters Score -5343258 nChanged 184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35930 members Mstep: Class 2 contains 5469 members Entering Unmasked Estep Score: -5343302.000000 Penalty: 5272.981934 Iteration 62Q: 3 clusters Score -5343302 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36090 members Mstep: Class 2 contains 5309 members Entering Unmasked Estep Score: -5343327.500000 Penalty: 5272.981934 Iteration 63Q: 3 clusters Score -5343328 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36226 members Mstep: Class 2 contains 5173 members Entering Unmasked Estep Score: -5343353.000000 Penalty: 5272.981934 Iteration 64Q: 3 clusters Score -5343353 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36350 members Mstep: Class 2 contains 5049 members Entering Unmasked Estep Score: -5343380.500000 Penalty: 5272.981934 Iteration 65Q: 3 clusters Score -5343380 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36463 members Mstep: Class 2 contains 4936 members Entering Unmasked Estep Score: -5343396.500000 Penalty: 5272.981934 Iteration 66Q: 3 clusters Score -5343396 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36550 members Mstep: Class 2 contains 4849 members Entering Unmasked Estep Score: -5343420.500000 Penalty: 5272.981934 Iteration 67Q: 3 clusters Score -5343420 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36627 members Mstep: Class 2 contains 4772 members Entering Unmasked Estep Score: -5343436.500000 Penalty: 5272.981934 Iteration 68Q: 3 clusters Score -5343436 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36693 members Mstep: Class 2 contains 4706 members Entering Unmasked Estep Score: -5343442.000000 Penalty: 5272.981934 Iteration 69Q: 3 clusters Score -5343442 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36752 members Mstep: Class 2 contains 4647 members Entering Unmasked Estep Score: -5343442.500000 Penalty: 5272.981934 Iteration 70Q: 3 clusters Score -5343442 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36810 members Mstep: Class 2 contains 4589 members Entering Unmasked Estep Score: -5343456.000000 Penalty: 5272.981934 Iteration 71Q: 3 clusters Score -5343456 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36865 members Mstep: Class 2 contains 4534 members Entering Unmasked Estep Score: -5343461.000000 Penalty: 5272.981934 Iteration 72Q: 3 clusters Score -5343461 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36905 members Mstep: Class 2 contains 4494 members Entering Unmasked Estep Score: -5343469.500000 Penalty: 5272.981934 Iteration 73Q: 3 clusters Score -5343470 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36935 members Mstep: Class 2 contains 4464 members Entering Unmasked Estep Score: -5343475.500000 Penalty: 5272.981934 Iteration 74Q: 3 clusters Score -5343476 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36962 members Mstep: Class 2 contains 4437 members Entering Unmasked Estep Score: -5343489.500000 Penalty: 5272.981934 Iteration 75Q: 3 clusters Score -5343490 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36994 members Mstep: Class 2 contains 4405 members Entering Unmasked Estep Score: -5343487.000000 Penalty: 5272.981934 Iteration 76Q: 3 clusters Score -5343487 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37026 members Mstep: Class 2 contains 4373 members Entering Unmasked Estep Score: -5343488.000000 Penalty: 5272.981934 Iteration 77Q: 3 clusters Score -5343488 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37047 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -5343485.500000 Penalty: 5272.981934 Iteration 78Q: 3 clusters Score -5343486 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37074 members Mstep: Class 2 contains 4325 members Entering Unmasked Estep Score: -5343489.500000 Penalty: 5272.981934 Iteration 79Q: 3 clusters Score -5343490 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37097 members Mstep: Class 2 contains 4302 members Entering Unmasked Estep Score: -5343497.000000 Penalty: 5272.981934 Iteration 80F: 3 clusters Score -5343497 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37117 members Mstep: Class 2 contains 4282 members Entering Unmasked Estep Score: -5343488.500000 Penalty: 5272.981934 Iteration 81Q: 3 clusters Score -5343488 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37128 members Mstep: Class 2 contains 4271 members Entering Unmasked Estep Score: -5343500.500000 Penalty: 5272.981934 Iteration 82Q: 3 clusters Score -5343500 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37145 members Mstep: Class 2 contains 4254 members Entering Unmasked Estep Score: -5343501.000000 Penalty: 5272.981934 Iteration 83Q: 3 clusters Score -5343501 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37161 members Mstep: Class 2 contains 4238 members Entering Unmasked Estep Score: -5343500.500000 Penalty: 5272.981934 Iteration 84Q: 3 clusters Score -5343500 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37169 members Mstep: Class 2 contains 4230 members Entering Unmasked Estep Score: -5343504.500000 Penalty: 5272.981934 Iteration 85Q: 3 clusters Score -5343504 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37175 members Mstep: Class 2 contains 4224 members Entering Unmasked Estep Score: -5343505.000000 Penalty: 5272.981934 Iteration 86Q: 3 clusters Score -5343505 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37183 members Mstep: Class 2 contains 4216 members Entering Unmasked Estep Score: -5343505.500000 Penalty: 5272.981934 Iteration 87Q: 3 clusters Score -5343506 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37189 members Mstep: Class 2 contains 4210 members Entering Unmasked Estep Score: -5343505.000000 Penalty: 5272.981934 Iteration 88Q: 3 clusters Score -5343505 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37196 members Mstep: Class 2 contains 4203 members Entering Unmasked Estep Score: -5343514.000000 Penalty: 5272.981934 Iteration 89Q: 3 clusters Score -5343514 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37198 members Mstep: Class 2 contains 4201 members Entering Unmasked Estep Score: -5343512.500000 Penalty: 5272.981934 Iteration 90Q: 3 clusters Score -5343512 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37199 members Mstep: Class 2 contains 4200 members Entering Unmasked Estep Score: -5343513.500000 Penalty: 5272.981934 Iteration 91Q: 3 clusters Score -5343514 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37200 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -5343517.000000 Penalty: 5272.981934 Iteration 92Q: 3 clusters Score -5343517 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37200 members Mstep: Class 2 contains 4199 members Entering Unmasked Estep Score: -5343517.000000 Penalty: 5272.981934 Iteration 93F: 3 clusters Score -5343517 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1853 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Entering Unmasked Estep Score: -234929.500000 Penalty: 1866.091187 Iteration 0F: 2 clusters Score -234929.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 937 members Mstep: Class 2 contains 916 members Entering Unmasked Estep Score: -232386.828125 Penalty: 3732.182373 Iteration 0F: 3 clusters Score -232386.8 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 929 members Mstep: Class 2 contains 924 members Entering Unmasked Estep Score: -232816.000000 Penalty: 3732.182373 Iteration 1F: 3 clusters Score -232816 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 938 members Entering Unmasked Estep Score: -232934.093750 Penalty: 3732.182373 Iteration 2F: 3 clusters Score -232934.1 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 945 members Entering Unmasked Estep Score: -233007.484375 Penalty: 3732.182373 Iteration 3Q: 3 clusters Score -233007.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 909 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -233048.812500 Penalty: 3732.182373 Iteration 4Q: 3 clusters Score -233048.8 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -233070.593750 Penalty: 3732.182373 Iteration 5Q: 3 clusters Score -233070.6 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 905 members Mstep: Class 2 contains 948 members Entering Unmasked Estep Score: -233082.781250 Penalty: 3732.182373 Iteration 6Q: 3 clusters Score -233082.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -233091.046875 Penalty: 3732.182373 Iteration 7Q: 3 clusters Score -233091 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -233100.750000 Penalty: 3732.182373 Iteration 8Q: 3 clusters Score -233100.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -233106.765625 Penalty: 3732.182373 Iteration 9Q: 3 clusters Score -233106.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -233108.062500 Penalty: 3732.182373 Iteration 10Q: 3 clusters Score -233108.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -233108.656250 Penalty: 3732.182373 Iteration 11Q: 3 clusters Score -233108.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 949 members Entering Unmasked Estep Score: -233108.609375 Penalty: 3732.182373 Iteration 12Q: 3 clusters Score -233108.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -233109.234375 Penalty: 3732.182373 Iteration 13Q: 3 clusters Score -233109.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -233109.796875 Penalty: 3732.182373 Iteration 14Q: 3 clusters Score -233109.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 951 members Entering Unmasked Estep Score: -233109.796875 Penalty: 3732.182373 Iteration 15F: 3 clusters Score -233109.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1178 members Entering Unmasked Estep Score: -149641.671875 Penalty: 1753.750122 Iteration 0F: 2 clusters Score -149641.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 578 members Mstep: Class 2 contains 600 members Entering Unmasked Estep Score: -147567.453125 Penalty: 3507.500244 Iteration 0F: 3 clusters Score -147567.5 nChanged 299 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 567 members Mstep: Class 2 contains 611 members Entering Unmasked Estep Score: -147841.078125 Penalty: 3507.500244 Iteration 1F: 3 clusters Score -147841.1 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -147934.593750 Penalty: 3507.500244 Iteration 2F: 3 clusters Score -147934.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 547 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -147972.281250 Penalty: 3507.500244 Iteration 3Q: 3 clusters Score -147972.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -148000.953125 Penalty: 3507.500244 Iteration 4Q: 3 clusters Score -148001 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -148020.578125 Penalty: 3507.500244 Iteration 5Q: 3 clusters Score -148020.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 644 members Entering Unmasked Estep Score: -148031.984375 Penalty: 3507.500244 Iteration 6Q: 3 clusters Score -148032 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 651 members Entering Unmasked Estep Score: -148038.968750 Penalty: 3507.500244 Iteration 7Q: 3 clusters Score -148039 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 522 members Mstep: Class 2 contains 656 members Entering Unmasked Estep Score: -148045.250000 Penalty: 3507.500244 Iteration 8Q: 3 clusters Score -148045.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 658 members Entering Unmasked Estep Score: -148050.187500 Penalty: 3507.500244 Iteration 9Q: 3 clusters Score -148050.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 660 members Entering Unmasked Estep Score: -148053.453125 Penalty: 3507.500244 Iteration 10Q: 3 clusters Score -148053.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 516 members Mstep: Class 2 contains 662 members Entering Unmasked Estep Score: -148056.875000 Penalty: 3507.500244 Iteration 11Q: 3 clusters Score -148056.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 514 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -148061.843750 Penalty: 3507.500244 Iteration 12Q: 3 clusters Score -148061.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 513 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -148062.671875 Penalty: 3507.500244 Iteration 13Q: 3 clusters Score -148062.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 668 members Entering Unmasked Estep Score: -148065.531250 Penalty: 3507.500244 Iteration 14Q: 3 clusters Score -148065.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -148066.718750 Penalty: 3507.500244 Iteration 15Q: 3 clusters Score -148066.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -148069.312500 Penalty: 3507.500244 Iteration 16Q: 3 clusters Score -148069.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -148070.843750 Penalty: 3507.500244 Iteration 17Q: 3 clusters Score -148070.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -148073.890625 Penalty: 3507.500244 Iteration 18Q: 3 clusters Score -148073.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -148075.484375 Penalty: 3507.500244 Iteration 19Q: 3 clusters Score -148075.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 501 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -148075.484375 Penalty: 3507.500244 Iteration 20F: 3 clusters Score -148075.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (536 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Entering Unmasked Estep Score: -63052.496094 Penalty: 1558.465332 Iteration 0F: 2 clusters Score -63052.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -61511.554688 Penalty: 3116.930664 Iteration 0F: 3 clusters Score -61511.55 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -61738.140625 Penalty: 3116.930664 Iteration 1F: 3 clusters Score -61738.14 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -61791.152344 Penalty: 3116.930664 Iteration 2Q: 3 clusters Score -61791.15 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -61821.558594 Penalty: 3116.930664 Iteration 3Q: 3 clusters Score -61821.56 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -61833.582031 Penalty: 3116.930664 Iteration 4Q: 3 clusters Score -61833.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -61842.039062 Penalty: 3116.930664 Iteration 5Q: 3 clusters Score -61842.04 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -61858.421875 Penalty: 3116.930664 Iteration 6Q: 3 clusters Score -61858.42 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -61871.800781 Penalty: 3116.930664 Iteration 7Q: 3 clusters Score -61871.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 251 members Entering Unmasked Estep Score: -61896.003906 Penalty: 3116.930664 Iteration 8Q: 3 clusters Score -61896 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -61916.941406 Penalty: 3116.930664 Iteration 9Q: 3 clusters Score -61916.94 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -61938.925781 Penalty: 3116.930664 Iteration 10Q: 3 clusters Score -61938.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -61961.917969 Penalty: 3116.930664 Iteration 11Q: 3 clusters Score -61961.92 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -61999.445312 Penalty: 3116.930664 Iteration 12Q: 3 clusters Score -61999.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -62038.382812 Penalty: 3116.930664 Iteration 13Q: 3 clusters Score -62038.38 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -62084.882812 Penalty: 3116.930664 Iteration 14Q: 3 clusters Score -62084.88 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -62124.078125 Penalty: 3116.930664 Iteration 15Q: 3 clusters Score -62124.08 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 303 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -62168.691406 Penalty: 3116.930664 Iteration 16Q: 3 clusters Score -62168.69 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -62200.925781 Penalty: 3116.930664 Iteration 17Q: 3 clusters Score -62200.93 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -62230.800781 Penalty: 3116.930664 Iteration 18Q: 3 clusters Score -62230.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -62279.656250 Penalty: 3116.930664 Iteration 19Q: 3 clusters Score -62279.66 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -62348.578125 Penalty: 3116.930664 Iteration 20F: 3 clusters Score -62348.58 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 237 members Entering Unmasked Estep Score: -62409.890625 Penalty: 3116.930664 Iteration 21Q: 3 clusters Score -62409.89 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -62475.347656 Penalty: 3116.930664 Iteration 22Q: 3 clusters Score -62475.35 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -62532.355469 Penalty: 3116.930664 Iteration 23Q: 3 clusters Score -62532.36 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 319 members Mstep: Class 2 contains 217 members Entering Unmasked Estep Score: -62604.062500 Penalty: 3116.930664 Iteration 24Q: 3 clusters Score -62604.06 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Mstep: Class 2 contains 210 members Entering Unmasked Estep Score: -62637.550781 Penalty: 3116.930664 Iteration 25Q: 3 clusters Score -62637.55 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 332 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -62669.566406 Penalty: 3116.930664 Iteration 26Q: 3 clusters Score -62669.57 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -62696.832031 Penalty: 3116.930664 Iteration 27Q: 3 clusters Score -62696.83 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 340 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -62709.019531 Penalty: 3116.930664 Iteration 28Q: 3 clusters Score -62709.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -62717.437500 Penalty: 3116.930664 Iteration 29Q: 3 clusters Score -62717.44 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 341 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -62717.437500 Penalty: 3116.930664 Iteration 30F: 3 clusters Score -62717.44 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Entering Unmasked Estep Score: -48568.378906 Penalty: 1495.013062 Iteration 0F: 2 clusters Score -48568.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -47176.320312 Penalty: 2990.026123 Iteration 0F: 3 clusters Score -47176.32 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -47373.214844 Penalty: 2990.026123 Iteration 1F: 3 clusters Score -47373.21 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -47440.554688 Penalty: 2990.026123 Iteration 2F: 3 clusters Score -47440.55 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 167 members Entering Unmasked Estep Score: -47466.652344 Penalty: 2990.026123 Iteration 3Q: 3 clusters Score -47466.65 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -47484.808594 Penalty: 2990.026123 Iteration 4Q: 3 clusters Score -47484.81 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -47517.917969 Penalty: 2990.026123 Iteration 5Q: 3 clusters Score -47517.92 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -47554.859375 Penalty: 2990.026123 Iteration 6Q: 3 clusters Score -47554.86 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -47563.082031 Penalty: 2990.026123 Iteration 7Q: 3 clusters Score -47563.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -47571.757812 Penalty: 2990.026123 Iteration 8Q: 3 clusters Score -47571.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -47579.570312 Penalty: 2990.026123 Iteration 9Q: 3 clusters Score -47579.57 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 180 members Entering Unmasked Estep Score: -47579.570312 Penalty: 2990.026123 Iteration 10F: 3 clusters Score -47579.57 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3669 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3669 members Entering Unmasked Estep Score: -457020.750000 Penalty: 2035.503174 Iteration 0F: 2 clusters Score -457020.8 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 1888 members Entering Unmasked Estep Score: -453327.750000 Penalty: 4071.006348 Iteration 0F: 3 clusters Score -453327.8 nChanged 1345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1690 members Mstep: Class 2 contains 1979 members Entering Unmasked Estep Score: -454236.343750 Penalty: 4071.006348 Iteration 1F: 3 clusters Score -454236.3 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 2056 members Entering Unmasked Estep Score: -454488.968750 Penalty: 4071.006348 Iteration 2F: 3 clusters Score -454489 nChanged 216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 2120 members Entering Unmasked Estep Score: -454665.843750 Penalty: 4071.006348 Iteration 3F: 3 clusters Score -454665.8 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1481 members Mstep: Class 2 contains 2188 members Entering Unmasked Estep Score: -454797.187500 Penalty: 4071.006348 Iteration 4Q: 3 clusters Score -454797.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 2262 members Entering Unmasked Estep Score: -454927.937500 Penalty: 4071.006348 Iteration 5Q: 3 clusters Score -454927.9 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 2318 members Entering Unmasked Estep Score: -455042.781250 Penalty: 4071.006348 Iteration 6Q: 3 clusters Score -455042.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 2361 members Entering Unmasked Estep Score: -455155.750000 Penalty: 4071.006348 Iteration 7Q: 3 clusters Score -455155.8 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 2390 members Entering Unmasked Estep Score: -455278.343750 Penalty: 4071.006348 Iteration 8Q: 3 clusters Score -455278.3 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1258 members Mstep: Class 2 contains 2411 members Entering Unmasked Estep Score: -455411.375000 Penalty: 4071.006348 Iteration 9Q: 3 clusters Score -455411.4 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -455550.937500 Penalty: 4071.006348 Iteration 10Q: 3 clusters Score -455550.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -455683.218750 Penalty: 4071.006348 Iteration 11Q: 3 clusters Score -455683.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1193 members Mstep: Class 2 contains 2476 members Entering Unmasked Estep Score: -455757.906250 Penalty: 4071.006348 Iteration 12Q: 3 clusters Score -455757.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1210 members Mstep: Class 2 contains 2459 members Entering Unmasked Estep Score: -455827.218750 Penalty: 4071.006348 Iteration 13Q: 3 clusters Score -455827.2 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1224 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -455888.781250 Penalty: 4071.006348 Iteration 14Q: 3 clusters Score -455888.8 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1256 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -455953.937500 Penalty: 4071.006348 Iteration 15Q: 3 clusters Score -455953.9 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1289 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -456009.562500 Penalty: 4071.006348 Iteration 16Q: 3 clusters Score -456009.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 2354 members Entering Unmasked Estep Score: -456055.406250 Penalty: 4071.006348 Iteration 17Q: 3 clusters Score -456055.4 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1343 members Mstep: Class 2 contains 2326 members Entering Unmasked Estep Score: -456088.031250 Penalty: 4071.006348 Iteration 18Q: 3 clusters Score -456088 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1358 members Mstep: Class 2 contains 2311 members Entering Unmasked Estep Score: -456101.031250 Penalty: 4071.006348 Iteration 19Q: 3 clusters Score -456101 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 2296 members Entering Unmasked Estep Score: -456116.343750 Penalty: 4071.006348 Iteration 20F: 3 clusters Score -456116.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 2285 members Entering Unmasked Estep Score: -456131.781250 Penalty: 4071.006348 Iteration 21Q: 3 clusters Score -456131.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -456141.468750 Penalty: 4071.006348 Iteration 22Q: 3 clusters Score -456141.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -456151.281250 Penalty: 4071.006348 Iteration 23Q: 3 clusters Score -456151.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 2275 members Entering Unmasked Estep Score: -456158.125000 Penalty: 4071.006348 Iteration 24Q: 3 clusters Score -456158.1 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 2278 members Entering Unmasked Estep Score: -456162.812500 Penalty: 4071.006348 Iteration 25Q: 3 clusters Score -456162.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -456164.000000 Penalty: 4071.006348 Iteration 26Q: 3 clusters Score -456164 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1389 members Mstep: Class 2 contains 2280 members Entering Unmasked Estep Score: -456165.593750 Penalty: 4071.006348 Iteration 27Q: 3 clusters Score -456165.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 2279 members Entering Unmasked Estep Score: -456165.656250 Penalty: 4071.006348 Iteration 28Q: 3 clusters Score -456165.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -456167.406250 Penalty: 4071.006348 Iteration 29Q: 3 clusters Score -456167.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -456170.250000 Penalty: 4071.006348 Iteration 30Q: 3 clusters Score -456170.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -456172.562500 Penalty: 4071.006348 Iteration 31Q: 3 clusters Score -456172.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -456175.187500 Penalty: 4071.006348 Iteration 32Q: 3 clusters Score -456175.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -456175.968750 Penalty: 4071.006348 Iteration 33Q: 3 clusters Score -456176 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1396 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -456176.218750 Penalty: 4071.006348 Iteration 34Q: 3 clusters Score -456176.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 2274 members Entering Unmasked Estep Score: -456176.343750 Penalty: 4071.006348 Iteration 35Q: 3 clusters Score -456176.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -456178.625000 Penalty: 4071.006348 Iteration 36Q: 3 clusters Score -456178.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1393 members Mstep: Class 2 contains 2276 members Entering Unmasked Estep Score: -456178.406250 Penalty: 4071.006348 Iteration 37Q: 3 clusters Score -456178.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -456178.718750 Penalty: 4071.006348 Iteration 38Q: 3 clusters Score -456178.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -456179.125000 Penalty: 4071.006348 Iteration 39Q: 3 clusters Score -456179.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 2277 members Entering Unmasked Estep Score: -456179.125000 Penalty: 4071.006348 Iteration 40F: 3 clusters Score -456179.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (25003 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25003 members Entering Unmasked Estep Score: -3202576.000000 Penalty: 2511.434326 Iteration 0F: 2 clusters Score -3202576 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12647 members Mstep: Class 2 contains 12356 members Entering Unmasked Estep Score: -3185267.250000 Penalty: 5022.868652 Iteration 0F: 3 clusters Score -3185267 nChanged 11143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13384 members Mstep: Class 2 contains 11619 members Entering Unmasked Estep Score: -3191427.000000 Penalty: 5022.868652 Iteration 1F: 3 clusters Score -3191427 nChanged 1390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13858 members Mstep: Class 2 contains 11145 members Entering Unmasked Estep Score: -3192068.500000 Penalty: 5022.868652 Iteration 2F: 3 clusters Score -3192068 nChanged 1347 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14507 members Mstep: Class 2 contains 10496 members Entering Unmasked Estep Score: -3192796.750000 Penalty: 5022.868652 Iteration 3F: 3 clusters Score -3192797 nChanged 1384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15265 members Mstep: Class 2 contains 9738 members Entering Unmasked Estep Score: -3193610.250000 Penalty: 5022.868652 Iteration 4F: 3 clusters Score -3193610 nChanged 1465 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16198 members Mstep: Class 2 contains 8805 members Entering Unmasked Estep Score: -3194596.250000 Penalty: 5022.868652 Iteration 5F: 3 clusters Score -3194596 nChanged 1470 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17198 members Mstep: Class 2 contains 7805 members Entering Unmasked Estep Score: -3195674.750000 Penalty: 5022.868652 Iteration 6F: 3 clusters Score -3195675 nChanged 1412 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18202 members Mstep: Class 2 contains 6801 members Entering Unmasked Estep Score: -3196831.500000 Penalty: 5022.868652 Iteration 7F: 3 clusters Score -3196832 nChanged 1286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19046 members Mstep: Class 2 contains 5957 members Entering Unmasked Estep Score: -3197930.250000 Penalty: 5022.868652 Iteration 8F: 3 clusters Score -3197930 nChanged 1086 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19620 members Mstep: Class 2 contains 5383 members Entering Unmasked Estep Score: -3198879.000000 Penalty: 5022.868652 Iteration 9Q: 3 clusters Score -3198879 nChanged 877 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19975 members Mstep: Class 2 contains 5028 members Entering Unmasked Estep Score: -3199679.250000 Penalty: 5022.868652 Iteration 10Q: 3 clusters Score -3199679 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20191 members Mstep: Class 2 contains 4812 members Entering Unmasked Estep Score: -3200369.250000 Penalty: 5022.868652 Iteration 11Q: 3 clusters Score -3200369 nChanged 533 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20318 members Mstep: Class 2 contains 4685 members Entering Unmasked Estep Score: -3200782.750000 Penalty: 5022.868652 Iteration 12Q: 3 clusters Score -3200783 nChanged 365 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20373 members Mstep: Class 2 contains 4630 members Entering Unmasked Estep Score: -3201028.500000 Penalty: 5022.868652 Iteration 13Q: 3 clusters Score -3201028 nChanged 293 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20404 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -3201255.250000 Penalty: 5022.868652 Iteration 14Q: 3 clusters Score -3201255 nChanged 264 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20420 members Mstep: Class 2 contains 4583 members Entering Unmasked Estep Score: -3201396.500000 Penalty: 5022.868652 Iteration 15Q: 3 clusters Score -3201396 nChanged 211 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20423 members Mstep: Class 2 contains 4580 members Entering Unmasked Estep Score: -3201471.250000 Penalty: 5022.868652 Iteration 16Q: 3 clusters Score -3201471 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20430 members Mstep: Class 2 contains 4573 members Entering Unmasked Estep Score: -3201516.250000 Penalty: 5022.868652 Iteration 17Q: 3 clusters Score -3201516 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20433 members Mstep: Class 2 contains 4570 members Entering Unmasked Estep Score: -3201538.000000 Penalty: 5022.868652 Iteration 18Q: 3 clusters Score -3201538 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20432 members Mstep: Class 2 contains 4571 members Entering Unmasked Estep Score: -3201558.250000 Penalty: 5022.868652 Iteration 19Q: 3 clusters Score -3201558 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20434 members Mstep: Class 2 contains 4569 members Entering Unmasked Estep Score: -3201558.250000 Penalty: 5022.868652 Iteration 20F: 3 clusters Score -3201558 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20437 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -3201566.500000 Penalty: 5022.868652 Iteration 21Q: 3 clusters Score -3201566 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20437 members Mstep: Class 2 contains 4566 members Entering Unmasked Estep Score: -3201559.250000 Penalty: 5022.868652 Iteration 22Q: 3 clusters Score -3201559 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20445 members Mstep: Class 2 contains 4558 members Entering Unmasked Estep Score: -3201574.250000 Penalty: 5022.868652 Iteration 23Q: 3 clusters Score -3201574 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20457 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -3201578.250000 Penalty: 5022.868652 Iteration 24Q: 3 clusters Score -3201578 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20459 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -3201582.750000 Penalty: 5022.868652 Iteration 25Q: 3 clusters Score -3201583 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20457 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -3201576.500000 Penalty: 5022.868652 Iteration 26Q: 3 clusters Score -3201576 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20458 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -3201579.000000 Penalty: 5022.868652 Iteration 27Q: 3 clusters Score -3201579 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20458 members Mstep: Class 2 contains 4545 members Entering Unmasked Estep Score: -3201575.750000 Penalty: 5022.868652 Iteration 28Q: 3 clusters Score -3201576 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20457 members Mstep: Class 2 contains 4546 members Entering Unmasked Estep Score: -3201575.750000 Penalty: 5022.868652 Iteration 29Q: 3 clusters Score -3201576 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20459 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -3201575.000000 Penalty: 5022.868652 Iteration 30Q: 3 clusters Score -3201575 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20459 members Mstep: Class 2 contains 4544 members Entering Unmasked Estep Score: -3201577.750000 Penalty: 5022.868652 Iteration 31Q: 3 clusters Score -3201578 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20461 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -3201581.750000 Penalty: 5022.868652 Iteration 32Q: 3 clusters Score -3201582 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20461 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -3201580.500000 Penalty: 5022.868652 Iteration 33Q: 3 clusters Score -3201580 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20461 members Mstep: Class 2 contains 4542 members Entering Unmasked Estep Score: -3201580.500000 Penalty: 5022.868652 Iteration 34F: 3 clusters Score -3201580 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (20686 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20686 members Entering Unmasked Estep Score: -2667275.750000 Penalty: 2464.428467 Iteration 0F: 2 clusters Score -2667276 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10302 members Mstep: Class 2 contains 10384 members Entering Unmasked Estep Score: -2652667.000000 Penalty: 4928.856934 Iteration 0F: 3 clusters Score -2652667 nChanged 9098 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10194 members Mstep: Class 2 contains 10492 members Entering Unmasked Estep Score: -2657464.750000 Penalty: 4928.856934 Iteration 1F: 3 clusters Score -2657465 nChanged 1066 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10152 members Mstep: Class 2 contains 10534 members Entering Unmasked Estep Score: -2657896.000000 Penalty: 4928.856934 Iteration 2F: 3 clusters Score -2657896 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10068 members Mstep: Class 2 contains 10618 members Entering Unmasked Estep Score: -2658275.250000 Penalty: 4928.856934 Iteration 3Q: 3 clusters Score -2658275 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9897 members Mstep: Class 2 contains 10789 members Entering Unmasked Estep Score: -2658660.000000 Penalty: 4928.856934 Iteration 4Q: 3 clusters Score -2658660 nChanged 881 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9652 members Mstep: Class 2 contains 11034 members Entering Unmasked Estep Score: -2658994.000000 Penalty: 4928.856934 Iteration 5Q: 3 clusters Score -2658994 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9324 members Mstep: Class 2 contains 11362 members Entering Unmasked Estep Score: -2659373.500000 Penalty: 4928.856934 Iteration 6Q: 3 clusters Score -2659374 nChanged 918 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8864 members Mstep: Class 2 contains 11822 members Entering Unmasked Estep Score: -2659847.250000 Penalty: 4928.856934 Iteration 7Q: 3 clusters Score -2659847 nChanged 1040 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8254 members Mstep: Class 2 contains 12432 members Entering Unmasked Estep Score: -2660491.750000 Penalty: 4928.856934 Iteration 8F: 3 clusters Score -2660492 nChanged 1151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7457 members Mstep: Class 2 contains 13229 members Entering Unmasked Estep Score: -2661277.750000 Penalty: 4928.856934 Iteration 9F: 3 clusters Score -2661278 nChanged 1226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6539 members Mstep: Class 2 contains 14147 members Entering Unmasked Estep Score: -2662231.250000 Penalty: 4928.856934 Iteration 10F: 3 clusters Score -2662231 nChanged 1134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5677 members Mstep: Class 2 contains 15009 members Entering Unmasked Estep Score: -2663196.250000 Penalty: 4928.856934 Iteration 11F: 3 clusters Score -2663196 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4991 members Mstep: Class 2 contains 15695 members Entering Unmasked Estep Score: -2663963.500000 Penalty: 4928.856934 Iteration 12Q: 3 clusters Score -2663964 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4502 members Mstep: Class 2 contains 16184 members Entering Unmasked Estep Score: -2664566.250000 Penalty: 4928.856934 Iteration 13Q: 3 clusters Score -2664566 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4128 members Mstep: Class 2 contains 16558 members Entering Unmasked Estep Score: -2665077.250000 Penalty: 4928.856934 Iteration 14Q: 3 clusters Score -2665077 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3864 members Mstep: Class 2 contains 16822 members Entering Unmasked Estep Score: -2665550.000000 Penalty: 4928.856934 Iteration 15Q: 3 clusters Score -2665550 nChanged 413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 16953 members Entering Unmasked Estep Score: -2665949.250000 Penalty: 4928.856934 Iteration 16Q: 3 clusters Score -2665949 nChanged 349 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3690 members Mstep: Class 2 contains 16996 members Entering Unmasked Estep Score: -2666227.250000 Penalty: 4928.856934 Iteration 17Q: 3 clusters Score -2666227 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3696 members Mstep: Class 2 contains 16990 members Entering Unmasked Estep Score: -2666462.000000 Penalty: 4928.856934 Iteration 18Q: 3 clusters Score -2666462 nChanged 265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3721 members Mstep: Class 2 contains 16965 members Entering Unmasked Estep Score: -2666598.250000 Penalty: 4928.856934 Iteration 19Q: 3 clusters Score -2666598 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3727 members Mstep: Class 2 contains 16959 members Entering Unmasked Estep Score: -2666678.750000 Penalty: 4928.856934 Iteration 20F: 3 clusters Score -2666679 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3749 members Mstep: Class 2 contains 16937 members Entering Unmasked Estep Score: -2666715.750000 Penalty: 4928.856934 Iteration 21Q: 3 clusters Score -2666716 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3781 members Mstep: Class 2 contains 16905 members Entering Unmasked Estep Score: -2666736.500000 Penalty: 4928.856934 Iteration 22Q: 3 clusters Score -2666736 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3803 members Mstep: Class 2 contains 16883 members Entering Unmasked Estep Score: -2666743.250000 Penalty: 4928.856934 Iteration 23Q: 3 clusters Score -2666743 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3815 members Mstep: Class 2 contains 16871 members Entering Unmasked Estep Score: -2666750.250000 Penalty: 4928.856934 Iteration 24Q: 3 clusters Score -2666750 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3831 members Mstep: Class 2 contains 16855 members Entering Unmasked Estep Score: -2666762.750000 Penalty: 4928.856934 Iteration 25Q: 3 clusters Score -2666763 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3845 members Mstep: Class 2 contains 16841 members Entering Unmasked Estep Score: -2666774.000000 Penalty: 4928.856934 Iteration 26Q: 3 clusters Score -2666774 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3857 members Mstep: Class 2 contains 16829 members Entering Unmasked Estep Score: -2666765.750000 Penalty: 4928.856934 Iteration 27Q: 3 clusters Score -2666766 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3868 members Mstep: Class 2 contains 16818 members Entering Unmasked Estep Score: -2666772.000000 Penalty: 4928.856934 Iteration 28Q: 3 clusters Score -2666772 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3885 members Mstep: Class 2 contains 16801 members Entering Unmasked Estep Score: -2666768.000000 Penalty: 4928.856934 Iteration 29Q: 3 clusters Score -2666768 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3895 members Mstep: Class 2 contains 16791 members Entering Unmasked Estep Score: -2666768.750000 Penalty: 4928.856934 Iteration 30Q: 3 clusters Score -2666769 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3901 members Mstep: Class 2 contains 16785 members Entering Unmasked Estep Score: -2666772.000000 Penalty: 4928.856934 Iteration 31Q: 3 clusters Score -2666772 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3907 members Mstep: Class 2 contains 16779 members Entering Unmasked Estep Score: -2666773.250000 Penalty: 4928.856934 Iteration 32Q: 3 clusters Score -2666773 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 16774 members Entering Unmasked Estep Score: -2666768.500000 Penalty: 4928.856934 Iteration 33Q: 3 clusters Score -2666768 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3920 members Mstep: Class 2 contains 16766 members Entering Unmasked Estep Score: -2666769.000000 Penalty: 4928.856934 Iteration 34Q: 3 clusters Score -2666769 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3925 members Mstep: Class 2 contains 16761 members Entering Unmasked Estep Score: -2666769.250000 Penalty: 4928.856934 Iteration 35Q: 3 clusters Score -2666769 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 16755 members Entering Unmasked Estep Score: -2666773.750000 Penalty: 4928.856934 Iteration 36Q: 3 clusters Score -2666774 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3934 members Mstep: Class 2 contains 16752 members Entering Unmasked Estep Score: -2666774.000000 Penalty: 4928.856934 Iteration 37Q: 3 clusters Score -2666774 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3936 members Mstep: Class 2 contains 16750 members Entering Unmasked Estep Score: -2666774.000000 Penalty: 4928.856934 Iteration 38Q: 3 clusters Score -2666774 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 16748 members Entering Unmasked Estep Score: -2666779.000000 Penalty: 4928.856934 Iteration 39Q: 3 clusters Score -2666779 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3938 members Mstep: Class 2 contains 16748 members Entering Unmasked Estep Score: -2666781.500000 Penalty: 4928.856934 Iteration 40F: 3 clusters Score -2666782 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (5181 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5181 members Entering Unmasked Estep Score: -661444.687500 Penalty: 2121.082764 Iteration 0F: 2 clusters Score -661444.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2589 members Mstep: Class 2 contains 2592 members Entering Unmasked Estep Score: -656831.000000 Penalty: 4242.165527 Iteration 0F: 3 clusters Score -656831 nChanged 1936 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2551 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -657900.187500 Penalty: 4242.165527 Iteration 1F: 3 clusters Score -657900.2 nChanged 364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -658133.437500 Penalty: 4242.165527 Iteration 2F: 3 clusters Score -658133.4 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2538 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -658327.562500 Penalty: 4242.165527 Iteration 3F: 3 clusters Score -658327.6 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 2644 members Entering Unmasked Estep Score: -658497.812500 Penalty: 4242.165527 Iteration 4Q: 3 clusters Score -658497.8 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2568 members Mstep: Class 2 contains 2613 members Entering Unmasked Estep Score: -658625.062500 Penalty: 4242.165527 Iteration 5Q: 3 clusters Score -658625.1 nChanged 169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -658721.687500 Penalty: 4242.165527 Iteration 6Q: 3 clusters Score -658721.7 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2668 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -658794.000000 Penalty: 4242.165527 Iteration 7Q: 3 clusters Score -658794 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2725 members Mstep: Class 2 contains 2456 members Entering Unmasked Estep Score: -658867.812500 Penalty: 4242.165527 Iteration 8Q: 3 clusters Score -658867.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2792 members Mstep: Class 2 contains 2389 members Entering Unmasked Estep Score: -658921.250000 Penalty: 4242.165527 Iteration 9Q: 3 clusters Score -658921.2 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -658961.000000 Penalty: 4242.165527 Iteration 10Q: 3 clusters Score -658961 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2908 members Mstep: Class 2 contains 2273 members Entering Unmasked Estep Score: -658998.000000 Penalty: 4242.165527 Iteration 11Q: 3 clusters Score -658998 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2968 members Mstep: Class 2 contains 2213 members Entering Unmasked Estep Score: -659036.562500 Penalty: 4242.165527 Iteration 12Q: 3 clusters Score -659036.6 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3026 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -659074.500000 Penalty: 4242.165527 Iteration 13Q: 3 clusters Score -659074.5 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3079 members Mstep: Class 2 contains 2102 members Entering Unmasked Estep Score: -659114.125000 Penalty: 4242.165527 Iteration 14Q: 3 clusters Score -659114.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3135 members Mstep: Class 2 contains 2046 members Entering Unmasked Estep Score: -659155.250000 Penalty: 4242.165527 Iteration 15Q: 3 clusters Score -659155.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 1984 members Entering Unmasked Estep Score: -659193.500000 Penalty: 4242.165527 Iteration 16Q: 3 clusters Score -659193.5 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3270 members Mstep: Class 2 contains 1911 members Entering Unmasked Estep Score: -659239.937500 Penalty: 4242.165527 Iteration 17Q: 3 clusters Score -659239.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3346 members Mstep: Class 2 contains 1835 members Entering Unmasked Estep Score: -659293.375000 Penalty: 4242.165527 Iteration 18Q: 3 clusters Score -659293.4 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3434 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -659353.875000 Penalty: 4242.165527 Iteration 19Q: 3 clusters Score -659353.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3508 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -659401.500000 Penalty: 4242.165527 Iteration 20F: 3 clusters Score -659401.5 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3579 members Mstep: Class 2 contains 1602 members Entering Unmasked Estep Score: -659442.437500 Penalty: 4242.165527 Iteration 21Q: 3 clusters Score -659442.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3635 members Mstep: Class 2 contains 1546 members Entering Unmasked Estep Score: -659471.375000 Penalty: 4242.165527 Iteration 22Q: 3 clusters Score -659471.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3684 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -659511.500000 Penalty: 4242.165527 Iteration 23Q: 3 clusters Score -659511.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3769 members Mstep: Class 2 contains 1412 members Entering Unmasked Estep Score: -659582.500000 Penalty: 4242.165527 Iteration 24Q: 3 clusters Score -659582.5 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3836 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -659630.875000 Penalty: 4242.165527 Iteration 25Q: 3 clusters Score -659630.9 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3892 members Mstep: Class 2 contains 1289 members Entering Unmasked Estep Score: -659670.937500 Penalty: 4242.165527 Iteration 26Q: 3 clusters Score -659670.9 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -659703.500000 Penalty: 4242.165527 Iteration 27Q: 3 clusters Score -659703.5 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3990 members Mstep: Class 2 contains 1191 members Entering Unmasked Estep Score: -659746.562500 Penalty: 4242.165527 Iteration 28Q: 3 clusters Score -659746.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4043 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -659798.812500 Penalty: 4242.165527 Iteration 29Q: 3 clusters Score -659798.8 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4094 members Mstep: Class 2 contains 1087 members Entering Unmasked Estep Score: -659844.000000 Penalty: 4242.165527 Iteration 30Q: 3 clusters Score -659844 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4133 members Mstep: Class 2 contains 1048 members Entering Unmasked Estep Score: -659876.125000 Penalty: 4242.165527 Iteration 31Q: 3 clusters Score -659876.1 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4165 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -659905.500000 Penalty: 4242.165527 Iteration 32Q: 3 clusters Score -659905.5 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4197 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -659935.062500 Penalty: 4242.165527 Iteration 33Q: 3 clusters Score -659935.1 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4215 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -659956.062500 Penalty: 4242.165527 Iteration 34Q: 3 clusters Score -659956.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4239 members Mstep: Class 2 contains 942 members Entering Unmasked Estep Score: -659987.437500 Penalty: 4242.165527 Iteration 35Q: 3 clusters Score -659987.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4266 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -660021.062500 Penalty: 4242.165527 Iteration 36Q: 3 clusters Score -660021.1 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4287 members Mstep: Class 2 contains 894 members Entering Unmasked Estep Score: -660043.125000 Penalty: 4242.165527 Iteration 37Q: 3 clusters Score -660043.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4303 members Mstep: Class 2 contains 878 members Entering Unmasked Estep Score: -660073.312500 Penalty: 4242.165527 Iteration 38Q: 3 clusters Score -660073.3 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4321 members Mstep: Class 2 contains 860 members Entering Unmasked Estep Score: -660112.500000 Penalty: 4242.165527 Iteration 39Q: 3 clusters Score -660112.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4345 members Mstep: Class 2 contains 836 members Entering Unmasked Estep Score: -660175.500000 Penalty: 4242.165527 Iteration 40F: 3 clusters Score -660175.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4366 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -660240.625000 Penalty: 4242.165527 Iteration 41Q: 3 clusters Score -660240.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -660277.375000 Penalty: 4242.165527 Iteration 42Q: 3 clusters Score -660277.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4401 members Mstep: Class 2 contains 780 members Entering Unmasked Estep Score: -660294.500000 Penalty: 4242.165527 Iteration 43Q: 3 clusters Score -660294.5 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4416 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -660311.625000 Penalty: 4242.165527 Iteration 44Q: 3 clusters Score -660311.6 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4426 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -660319.312500 Penalty: 4242.165527 Iteration 45Q: 3 clusters Score -660319.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 748 members Entering Unmasked Estep Score: -660325.625000 Penalty: 4242.165527 Iteration 46Q: 3 clusters Score -660325.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4437 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -660331.437500 Penalty: 4242.165527 Iteration 47Q: 3 clusters Score -660331.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4442 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -660335.812500 Penalty: 4242.165527 Iteration 48Q: 3 clusters Score -660335.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4445 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -660337.250000 Penalty: 4242.165527 Iteration 49Q: 3 clusters Score -660337.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 734 members Entering Unmasked Estep Score: -660338.250000 Penalty: 4242.165527 Iteration 50Q: 3 clusters Score -660338.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4449 members Mstep: Class 2 contains 732 members Entering Unmasked Estep Score: -660339.812500 Penalty: 4242.165527 Iteration 51Q: 3 clusters Score -660339.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -660343.125000 Penalty: 4242.165527 Iteration 52Q: 3 clusters Score -660343.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4457 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -660347.562500 Penalty: 4242.165527 Iteration 53Q: 3 clusters Score -660347.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4460 members Mstep: Class 2 contains 721 members Entering Unmasked Estep Score: -660348.562500 Penalty: 4242.165527 Iteration 54Q: 3 clusters Score -660348.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -660351.187500 Penalty: 4242.165527 Iteration 55Q: 3 clusters Score -660351.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4464 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -660353.500000 Penalty: 4242.165527 Iteration 56Q: 3 clusters Score -660353.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4467 members Mstep: Class 2 contains 714 members Entering Unmasked Estep Score: -660359.500000 Penalty: 4242.165527 Iteration 57Q: 3 clusters Score -660359.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4470 members Mstep: Class 2 contains 711 members Entering Unmasked Estep Score: -660361.250000 Penalty: 4242.165527 Iteration 58Q: 3 clusters Score -660361.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -660362.750000 Penalty: 4242.165527 Iteration 59Q: 3 clusters Score -660362.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -660363.750000 Penalty: 4242.165527 Iteration 60F: 3 clusters Score -660363.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -660363.562500 Penalty: 4242.165527 Iteration 61Q: 3 clusters Score -660363.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -660365.875000 Penalty: 4242.165527 Iteration 62Q: 3 clusters Score -660365.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -660365.875000 Penalty: 4242.165527 Iteration 63F: 3 clusters Score -660365.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (506 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Entering Unmasked Estep Score: -55890.417969 Penalty: 1544.181152 Iteration 0F: 2 clusters Score -55890.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -54370.054688 Penalty: 3088.362305 Iteration 0F: 3 clusters Score -54370.05 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -54575.304688 Penalty: 3088.362305 Iteration 1F: 3 clusters Score -54575.3 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -54679.984375 Penalty: 3088.362305 Iteration 2F: 3 clusters Score -54679.98 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -54736.156250 Penalty: 3088.362305 Iteration 3Q: 3 clusters Score -54736.16 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 261 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -54811.707031 Penalty: 3088.362305 Iteration 4Q: 3 clusters Score -54811.71 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -54870.355469 Penalty: 3088.362305 Iteration 5Q: 3 clusters Score -54870.36 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -54951.148438 Penalty: 3088.362305 Iteration 6Q: 3 clusters Score -54951.15 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -55021.875000 Penalty: 3088.362305 Iteration 7Q: 3 clusters Score -55021.88 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -55069.601562 Penalty: 3088.362305 Iteration 8Q: 3 clusters Score -55069.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -55113.300781 Penalty: 3088.362305 Iteration 9Q: 3 clusters Score -55113.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -55151.785156 Penalty: 3088.362305 Iteration 10Q: 3 clusters Score -55151.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -55166.796875 Penalty: 3088.362305 Iteration 11Q: 3 clusters Score -55166.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -55185.210938 Penalty: 3088.362305 Iteration 12Q: 3 clusters Score -55185.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -55189.261719 Penalty: 3088.362305 Iteration 13Q: 3 clusters Score -55189.26 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -55191.214844 Penalty: 3088.362305 Iteration 14F: 3 clusters Score -55191.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -55198.007812 Penalty: 3088.362305 Iteration 15Q: 3 clusters Score -55198.01 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -55206.273438 Penalty: 3088.362305 Iteration 16Q: 3 clusters Score -55206.27 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -55228.785156 Penalty: 3088.362305 Iteration 17Q: 3 clusters Score -55228.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 230 members Entering Unmasked Estep Score: -55254.503906 Penalty: 3088.362305 Iteration 18Q: 3 clusters Score -55254.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -55382.839844 Penalty: 3088.362305 Iteration 19Q: 3 clusters Score -55382.84 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -55523.406250 Penalty: 3088.362305 Iteration 20F: 3 clusters Score -55523.41 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 218 members Entering Unmasked Estep Score: -55557.429688 Penalty: 3088.362305 Iteration 21Q: 3 clusters Score -55557.43 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 212 members Entering Unmasked Estep Score: -55604.738281 Penalty: 3088.362305 Iteration 22Q: 3 clusters Score -55604.74 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -55636.328125 Penalty: 3088.362305 Iteration 23Q: 3 clusters Score -55636.33 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -55655.625000 Penalty: 3088.362305 Iteration 24Q: 3 clusters Score -55655.62 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -55676.371094 Penalty: 3088.362305 Iteration 25Q: 3 clusters Score -55676.37 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -55682.226562 Penalty: 3088.362305 Iteration 26Q: 3 clusters Score -55682.23 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -55686.324219 Penalty: 3088.362305 Iteration 27Q: 3 clusters Score -55686.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -55695.464844 Penalty: 3088.362305 Iteration 28Q: 3 clusters Score -55695.46 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 318 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -55715.359375 Penalty: 3088.362305 Iteration 29Q: 3 clusters Score -55715.36 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -55785.019531 Penalty: 3088.362305 Iteration 30Q: 3 clusters Score -55785.02 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -55902.078125 Penalty: 3088.362305 Iteration 31Q: 3 clusters Score -55902.08 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -55927.117188 Penalty: 3088.362305 Iteration 32Q: 3 clusters Score -55927.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 328 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -55932.847656 Penalty: 3088.362305 Iteration 33Q: 3 clusters Score -55932.85 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -56049.882812 Penalty: 3088.362305 Iteration 34Q: 3 clusters Score -56049.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -56049.882812 Penalty: 3088.362305 Iteration 35F: 3 clusters Score -56049.88 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 41399 members Mstep: Class 3 contains 1853 members Mstep: Class 4 contains 1178 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3669 members Mstep: Class 8 contains 25003 members Mstep: Class 9 contains 20686 members Mstep: Class 10 contains 5181 members Mstep: Class 11 contains 329 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22041 members Mstep: Class 14 contains 19925 members Mstep: Class 15 contains 2739 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8319 members Mstep: Class 18 contains 75806 members Mstep: Class 19 contains 2720 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7178 members Mstep: Class 22 contains 199415 members Mstep: Class 23 contains 4814 members Mstep: Class 24 contains 326 members Mstep: Class 25 contains 177 members Entering Unmasked Estep Score: -55709972.000000 Penalty: 80642.781250 Splitting cluster 11 changes total score from -55711580.000000 to -55709972.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 12 (394 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Entering Unmasked Estep Score: -43656.066406 Penalty: 1482.135010 Iteration 0F: 2 clusters Score -43656.07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -42288.468750 Penalty: 2964.270020 Iteration 0F: 3 clusters Score -42288.47 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -42429.332031 Penalty: 2964.270020 Iteration 1F: 3 clusters Score -42429.33 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -42498.757812 Penalty: 2964.270020 Iteration 2Q: 3 clusters Score -42498.76 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -42554.531250 Penalty: 2964.270020 Iteration 3Q: 3 clusters Score -42554.53 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -42636.394531 Penalty: 2964.270020 Iteration 4Q: 3 clusters Score -42636.39 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -42773.093750 Penalty: 2964.270020 Iteration 5Q: 3 clusters Score -42773.09 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 201 members Mstep: Class 2 contains 193 members Entering Unmasked Estep Score: -42824.089844 Penalty: 2964.270020 Iteration 6Q: 3 clusters Score -42824.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -42834.828125 Penalty: 2964.270020 Iteration 7Q: 3 clusters Score -42834.83 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -42836.960938 Penalty: 2964.270020 Iteration 8Q: 3 clusters Score -42836.96 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -42852.343750 Penalty: 2964.270020 Iteration 9Q: 3 clusters Score -42852.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -42858.976562 Penalty: 2964.270020 Iteration 10Q: 3 clusters Score -42858.98 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -42861.785156 Penalty: 2964.270020 Iteration 11Q: 3 clusters Score -42861.79 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -42864.605469 Penalty: 2964.270020 Iteration 12Q: 3 clusters Score -42864.61 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -42864.605469 Penalty: 2964.270020 Iteration 13F: 3 clusters Score -42864.61 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (22041 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22041 members Entering Unmasked Estep Score: -2728143.750000 Penalty: 2480.163574 Iteration 0F: 2 clusters Score -2728144 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11020 members Mstep: Class 2 contains 11021 members Entering Unmasked Estep Score: -2712884.000000 Penalty: 4960.327148 Iteration 0F: 3 clusters Score -2712884 nChanged 9654 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10648 members Mstep: Class 2 contains 11393 members Entering Unmasked Estep Score: -2718600.250000 Penalty: 4960.327148 Iteration 1F: 3 clusters Score -2718600 nChanged 1565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10219 members Mstep: Class 2 contains 11822 members Entering Unmasked Estep Score: -2719856.000000 Penalty: 4960.327148 Iteration 2F: 3 clusters Score -2719856 nChanged 1764 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9457 members Mstep: Class 2 contains 12584 members Entering Unmasked Estep Score: -2721151.250000 Penalty: 4960.327148 Iteration 3F: 3 clusters Score -2721151 nChanged 1810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8429 members Mstep: Class 2 contains 13612 members Entering Unmasked Estep Score: -2722450.750000 Penalty: 4960.327148 Iteration 4F: 3 clusters Score -2722451 nChanged 1738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7213 members Mstep: Class 2 contains 14828 members Entering Unmasked Estep Score: -2723708.500000 Penalty: 4960.327148 Iteration 5F: 3 clusters Score -2723708 nChanged 1433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6080 members Mstep: Class 2 contains 15961 members Entering Unmasked Estep Score: -2724684.750000 Penalty: 4960.327148 Iteration 6F: 3 clusters Score -2724685 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5124 members Mstep: Class 2 contains 16917 members Entering Unmasked Estep Score: -2725348.000000 Penalty: 4960.327148 Iteration 7Q: 3 clusters Score -2725348 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4359 members Mstep: Class 2 contains 17682 members Entering Unmasked Estep Score: -2725803.500000 Penalty: 4960.327148 Iteration 8Q: 3 clusters Score -2725804 nChanged 620 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3755 members Mstep: Class 2 contains 18286 members Entering Unmasked Estep Score: -2726158.500000 Penalty: 4960.327148 Iteration 9Q: 3 clusters Score -2726158 nChanged 500 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3267 members Mstep: Class 2 contains 18774 members Entering Unmasked Estep Score: -2726420.000000 Penalty: 4960.327148 Iteration 10Q: 3 clusters Score -2726420 nChanged 432 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2843 members Mstep: Class 2 contains 19198 members Entering Unmasked Estep Score: -2726677.250000 Penalty: 4960.327148 Iteration 11Q: 3 clusters Score -2726677 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2510 members Mstep: Class 2 contains 19531 members Entering Unmasked Estep Score: -2726872.000000 Penalty: 4960.327148 Iteration 12Q: 3 clusters Score -2726872 nChanged 287 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 19814 members Entering Unmasked Estep Score: -2727077.500000 Penalty: 4960.327148 Iteration 13Q: 3 clusters Score -2727078 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1975 members Mstep: Class 2 contains 20066 members Entering Unmasked Estep Score: -2727279.500000 Penalty: 4960.327148 Iteration 14Q: 3 clusters Score -2727280 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1784 members Mstep: Class 2 contains 20257 members Entering Unmasked Estep Score: -2727465.250000 Penalty: 4960.327148 Iteration 15Q: 3 clusters Score -2727465 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1683 members Mstep: Class 2 contains 20358 members Entering Unmasked Estep Score: -2727528.750000 Penalty: 4960.327148 Iteration 16Q: 3 clusters Score -2727529 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1611 members Mstep: Class 2 contains 20430 members Entering Unmasked Estep Score: -2727570.500000 Penalty: 4960.327148 Iteration 17Q: 3 clusters Score -2727570 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1554 members Mstep: Class 2 contains 20487 members Entering Unmasked Estep Score: -2727591.250000 Penalty: 4960.327148 Iteration 18Q: 3 clusters Score -2727591 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 20525 members Entering Unmasked Estep Score: -2727603.000000 Penalty: 4960.327148 Iteration 19Q: 3 clusters Score -2727603 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 20561 members Entering Unmasked Estep Score: -2727615.250000 Penalty: 4960.327148 Iteration 20F: 3 clusters Score -2727615 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 20589 members Entering Unmasked Estep Score: -2727630.000000 Penalty: 4960.327148 Iteration 21Q: 3 clusters Score -2727630 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1424 members Mstep: Class 2 contains 20617 members Entering Unmasked Estep Score: -2727639.250000 Penalty: 4960.327148 Iteration 22Q: 3 clusters Score -2727639 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 20637 members Entering Unmasked Estep Score: -2727648.250000 Penalty: 4960.327148 Iteration 23Q: 3 clusters Score -2727648 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 20649 members Entering Unmasked Estep Score: -2727647.500000 Penalty: 4960.327148 Iteration 24Q: 3 clusters Score -2727648 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1384 members Mstep: Class 2 contains 20657 members Entering Unmasked Estep Score: -2727651.750000 Penalty: 4960.327148 Iteration 25Q: 3 clusters Score -2727652 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 20661 members Entering Unmasked Estep Score: -2727652.250000 Penalty: 4960.327148 Iteration 26Q: 3 clusters Score -2727652 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 20672 members Entering Unmasked Estep Score: -2727651.750000 Penalty: 4960.327148 Iteration 27Q: 3 clusters Score -2727652 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1355 members Mstep: Class 2 contains 20686 members Entering Unmasked Estep Score: -2727658.500000 Penalty: 4960.327148 Iteration 28Q: 3 clusters Score -2727658 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1346 members Mstep: Class 2 contains 20695 members Entering Unmasked Estep Score: -2727659.750000 Penalty: 4960.327148 Iteration 29Q: 3 clusters Score -2727660 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1340 members Mstep: Class 2 contains 20701 members Entering Unmasked Estep Score: -2727667.000000 Penalty: 4960.327148 Iteration 30Q: 3 clusters Score -2727667 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 20704 members Entering Unmasked Estep Score: -2727664.750000 Penalty: 4960.327148 Iteration 31Q: 3 clusters Score -2727665 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1333 members Mstep: Class 2 contains 20708 members Entering Unmasked Estep Score: -2727666.000000 Penalty: 4960.327148 Iteration 32Q: 3 clusters Score -2727666 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 20709 members Entering Unmasked Estep Score: -2727669.500000 Penalty: 4960.327148 Iteration 33Q: 3 clusters Score -2727670 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1332 members Mstep: Class 2 contains 20709 members Entering Unmasked Estep Score: -2727669.500000 Penalty: 4960.327148 Iteration 34F: 3 clusters Score -2727670 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (19925 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19925 members Entering Unmasked Estep Score: -2576612.250000 Penalty: 2455.133301 Iteration 0F: 2 clusters Score -2576612 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9925 members Mstep: Class 2 contains 10000 members Entering Unmasked Estep Score: -2562621.250000 Penalty: 4910.266602 Iteration 0F: 3 clusters Score -2562621 nChanged 8773 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9736 members Mstep: Class 2 contains 10189 members Entering Unmasked Estep Score: -2567289.500000 Penalty: 4910.266602 Iteration 1F: 3 clusters Score -2567290 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9590 members Mstep: Class 2 contains 10335 members Entering Unmasked Estep Score: -2567680.250000 Penalty: 4910.266602 Iteration 2F: 3 clusters Score -2567680 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9378 members Mstep: Class 2 contains 10547 members Entering Unmasked Estep Score: -2567979.000000 Penalty: 4910.266602 Iteration 3Q: 3 clusters Score -2567979 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9090 members Mstep: Class 2 contains 10835 members Entering Unmasked Estep Score: -2568213.500000 Penalty: 4910.266602 Iteration 4Q: 3 clusters Score -2568214 nChanged 678 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8712 members Mstep: Class 2 contains 11213 members Entering Unmasked Estep Score: -2568413.750000 Penalty: 4910.266602 Iteration 5Q: 3 clusters Score -2568414 nChanged 615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8281 members Mstep: Class 2 contains 11644 members Entering Unmasked Estep Score: -2568625.250000 Penalty: 4910.266602 Iteration 6Q: 3 clusters Score -2568625 nChanged 638 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7761 members Mstep: Class 2 contains 12164 members Entering Unmasked Estep Score: -2568862.750000 Penalty: 4910.266602 Iteration 7Q: 3 clusters Score -2568863 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7108 members Mstep: Class 2 contains 12817 members Entering Unmasked Estep Score: -2569194.750000 Penalty: 4910.266602 Iteration 8Q: 3 clusters Score -2569195 nChanged 835 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6309 members Mstep: Class 2 contains 13616 members Entering Unmasked Estep Score: -2569633.250000 Penalty: 4910.266602 Iteration 9Q: 3 clusters Score -2569633 nChanged 978 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5357 members Mstep: Class 2 contains 14568 members Entering Unmasked Estep Score: -2570199.750000 Penalty: 4910.266602 Iteration 10Q: 3 clusters Score -2570200 nChanged 1103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4260 members Mstep: Class 2 contains 15665 members Entering Unmasked Estep Score: -2570994.750000 Penalty: 4910.266602 Iteration 11F: 3 clusters Score -2570995 nChanged 1166 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 16827 members Entering Unmasked Estep Score: -2571954.500000 Penalty: 4910.266602 Iteration 12F: 3 clusters Score -2571954 nChanged 1036 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2068 members Mstep: Class 2 contains 17857 members Entering Unmasked Estep Score: -2572835.250000 Penalty: 4910.266602 Iteration 13F: 3 clusters Score -2572835 nChanged 785 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 18632 members Entering Unmasked Estep Score: -2573503.000000 Penalty: 4910.266602 Iteration 14Q: 3 clusters Score -2573503 nChanged 448 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 851 members Mstep: Class 2 contains 19074 members Entering Unmasked Estep Score: -2573895.000000 Penalty: 4910.266602 Iteration 15Q: 3 clusters Score -2573895 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 19325 members Entering Unmasked Estep Score: -2574147.000000 Penalty: 4910.266602 Iteration 16Q: 3 clusters Score -2574147 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Mstep: Class 2 contains 19445 members Entering Unmasked Estep Score: -2574263.750000 Penalty: 4910.266602 Iteration 17Q: 3 clusters Score -2574264 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 401 members Mstep: Class 2 contains 19524 members Entering Unmasked Estep Score: -2574348.500000 Penalty: 4910.266602 Iteration 18Q: 3 clusters Score -2574348 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 19566 members Entering Unmasked Estep Score: -2574397.000000 Penalty: 4910.266602 Iteration 19Q: 3 clusters Score -2574397 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 334 members Mstep: Class 2 contains 19591 members Entering Unmasked Estep Score: -2574434.750000 Penalty: 4910.266602 Iteration 20F: 3 clusters Score -2574435 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 320 members Mstep: Class 2 contains 19605 members Entering Unmasked Estep Score: -2574457.750000 Penalty: 4910.266602 Iteration 21Q: 3 clusters Score -2574458 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 19617 members Entering Unmasked Estep Score: -2574471.750000 Penalty: 4910.266602 Iteration 22Q: 3 clusters Score -2574472 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 19619 members Entering Unmasked Estep Score: -2574476.250000 Penalty: 4910.266602 Iteration 23Q: 3 clusters Score -2574476 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 19623 members Entering Unmasked Estep Score: -2574481.750000 Penalty: 4910.266602 Iteration 24Q: 3 clusters Score -2574482 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 298 members Mstep: Class 2 contains 19627 members Entering Unmasked Estep Score: -2574484.500000 Penalty: 4910.266602 Iteration 25Q: 3 clusters Score -2574484 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 294 members Mstep: Class 2 contains 19631 members Entering Unmasked Estep Score: -2574488.750000 Penalty: 4910.266602 Iteration 26Q: 3 clusters Score -2574489 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 19634 members Entering Unmasked Estep Score: -2574498.750000 Penalty: 4910.266602 Iteration 27Q: 3 clusters Score -2574499 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 19636 members Entering Unmasked Estep Score: -2574515.250000 Penalty: 4910.266602 Iteration 28Q: 3 clusters Score -2574515 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 19639 members Entering Unmasked Estep Score: -2574521.000000 Penalty: 4910.266602 Iteration 29Q: 3 clusters Score -2574521 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 19640 members Entering Unmasked Estep Score: -2574520.750000 Penalty: 4910.266602 Iteration 30Q: 3 clusters Score -2574521 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 19641 members Entering Unmasked Estep Score: -2574524.750000 Penalty: 4910.266602 Iteration 31Q: 3 clusters Score -2574525 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 19642 members Entering Unmasked Estep Score: -2574529.750000 Penalty: 4910.266602 Iteration 32Q: 3 clusters Score -2574530 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 19643 members Entering Unmasked Estep Score: -2574532.250000 Penalty: 4910.266602 Iteration 33Q: 3 clusters Score -2574532 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 19643 members Entering Unmasked Estep Score: -2574532.250000 Penalty: 4910.266602 Iteration 34F: 3 clusters Score -2574532 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2739 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Entering Unmasked Estep Score: -351997.500000 Penalty: 1963.006348 Iteration 0F: 2 clusters Score -351997.5 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 1369 members Entering Unmasked Estep Score: -348875.062500 Penalty: 3926.012695 Iteration 0F: 3 clusters Score -348875.1 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1366 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -349429.718750 Penalty: 3926.012695 Iteration 1F: 3 clusters Score -349429.7 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -349592.437500 Penalty: 3926.012695 Iteration 2F: 3 clusters Score -349592.4 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1375 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -349680.500000 Penalty: 3926.012695 Iteration 3Q: 3 clusters Score -349680.5 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -349746.187500 Penalty: 3926.012695 Iteration 4Q: 3 clusters Score -349746.2 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1371 members Entering Unmasked Estep Score: -349797.281250 Penalty: 3926.012695 Iteration 5Q: 3 clusters Score -349797.3 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1367 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -349828.906250 Penalty: 3926.012695 Iteration 6Q: 3 clusters Score -349828.9 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -349851.875000 Penalty: 3926.012695 Iteration 7Q: 3 clusters Score -349851.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -349877.062500 Penalty: 3926.012695 Iteration 8Q: 3 clusters Score -349877.1 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1378 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -349911.718750 Penalty: 3926.012695 Iteration 9Q: 3 clusters Score -349911.7 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -349945.250000 Penalty: 3926.012695 Iteration 10Q: 3 clusters Score -349945.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -349985.562500 Penalty: 3926.012695 Iteration 11Q: 3 clusters Score -349985.6 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1386 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -350032.968750 Penalty: 3926.012695 Iteration 12Q: 3 clusters Score -350033 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1374 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -350075.750000 Penalty: 3926.012695 Iteration 13Q: 3 clusters Score -350075.8 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1351 members Mstep: Class 2 contains 1388 members Entering Unmasked Estep Score: -350117.406250 Penalty: 3926.012695 Iteration 14Q: 3 clusters Score -350117.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1339 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -350163.375000 Penalty: 3926.012695 Iteration 15Q: 3 clusters Score -350163.4 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -350204.562500 Penalty: 3926.012695 Iteration 16Q: 3 clusters Score -350204.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -350254.781250 Penalty: 3926.012695 Iteration 17Q: 3 clusters Score -350254.8 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1292 members Mstep: Class 2 contains 1447 members Entering Unmasked Estep Score: -350291.375000 Penalty: 3926.012695 Iteration 18Q: 3 clusters Score -350291.4 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -350315.843750 Penalty: 3926.012695 Iteration 19Q: 3 clusters Score -350315.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1267 members Mstep: Class 2 contains 1472 members Entering Unmasked Estep Score: -350336.500000 Penalty: 3926.012695 Iteration 20F: 3 clusters Score -350336.5 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -350351.687500 Penalty: 3926.012695 Iteration 21Q: 3 clusters Score -350351.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1240 members Mstep: Class 2 contains 1499 members Entering Unmasked Estep Score: -350364.906250 Penalty: 3926.012695 Iteration 22Q: 3 clusters Score -350364.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1233 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -350388.812500 Penalty: 3926.012695 Iteration 23Q: 3 clusters Score -350388.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1226 members Mstep: Class 2 contains 1513 members Entering Unmasked Estep Score: -350407.312500 Penalty: 3926.012695 Iteration 24Q: 3 clusters Score -350407.3 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -350419.343750 Penalty: 3926.012695 Iteration 25Q: 3 clusters Score -350419.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -350426.906250 Penalty: 3926.012695 Iteration 26Q: 3 clusters Score -350426.9 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 1522 members Entering Unmasked Estep Score: -350435.343750 Penalty: 3926.012695 Iteration 27Q: 3 clusters Score -350435.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -350443.437500 Penalty: 3926.012695 Iteration 28Q: 3 clusters Score -350443.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -350453.000000 Penalty: 3926.012695 Iteration 29Q: 3 clusters Score -350453 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 1535 members Entering Unmasked Estep Score: -350456.375000 Penalty: 3926.012695 Iteration 30Q: 3 clusters Score -350456.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1205 members Mstep: Class 2 contains 1534 members Entering Unmasked Estep Score: -350459.843750 Penalty: 3926.012695 Iteration 31Q: 3 clusters Score -350459.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1207 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -350464.750000 Penalty: 3926.012695 Iteration 32Q: 3 clusters Score -350464.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -350467.968750 Penalty: 3926.012695 Iteration 33Q: 3 clusters Score -350468 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -350470.750000 Penalty: 3926.012695 Iteration 34Q: 3 clusters Score -350470.8 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1212 members Mstep: Class 2 contains 1527 members Entering Unmasked Estep Score: -350472.187500 Penalty: 3926.012695 Iteration 35Q: 3 clusters Score -350472.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1213 members Mstep: Class 2 contains 1526 members Entering Unmasked Estep Score: -350474.593750 Penalty: 3926.012695 Iteration 36Q: 3 clusters Score -350474.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1214 members Mstep: Class 2 contains 1525 members Entering Unmasked Estep Score: -350478.250000 Penalty: 3926.012695 Iteration 37Q: 3 clusters Score -350478.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -350482.218750 Penalty: 3926.012695 Iteration 38Q: 3 clusters Score -350482.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -350485.750000 Penalty: 3926.012695 Iteration 39Q: 3 clusters Score -350485.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1219 members Mstep: Class 2 contains 1520 members Entering Unmasked Estep Score: -350489.843750 Penalty: 3926.012695 Iteration 40F: 3 clusters Score -350489.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1220 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -350493.187500 Penalty: 3926.012695 Iteration 41Q: 3 clusters Score -350493.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -350493.812500 Penalty: 3926.012695 Iteration 42Q: 3 clusters Score -350493.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -350494.531250 Penalty: 3926.012695 Iteration 43Q: 3 clusters Score -350494.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 1518 members Entering Unmasked Estep Score: -350494.531250 Penalty: 3926.012695 Iteration 44F: 3 clusters Score -350494.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (220 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Entering Unmasked Estep Score: -25511.089844 Penalty: 1337.619629 Iteration 0F: 2 clusters Score -25511.09 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 113 members Entering Unmasked Estep Score: -24366.986328 Penalty: 2675.239258 Iteration 0F: 3 clusters Score -24366.99 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -24416.851562 Penalty: 2675.239258 Iteration 1F: 3 clusters Score -24416.85 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -24430.533203 Penalty: 2675.239258 Iteration 2Q: 3 clusters Score -24430.53 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -24444.294922 Penalty: 2675.239258 Iteration 3Q: 3 clusters Score -24444.29 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -24444.294922 Penalty: 2675.239258 Iteration 4F: 3 clusters Score -24444.29 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8319 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8319 members Entering Unmasked Estep Score: -1075505.750000 Penalty: 2238.521729 Iteration 0F: 2 clusters Score -1075506 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4170 members Mstep: Class 2 contains 4149 members Entering Unmasked Estep Score: -1068919.500000 Penalty: 4477.043457 Iteration 0F: 3 clusters Score -1068920 nChanged 3372 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4202 members Mstep: Class 2 contains 4117 members Entering Unmasked Estep Score: -1070667.750000 Penalty: 4477.043457 Iteration 1F: 3 clusters Score -1070668 nChanged 551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -1070913.500000 Penalty: 4477.043457 Iteration 2F: 3 clusters Score -1070914 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4204 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -1071093.125000 Penalty: 4477.043457 Iteration 3F: 3 clusters Score -1071093 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4214 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -1071217.375000 Penalty: 4477.043457 Iteration 4Q: 3 clusters Score -1071217 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4222 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -1071302.000000 Penalty: 4477.043457 Iteration 5Q: 3 clusters Score -1071302 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -1071368.625000 Penalty: 4477.043457 Iteration 6Q: 3 clusters Score -1071369 nChanged 180 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4234 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -1071430.375000 Penalty: 4477.043457 Iteration 7Q: 3 clusters Score -1071430 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4244 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -1071462.625000 Penalty: 4477.043457 Iteration 8Q: 3 clusters Score -1071463 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -1071484.750000 Penalty: 4477.043457 Iteration 9Q: 3 clusters Score -1071485 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4241 members Mstep: Class 2 contains 4078 members Entering Unmasked Estep Score: -1071501.500000 Penalty: 4477.043457 Iteration 10Q: 3 clusters Score -1071502 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4242 members Mstep: Class 2 contains 4077 members Entering Unmasked Estep Score: -1071521.625000 Penalty: 4477.043457 Iteration 11Q: 3 clusters Score -1071522 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4251 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -1071532.500000 Penalty: 4477.043457 Iteration 12Q: 3 clusters Score -1071532 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4259 members Mstep: Class 2 contains 4060 members Entering Unmasked Estep Score: -1071544.000000 Penalty: 4477.043457 Iteration 13Q: 3 clusters Score -1071544 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -1071553.500000 Penalty: 4477.043457 Iteration 14Q: 3 clusters Score -1071554 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4268 members Mstep: Class 2 contains 4051 members Entering Unmasked Estep Score: -1071562.625000 Penalty: 4477.043457 Iteration 15Q: 3 clusters Score -1071563 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4273 members Mstep: Class 2 contains 4046 members Entering Unmasked Estep Score: -1071571.625000 Penalty: 4477.043457 Iteration 16Q: 3 clusters Score -1071572 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 4038 members Entering Unmasked Estep Score: -1071574.875000 Penalty: 4477.043457 Iteration 17Q: 3 clusters Score -1071575 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4285 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -1071578.375000 Penalty: 4477.043457 Iteration 18Q: 3 clusters Score -1071578 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4289 members Mstep: Class 2 contains 4030 members Entering Unmasked Estep Score: -1071582.625000 Penalty: 4477.043457 Iteration 19Q: 3 clusters Score -1071583 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4300 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -1071587.375000 Penalty: 4477.043457 Iteration 20F: 3 clusters Score -1071587 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4318 members Mstep: Class 2 contains 4001 members Entering Unmasked Estep Score: -1071591.375000 Penalty: 4477.043457 Iteration 21Q: 3 clusters Score -1071591 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4330 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -1071593.750000 Penalty: 4477.043457 Iteration 22Q: 3 clusters Score -1071594 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4337 members Mstep: Class 2 contains 3982 members Entering Unmasked Estep Score: -1071597.625000 Penalty: 4477.043457 Iteration 23Q: 3 clusters Score -1071598 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4344 members Mstep: Class 2 contains 3975 members Entering Unmasked Estep Score: -1071599.500000 Penalty: 4477.043457 Iteration 24Q: 3 clusters Score -1071600 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4348 members Mstep: Class 2 contains 3971 members Entering Unmasked Estep Score: -1071608.000000 Penalty: 4477.043457 Iteration 25Q: 3 clusters Score -1071608 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4356 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -1071615.750000 Penalty: 4477.043457 Iteration 26Q: 3 clusters Score -1071616 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4363 members Mstep: Class 2 contains 3956 members Entering Unmasked Estep Score: -1071623.125000 Penalty: 4477.043457 Iteration 27Q: 3 clusters Score -1071623 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4368 members Mstep: Class 2 contains 3951 members Entering Unmasked Estep Score: -1071626.750000 Penalty: 4477.043457 Iteration 28Q: 3 clusters Score -1071627 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4372 members Mstep: Class 2 contains 3947 members Entering Unmasked Estep Score: -1071631.000000 Penalty: 4477.043457 Iteration 29Q: 3 clusters Score -1071631 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4379 members Mstep: Class 2 contains 3940 members Entering Unmasked Estep Score: -1071632.875000 Penalty: 4477.043457 Iteration 30Q: 3 clusters Score -1071633 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4384 members Mstep: Class 2 contains 3935 members Entering Unmasked Estep Score: -1071636.500000 Penalty: 4477.043457 Iteration 31Q: 3 clusters Score -1071636 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 3934 members Entering Unmasked Estep Score: -1071639.125000 Penalty: 4477.043457 Iteration 32Q: 3 clusters Score -1071639 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -1071643.500000 Penalty: 4477.043457 Iteration 33Q: 3 clusters Score -1071644 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4392 members Mstep: Class 2 contains 3927 members Entering Unmasked Estep Score: -1071647.375000 Penalty: 4477.043457 Iteration 34Q: 3 clusters Score -1071647 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 3914 members Entering Unmasked Estep Score: -1071653.000000 Penalty: 4477.043457 Iteration 35Q: 3 clusters Score -1071653 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4413 members Mstep: Class 2 contains 3906 members Entering Unmasked Estep Score: -1071655.875000 Penalty: 4477.043457 Iteration 36Q: 3 clusters Score -1071656 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4424 members Mstep: Class 2 contains 3895 members Entering Unmasked Estep Score: -1071658.250000 Penalty: 4477.043457 Iteration 37Q: 3 clusters Score -1071658 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4430 members Mstep: Class 2 contains 3889 members Entering Unmasked Estep Score: -1071663.500000 Penalty: 4477.043457 Iteration 38Q: 3 clusters Score -1071664 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4433 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -1071663.625000 Penalty: 4477.043457 Iteration 39Q: 3 clusters Score -1071664 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4440 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -1071667.375000 Penalty: 4477.043457 Iteration 40F: 3 clusters Score -1071667 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4447 members Mstep: Class 2 contains 3872 members Entering Unmasked Estep Score: -1071669.625000 Penalty: 4477.043457 Iteration 41Q: 3 clusters Score -1071670 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4452 members Mstep: Class 2 contains 3867 members Entering Unmasked Estep Score: -1071669.625000 Penalty: 4477.043457 Iteration 42Q: 3 clusters Score -1071670 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4457 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -1071669.250000 Penalty: 4477.043457 Iteration 43Q: 3 clusters Score -1071669 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4459 members Mstep: Class 2 contains 3860 members Entering Unmasked Estep Score: -1071669.875000 Penalty: 4477.043457 Iteration 44Q: 3 clusters Score -1071670 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4458 members Mstep: Class 2 contains 3861 members Entering Unmasked Estep Score: -1071670.250000 Penalty: 4477.043457 Iteration 45Q: 3 clusters Score -1071670 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -1071670.625000 Penalty: 4477.043457 Iteration 46Q: 3 clusters Score -1071671 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4461 members Mstep: Class 2 contains 3858 members Entering Unmasked Estep Score: -1071671.125000 Penalty: 4477.043457 Iteration 47Q: 3 clusters Score -1071671 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4463 members Mstep: Class 2 contains 3856 members Entering Unmasked Estep Score: -1071672.625000 Penalty: 4477.043457 Iteration 48Q: 3 clusters Score -1071673 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4466 members Mstep: Class 2 contains 3853 members Entering Unmasked Estep Score: -1071672.375000 Penalty: 4477.043457 Iteration 49Q: 3 clusters Score -1071672 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4471 members Mstep: Class 2 contains 3848 members Entering Unmasked Estep Score: -1071672.125000 Penalty: 4477.043457 Iteration 50Q: 3 clusters Score -1071672 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4473 members Mstep: Class 2 contains 3846 members Entering Unmasked Estep Score: -1071672.500000 Penalty: 4477.043457 Iteration 51Q: 3 clusters Score -1071672 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 3844 members Entering Unmasked Estep Score: -1071672.625000 Penalty: 4477.043457 Iteration 52Q: 3 clusters Score -1071673 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4476 members Mstep: Class 2 contains 3843 members Entering Unmasked Estep Score: -1071672.750000 Penalty: 4477.043457 Iteration 53Q: 3 clusters Score -1071673 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -1071673.125000 Penalty: 4477.043457 Iteration 54Q: 3 clusters Score -1071673 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4477 members Mstep: Class 2 contains 3842 members Entering Unmasked Estep Score: -1071673.125000 Penalty: 4477.043457 Iteration 55F: 3 clusters Score -1071673 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (75806 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75806 members Entering Unmasked Estep Score: -9713416.000000 Penalty: 2786.511230 Iteration 0F: 2 clusters Score -9713416 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38081 members Mstep: Class 2 contains 37725 members Entering Unmasked Estep Score: -9662802.000000 Penalty: 5573.022461 Iteration 0F: 3 clusters Score -9662802 nChanged 35584 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39853 members Mstep: Class 2 contains 35953 members Entering Unmasked Estep Score: -9682817.000000 Penalty: 5573.022461 Iteration 1F: 3 clusters Score -9682817 nChanged 2623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40944 members Mstep: Class 2 contains 34862 members Entering Unmasked Estep Score: -9683430.000000 Penalty: 5573.022461 Iteration 2Q: 3 clusters Score -9683430 nChanged 2661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 42543 members Mstep: Class 2 contains 33263 members Entering Unmasked Estep Score: -9684372.000000 Penalty: 5573.022461 Iteration 3Q: 3 clusters Score -9684372 nChanged 3057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 44886 members Mstep: Class 2 contains 30920 members Entering Unmasked Estep Score: -9685751.000000 Penalty: 5573.022461 Iteration 4Q: 3 clusters Score -9685751 nChanged 3616 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48052 members Mstep: Class 2 contains 27754 members Entering Unmasked Estep Score: -9687797.000000 Penalty: 5573.022461 Iteration 5Q: 3 clusters Score -9687797 nChanged 4456 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 52228 members Mstep: Class 2 contains 23578 members Entering Unmasked Estep Score: -9691045.000000 Penalty: 5573.022461 Iteration 6F: 3 clusters Score -9691045 nChanged 5023 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 57103 members Mstep: Class 2 contains 18703 members Entering Unmasked Estep Score: -9695416.000000 Penalty: 5573.022461 Iteration 7F: 3 clusters Score -9695416 nChanged 4974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 61983 members Mstep: Class 2 contains 13823 members Entering Unmasked Estep Score: -9700010.000000 Penalty: 5573.022461 Iteration 8F: 3 clusters Score -9700010 nChanged 4199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 66090 members Mstep: Class 2 contains 9716 members Entering Unmasked Estep Score: -9703722.000000 Penalty: 5573.022461 Iteration 9F: 3 clusters Score -9703722 nChanged 3328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 69358 members Mstep: Class 2 contains 6448 members Entering Unmasked Estep Score: -9706376.000000 Penalty: 5573.022461 Iteration 10Q: 3 clusters Score -9706376 nChanged 2496 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 71826 members Mstep: Class 2 contains 3980 members Entering Unmasked Estep Score: -9708291.000000 Penalty: 5573.022461 Iteration 11Q: 3 clusters Score -9708291 nChanged 1588 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 73392 members Mstep: Class 2 contains 2414 members Entering Unmasked Estep Score: -9709486.000000 Penalty: 5573.022461 Iteration 12Q: 3 clusters Score -9709486 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74295 members Mstep: Class 2 contains 1511 members Entering Unmasked Estep Score: -9710106.000000 Penalty: 5573.022461 Iteration 13Q: 3 clusters Score -9710106 nChanged 514 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 74795 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -9710496.000000 Penalty: 5573.022461 Iteration 14Q: 3 clusters Score -9710496 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75045 members Mstep: Class 2 contains 761 members Entering Unmasked Estep Score: -9710708.000000 Penalty: 5573.022461 Iteration 15Q: 3 clusters Score -9710708 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75191 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -9710819.000000 Penalty: 5573.022461 Iteration 16Q: 3 clusters Score -9710819 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75257 members Mstep: Class 2 contains 549 members Entering Unmasked Estep Score: -9710892.000000 Penalty: 5573.022461 Iteration 17Q: 3 clusters Score -9710892 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75300 members Mstep: Class 2 contains 506 members Entering Unmasked Estep Score: -9710937.000000 Penalty: 5573.022461 Iteration 18Q: 3 clusters Score -9710937 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75328 members Mstep: Class 2 contains 478 members Entering Unmasked Estep Score: -9710975.000000 Penalty: 5573.022461 Iteration 19Q: 3 clusters Score -9710975 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75343 members Mstep: Class 2 contains 463 members Entering Unmasked Estep Score: -9710979.000000 Penalty: 5573.022461 Iteration 20F: 3 clusters Score -9710979 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75351 members Mstep: Class 2 contains 455 members Entering Unmasked Estep Score: -9710989.000000 Penalty: 5573.022461 Iteration 21Q: 3 clusters Score -9710989 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75363 members Mstep: Class 2 contains 443 members Entering Unmasked Estep Score: -9711007.000000 Penalty: 5573.022461 Iteration 22Q: 3 clusters Score -9711007 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75368 members Mstep: Class 2 contains 438 members Entering Unmasked Estep Score: -9711020.000000 Penalty: 5573.022461 Iteration 23Q: 3 clusters Score -9711020 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75369 members Mstep: Class 2 contains 437 members Entering Unmasked Estep Score: -9711024.000000 Penalty: 5573.022461 Iteration 24Q: 3 clusters Score -9711024 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75370 members Mstep: Class 2 contains 436 members Entering Unmasked Estep Score: -9711021.000000 Penalty: 5573.022461 Iteration 25Q: 3 clusters Score -9711021 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75372 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -9711024.000000 Penalty: 5573.022461 Iteration 26Q: 3 clusters Score -9711024 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75372 members Mstep: Class 2 contains 434 members Entering Unmasked Estep Score: -9711022.000000 Penalty: 5573.022461 Iteration 27Q: 3 clusters Score -9711022 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75374 members Mstep: Class 2 contains 432 members Entering Unmasked Estep Score: -9711026.000000 Penalty: 5573.022461 Iteration 28Q: 3 clusters Score -9711026 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75375 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -9711027.000000 Penalty: 5573.022461 Iteration 29Q: 3 clusters Score -9711027 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75375 members Mstep: Class 2 contains 431 members Entering Unmasked Estep Score: -9711027.000000 Penalty: 5573.022461 Iteration 30F: 3 clusters Score -9711027 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2720 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2720 members Entering Unmasked Estep Score: -344006.093750 Penalty: 1961.280029 Iteration 0F: 2 clusters Score -344006.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1330 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -340923.187500 Penalty: 3922.560059 Iteration 0F: 3 clusters Score -340923.2 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1337 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -341537.656250 Penalty: 3922.560059 Iteration 1F: 3 clusters Score -341537.7 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -341710.187500 Penalty: 3922.560059 Iteration 2F: 3 clusters Score -341710.2 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -341813.500000 Penalty: 3922.560059 Iteration 3F: 3 clusters Score -341813.5 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1307 members Mstep: Class 2 contains 1413 members Entering Unmasked Estep Score: -341869.437500 Penalty: 3922.560059 Iteration 4Q: 3 clusters Score -341869.4 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -341909.250000 Penalty: 3922.560059 Iteration 5Q: 3 clusters Score -341909.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -341932.156250 Penalty: 3922.560059 Iteration 6Q: 3 clusters Score -341932.2 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -341945.843750 Penalty: 3922.560059 Iteration 7Q: 3 clusters Score -341945.8 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -341953.593750 Penalty: 3922.560059 Iteration 8Q: 3 clusters Score -341953.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -341961.343750 Penalty: 3922.560059 Iteration 9Q: 3 clusters Score -341961.3 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -341967.218750 Penalty: 3922.560059 Iteration 10Q: 3 clusters Score -341967.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1315 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -341978.156250 Penalty: 3922.560059 Iteration 11Q: 3 clusters Score -341978.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -341989.375000 Penalty: 3922.560059 Iteration 12Q: 3 clusters Score -341989.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -341996.593750 Penalty: 3922.560059 Iteration 13Q: 3 clusters Score -341996.6 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -341998.625000 Penalty: 3922.560059 Iteration 14Q: 3 clusters Score -341998.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 1403 members Entering Unmasked Estep Score: -342000.593750 Penalty: 3922.560059 Iteration 15Q: 3 clusters Score -342000.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 1407 members Entering Unmasked Estep Score: -342003.093750 Penalty: 3922.560059 Iteration 16Q: 3 clusters Score -342003.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1316 members Mstep: Class 2 contains 1404 members Entering Unmasked Estep Score: -342004.875000 Penalty: 3922.560059 Iteration 17Q: 3 clusters Score -342004.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1318 members Mstep: Class 2 contains 1402 members Entering Unmasked Estep Score: -342005.218750 Penalty: 3922.560059 Iteration 18Q: 3 clusters Score -342005.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1319 members Mstep: Class 2 contains 1401 members Entering Unmasked Estep Score: -342005.781250 Penalty: 3922.560059 Iteration 19Q: 3 clusters Score -342005.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1321 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -342007.125000 Penalty: 3922.560059 Iteration 20F: 3 clusters Score -342007.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1325 members Mstep: Class 2 contains 1395 members Entering Unmasked Estep Score: -342009.125000 Penalty: 3922.560059 Iteration 21Q: 3 clusters Score -342009.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -342009.687500 Penalty: 3922.560059 Iteration 22Q: 3 clusters Score -342009.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -342010.375000 Penalty: 3922.560059 Iteration 23Q: 3 clusters Score -342010.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1327 members Mstep: Class 2 contains 1393 members Entering Unmasked Estep Score: -342013.218750 Penalty: 3922.560059 Iteration 24Q: 3 clusters Score -342013.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1328 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -342015.125000 Penalty: 3922.560059 Iteration 25Q: 3 clusters Score -342015.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 1394 members Entering Unmasked Estep Score: -342016.562500 Penalty: 3922.560059 Iteration 26Q: 3 clusters Score -342016.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1396 members Entering Unmasked Estep Score: -342018.781250 Penalty: 3922.560059 Iteration 27Q: 3 clusters Score -342018.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -342021.562500 Penalty: 3922.560059 Iteration 28Q: 3 clusters Score -342021.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -342024.000000 Penalty: 3922.560059 Iteration 29Q: 3 clusters Score -342024 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1322 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -342026.125000 Penalty: 3922.560059 Iteration 30Q: 3 clusters Score -342026.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -342026.937500 Penalty: 3922.560059 Iteration 31Q: 3 clusters Score -342026.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -342029.031250 Penalty: 3922.560059 Iteration 32Q: 3 clusters Score -342029 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1320 members Mstep: Class 2 contains 1400 members Entering Unmasked Estep Score: -342029.031250 Penalty: 3922.560059 Iteration 33F: 3 clusters Score -342029 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (535 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Entering Unmasked Estep Score: -58579.175781 Penalty: 1558.002075 Iteration 0F: 2 clusters Score -58579.18 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 281 members Entering Unmasked Estep Score: -57020.253906 Penalty: 3116.004150 Iteration 0F: 3 clusters Score -57020.25 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -57300.136719 Penalty: 3116.004150 Iteration 1F: 3 clusters Score -57300.14 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -57476.605469 Penalty: 3116.004150 Iteration 2F: 3 clusters Score -57476.61 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -57554.675781 Penalty: 3116.004150 Iteration 3Q: 3 clusters Score -57554.68 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -57653.042969 Penalty: 3116.004150 Iteration 4Q: 3 clusters Score -57653.04 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -57698.828125 Penalty: 3116.004150 Iteration 5Q: 3 clusters Score -57698.83 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -57723.316406 Penalty: 3116.004150 Iteration 6Q: 3 clusters Score -57723.32 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -57802.628906 Penalty: 3116.004150 Iteration 7Q: 3 clusters Score -57802.63 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -57965.253906 Penalty: 3116.004150 Iteration 8Q: 3 clusters Score -57965.25 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -58115.066406 Penalty: 3116.004150 Iteration 9Q: 3 clusters Score -58115.07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 304 members Entering Unmasked Estep Score: -58236.648438 Penalty: 3116.004150 Iteration 10Q: 3 clusters Score -58236.65 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -58384.000000 Penalty: 3116.004150 Iteration 11Q: 3 clusters Score -58384 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -58664.531250 Penalty: 3116.004150 Iteration 12Q: 3 clusters Score -58664.53 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 302 members Entering Unmasked Estep Score: -59018.609375 Penalty: 3116.004150 Iteration 13Q: 3 clusters Score -59018.61 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -59223.527344 Penalty: 3116.004150 Iteration 14Q: 3 clusters Score -59223.53 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -59241.988281 Penalty: 3116.004150 Iteration 15Q: 3 clusters Score -59241.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -59261.210938 Penalty: 3116.004150 Iteration 16Q: 3 clusters Score -59261.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -59263.617188 Penalty: 3116.004150 Iteration 17Q: 3 clusters Score -59263.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -59264.097656 Penalty: 3116.004150 Iteration 18F: 3 clusters Score -59264.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -59265.593750 Penalty: 3116.004150 Iteration 19Q: 3 clusters Score -59265.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -59265.593750 Penalty: 3116.004150 Iteration 20F: 3 clusters Score -59265.59 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 41399 members Mstep: Class 3 contains 1853 members Mstep: Class 4 contains 1178 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3669 members Mstep: Class 8 contains 25003 members Mstep: Class 9 contains 20686 members Mstep: Class 10 contains 5181 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22041 members Mstep: Class 14 contains 19925 members Mstep: Class 15 contains 2739 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8319 members Mstep: Class 18 contains 75806 members Mstep: Class 19 contains 2720 members Mstep: Class 20 contains 226 members Mstep: Class 21 contains 7178 members Mstep: Class 22 contains 199415 members Mstep: Class 23 contains 4814 members Mstep: Class 24 contains 326 members Mstep: Class 25 contains 309 members Entering Unmasked Estep Score: -55710596.000000 Penalty: 80642.781250 Splitting cluster 20 changes total score from -55711580.000000 to -55710596.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 21 (7178 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7178 members Entering Unmasked Estep Score: -919123.312500 Penalty: 2201.936523 Iteration 0F: 2 clusters Score -919123.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 3576 members Entering Unmasked Estep Score: -913282.125000 Penalty: 4403.873047 Iteration 0F: 3 clusters Score -913282.1 nChanged 2869 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 3577 members Entering Unmasked Estep Score: -914816.687500 Penalty: 4403.873047 Iteration 1F: 3 clusters Score -914816.7 nChanged 490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3587 members Mstep: Class 2 contains 3591 members Entering Unmasked Estep Score: -915067.500000 Penalty: 4403.873047 Iteration 2F: 3 clusters Score -915067.5 nChanged 368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -915259.312500 Penalty: 4403.873047 Iteration 3F: 3 clusters Score -915259.3 nChanged 298 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3533 members Mstep: Class 2 contains 3645 members Entering Unmasked Estep Score: -915398.312500 Penalty: 4403.873047 Iteration 4Q: 3 clusters Score -915398.3 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 3708 members Entering Unmasked Estep Score: -915499.687500 Penalty: 4403.873047 Iteration 5Q: 3 clusters Score -915499.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3394 members Mstep: Class 2 contains 3784 members Entering Unmasked Estep Score: -915567.937500 Penalty: 4403.873047 Iteration 6Q: 3 clusters Score -915567.9 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3301 members Mstep: Class 2 contains 3877 members Entering Unmasked Estep Score: -915638.187500 Penalty: 4403.873047 Iteration 7Q: 3 clusters Score -915638.2 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3229 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -915698.250000 Penalty: 4403.873047 Iteration 8Q: 3 clusters Score -915698.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3164 members Mstep: Class 2 contains 4014 members Entering Unmasked Estep Score: -915759.062500 Penalty: 4403.873047 Iteration 9Q: 3 clusters Score -915759.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3082 members Mstep: Class 2 contains 4096 members Entering Unmasked Estep Score: -915813.687500 Penalty: 4403.873047 Iteration 10Q: 3 clusters Score -915813.7 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2990 members Mstep: Class 2 contains 4188 members Entering Unmasked Estep Score: -915877.937500 Penalty: 4403.873047 Iteration 11Q: 3 clusters Score -915877.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 4279 members Entering Unmasked Estep Score: -915932.375000 Penalty: 4403.873047 Iteration 12Q: 3 clusters Score -915932.4 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 4385 members Entering Unmasked Estep Score: -915984.000000 Penalty: 4403.873047 Iteration 13Q: 3 clusters Score -915984 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2692 members Mstep: Class 2 contains 4486 members Entering Unmasked Estep Score: -916026.500000 Penalty: 4403.873047 Iteration 14Q: 3 clusters Score -916026.5 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 4599 members Entering Unmasked Estep Score: -916078.000000 Penalty: 4403.873047 Iteration 15Q: 3 clusters Score -916078 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2470 members Mstep: Class 2 contains 4708 members Entering Unmasked Estep Score: -916132.750000 Penalty: 4403.873047 Iteration 16Q: 3 clusters Score -916132.8 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2342 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -916194.250000 Penalty: 4403.873047 Iteration 17Q: 3 clusters Score -916194.2 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2206 members Mstep: Class 2 contains 4972 members Entering Unmasked Estep Score: -916259.125000 Penalty: 4403.873047 Iteration 18Q: 3 clusters Score -916259.1 nChanged 168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2046 members Mstep: Class 2 contains 5132 members Entering Unmasked Estep Score: -916343.687500 Penalty: 4403.873047 Iteration 19Q: 3 clusters Score -916343.7 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 5310 members Entering Unmasked Estep Score: -916454.062500 Penalty: 4403.873047 Iteration 20F: 3 clusters Score -916454.1 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1665 members Mstep: Class 2 contains 5513 members Entering Unmasked Estep Score: -916584.125000 Penalty: 4403.873047 Iteration 21Q: 3 clusters Score -916584.1 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1480 members Mstep: Class 2 contains 5698 members Entering Unmasked Estep Score: -916713.937500 Penalty: 4403.873047 Iteration 22Q: 3 clusters Score -916713.9 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1301 members Mstep: Class 2 contains 5877 members Entering Unmasked Estep Score: -916848.375000 Penalty: 4403.873047 Iteration 23Q: 3 clusters Score -916848.4 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1116 members Mstep: Class 2 contains 6062 members Entering Unmasked Estep Score: -916987.750000 Penalty: 4403.873047 Iteration 24Q: 3 clusters Score -916987.8 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 977 members Mstep: Class 2 contains 6201 members Entering Unmasked Estep Score: -917087.687500 Penalty: 4403.873047 Iteration 25Q: 3 clusters Score -917087.7 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 868 members Mstep: Class 2 contains 6310 members Entering Unmasked Estep Score: -917182.250000 Penalty: 4403.873047 Iteration 26Q: 3 clusters Score -917182.2 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 774 members Mstep: Class 2 contains 6404 members Entering Unmasked Estep Score: -917260.937500 Penalty: 4403.873047 Iteration 27Q: 3 clusters Score -917260.9 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 6481 members Entering Unmasked Estep Score: -917320.437500 Penalty: 4403.873047 Iteration 28Q: 3 clusters Score -917320.4 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 637 members Mstep: Class 2 contains 6541 members Entering Unmasked Estep Score: -917363.812500 Penalty: 4403.873047 Iteration 29Q: 3 clusters Score -917363.8 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 6584 members Entering Unmasked Estep Score: -917394.437500 Penalty: 4403.873047 Iteration 30Q: 3 clusters Score -917394.4 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 6612 members Entering Unmasked Estep Score: -917417.625000 Penalty: 4403.873047 Iteration 31Q: 3 clusters Score -917417.6 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 6636 members Entering Unmasked Estep Score: -917434.312500 Penalty: 4403.873047 Iteration 32Q: 3 clusters Score -917434.3 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 524 members Mstep: Class 2 contains 6654 members Entering Unmasked Estep Score: -917444.500000 Penalty: 4403.873047 Iteration 33Q: 3 clusters Score -917444.5 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 510 members Mstep: Class 2 contains 6668 members Entering Unmasked Estep Score: -917454.500000 Penalty: 4403.873047 Iteration 34Q: 3 clusters Score -917454.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 503 members Mstep: Class 2 contains 6675 members Entering Unmasked Estep Score: -917459.312500 Penalty: 4403.873047 Iteration 35Q: 3 clusters Score -917459.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 495 members Mstep: Class 2 contains 6683 members Entering Unmasked Estep Score: -917465.812500 Penalty: 4403.873047 Iteration 36Q: 3 clusters Score -917465.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 490 members Mstep: Class 2 contains 6688 members Entering Unmasked Estep Score: -917469.937500 Penalty: 4403.873047 Iteration 37Q: 3 clusters Score -917469.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 484 members Mstep: Class 2 contains 6694 members Entering Unmasked Estep Score: -917474.937500 Penalty: 4403.873047 Iteration 38Q: 3 clusters Score -917474.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 475 members Mstep: Class 2 contains 6703 members Entering Unmasked Estep Score: -917483.437500 Penalty: 4403.873047 Iteration 39Q: 3 clusters Score -917483.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 472 members Mstep: Class 2 contains 6706 members Entering Unmasked Estep Score: -917488.500000 Penalty: 4403.873047 Iteration 40F: 3 clusters Score -917488.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 469 members Mstep: Class 2 contains 6709 members Entering Unmasked Estep Score: -917496.000000 Penalty: 4403.873047 Iteration 41Q: 3 clusters Score -917496 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 6711 members Entering Unmasked Estep Score: -917497.062500 Penalty: 4403.873047 Iteration 42Q: 3 clusters Score -917497.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 464 members Mstep: Class 2 contains 6714 members Entering Unmasked Estep Score: -917498.125000 Penalty: 4403.873047 Iteration 43Q: 3 clusters Score -917498.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 463 members Mstep: Class 2 contains 6715 members Entering Unmasked Estep Score: -917498.625000 Penalty: 4403.873047 Iteration 44Q: 3 clusters Score -917498.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 461 members Mstep: Class 2 contains 6717 members Entering Unmasked Estep Score: -917498.687500 Penalty: 4403.873047 Iteration 45Q: 3 clusters Score -917498.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 6718 members Entering Unmasked Estep Score: -917498.875000 Penalty: 4403.873047 Iteration 46Q: 3 clusters Score -917498.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 460 members Mstep: Class 2 contains 6718 members Entering Unmasked Estep Score: -917498.875000 Penalty: 4403.873047 Iteration 47F: 3 clusters Score -917498.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (199415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199415 members Entering Unmasked Estep Score: -25143812.000000 Penalty: 3026.379395 Iteration 0F: 2 clusters Score -2.514381e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100126 members Mstep: Class 2 contains 99289 members Entering Unmasked Estep Score: -25011762.000000 Penalty: 6052.758789 Iteration 0F: 3 clusters Score -2.501176e+07 nChanged 95906 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 105206 members Mstep: Class 2 contains 94209 members Entering Unmasked Estep Score: -25067734.000000 Penalty: 6052.758789 Iteration 1F: 3 clusters Score -2.506773e+07 nChanged 5830 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 109226 members Mstep: Class 2 contains 90189 members Entering Unmasked Estep Score: -25069370.000000 Penalty: 6052.758789 Iteration 2Q: 3 clusters Score -2.506937e+07 nChanged 7176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 115574 members Mstep: Class 2 contains 83841 members Entering Unmasked Estep Score: -25071770.000000 Penalty: 6052.758789 Iteration 3Q: 3 clusters Score -2.507177e+07 nChanged 9916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 125144 members Mstep: Class 2 contains 74271 members Entering Unmasked Estep Score: -25076212.000000 Penalty: 6052.758789 Iteration 4Q: 3 clusters Score -2.507621e+07 nChanged 14122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139198 members Mstep: Class 2 contains 60217 members Entering Unmasked Estep Score: -25085120.000000 Penalty: 6052.758789 Iteration 5F: 3 clusters Score -2.508512e+07 nChanged 18390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157578 members Mstep: Class 2 contains 41837 members Entering Unmasked Estep Score: -25100636.000000 Penalty: 6052.758789 Iteration 6F: 3 clusters Score -2.510064e+07 nChanged 19556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177132 members Mstep: Class 2 contains 22283 members Entering Unmasked Estep Score: -25119602.000000 Penalty: 6052.758789 Iteration 7F: 3 clusters Score -2.51196e+07 nChanged 14168 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191300 members Mstep: Class 2 contains 8115 members Entering Unmasked Estep Score: -25133506.000000 Penalty: 6052.758789 Iteration 8F: 3 clusters Score -2.513351e+07 nChanged 5993 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197293 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -25139238.000000 Penalty: 6052.758789 Iteration 9Q: 3 clusters Score -2.513924e+07 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198787 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -25140666.000000 Penalty: 6052.758789 Iteration 10Q: 3 clusters Score -2.514067e+07 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199058 members Mstep: Class 2 contains 357 members Entering Unmasked Estep Score: -25141016.000000 Penalty: 6052.758789 Iteration 11Q: 3 clusters Score -2.514102e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199123 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -25141168.000000 Penalty: 6052.758789 Iteration 12Q: 3 clusters Score -2.514117e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199126 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -25141206.000000 Penalty: 6052.758789 Iteration 13Q: 3 clusters Score -2.514121e+07 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199132 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -25141238.000000 Penalty: 6052.758789 Iteration 14Q: 3 clusters Score -2.514124e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199136 members Mstep: Class 2 contains 279 members Entering Unmasked Estep Score: -25141268.000000 Penalty: 6052.758789 Iteration 15Q: 3 clusters Score -2.514127e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199140 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -25141288.000000 Penalty: 6052.758789 Iteration 16Q: 3 clusters Score -2.514129e+07 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199144 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -25141318.000000 Penalty: 6052.758789 Iteration 17Q: 3 clusters Score -2.514132e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199139 members Mstep: Class 2 contains 276 members Entering Unmasked Estep Score: -25141344.000000 Penalty: 6052.758789 Iteration 18Q: 3 clusters Score -2.514134e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199141 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -25141362.000000 Penalty: 6052.758789 Iteration 19Q: 3 clusters Score -2.514136e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199146 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -25141364.000000 Penalty: 6052.758789 Iteration 20F: 3 clusters Score -2.514136e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199143 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -25141378.000000 Penalty: 6052.758789 Iteration 21Q: 3 clusters Score -2.514138e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199138 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -25141372.000000 Penalty: 6052.758789 Iteration 22Q: 3 clusters Score -2.514137e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199132 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -25141388.000000 Penalty: 6052.758789 Iteration 23Q: 3 clusters Score -2.514139e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199129 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -25141410.000000 Penalty: 6052.758789 Iteration 24Q: 3 clusters Score -2.514141e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199124 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -25141398.000000 Penalty: 6052.758789 Iteration 25Q: 3 clusters Score -2.51414e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199122 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -25141404.000000 Penalty: 6052.758789 Iteration 26Q: 3 clusters Score -2.51414e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199117 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -25141406.000000 Penalty: 6052.758789 Iteration 27Q: 3 clusters Score -2.514141e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199110 members Mstep: Class 2 contains 305 members Entering Unmasked Estep Score: -25141420.000000 Penalty: 6052.758789 Iteration 28Q: 3 clusters Score -2.514142e+07 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199093 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -25141476.000000 Penalty: 6052.758789 Iteration 29Q: 3 clusters Score -2.514148e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199082 members Mstep: Class 2 contains 333 members Entering Unmasked Estep Score: -25141566.000000 Penalty: 6052.758789 Iteration 30Q: 3 clusters Score -2.514157e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199064 members Mstep: Class 2 contains 351 members Entering Unmasked Estep Score: -25141650.000000 Penalty: 6052.758789 Iteration 31Q: 3 clusters Score -2.514165e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199034 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -25141754.000000 Penalty: 6052.758789 Iteration 32Q: 3 clusters Score -2.514175e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 199004 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -25141836.000000 Penalty: 6052.758789 Iteration 33Q: 3 clusters Score -2.514184e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198963 members Mstep: Class 2 contains 452 members Entering Unmasked Estep Score: -25141884.000000 Penalty: 6052.758789 Iteration 34Q: 3 clusters Score -2.514188e+07 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198918 members Mstep: Class 2 contains 497 members Entering Unmasked Estep Score: -25141978.000000 Penalty: 6052.758789 Iteration 35Q: 3 clusters Score -2.514198e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198877 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -25142020.000000 Penalty: 6052.758789 Iteration 36Q: 3 clusters Score -2.514202e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198837 members Mstep: Class 2 contains 578 members Entering Unmasked Estep Score: -25142048.000000 Penalty: 6052.758789 Iteration 37Q: 3 clusters Score -2.514205e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198805 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -25142084.000000 Penalty: 6052.758789 Iteration 38Q: 3 clusters Score -2.514208e+07 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198784 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -25142070.000000 Penalty: 6052.758789 Iteration 39Q: 3 clusters Score -2.514207e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198769 members Mstep: Class 2 contains 646 members Entering Unmasked Estep Score: -25142192.000000 Penalty: 6052.758789 Iteration 40F: 3 clusters Score -2.514219e+07 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198679 members Mstep: Class 2 contains 736 members Entering Unmasked Estep Score: -25142326.000000 Penalty: 6052.758789 Iteration 41Q: 3 clusters Score -2.514233e+07 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198585 members Mstep: Class 2 contains 830 members Entering Unmasked Estep Score: -25142454.000000 Penalty: 6052.758789 Iteration 42Q: 3 clusters Score -2.514245e+07 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198496 members Mstep: Class 2 contains 919 members Entering Unmasked Estep Score: -25142544.000000 Penalty: 6052.758789 Iteration 43Q: 3 clusters Score -2.514254e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198423 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -25142594.000000 Penalty: 6052.758789 Iteration 44Q: 3 clusters Score -2.514259e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198348 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -25142694.000000 Penalty: 6052.758789 Iteration 45Q: 3 clusters Score -2.514269e+07 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198285 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -25142752.000000 Penalty: 6052.758789 Iteration 46Q: 3 clusters Score -2.514275e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198235 members Mstep: Class 2 contains 1180 members Entering Unmasked Estep Score: -25142780.000000 Penalty: 6052.758789 Iteration 47Q: 3 clusters Score -2.514278e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198195 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -25142788.000000 Penalty: 6052.758789 Iteration 48Q: 3 clusters Score -2.514279e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198159 members Mstep: Class 2 contains 1256 members Entering Unmasked Estep Score: -25142796.000000 Penalty: 6052.758789 Iteration 49Q: 3 clusters Score -2.51428e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198131 members Mstep: Class 2 contains 1284 members Entering Unmasked Estep Score: -25142836.000000 Penalty: 6052.758789 Iteration 50Q: 3 clusters Score -2.514284e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198103 members Mstep: Class 2 contains 1312 members Entering Unmasked Estep Score: -25142844.000000 Penalty: 6052.758789 Iteration 51Q: 3 clusters Score -2.514284e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198073 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -25142868.000000 Penalty: 6052.758789 Iteration 52Q: 3 clusters Score -2.514287e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198056 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -25142896.000000 Penalty: 6052.758789 Iteration 53Q: 3 clusters Score -2.51429e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198045 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -25142892.000000 Penalty: 6052.758789 Iteration 54Q: 3 clusters Score -2.514289e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198035 members Mstep: Class 2 contains 1380 members Entering Unmasked Estep Score: -25142910.000000 Penalty: 6052.758789 Iteration 55Q: 3 clusters Score -2.514291e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198025 members Mstep: Class 2 contains 1390 members Entering Unmasked Estep Score: -25142912.000000 Penalty: 6052.758789 Iteration 56Q: 3 clusters Score -2.514291e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198023 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -25142918.000000 Penalty: 6052.758789 Iteration 57Q: 3 clusters Score -2.514292e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198017 members Mstep: Class 2 contains 1398 members Entering Unmasked Estep Score: -25142922.000000 Penalty: 6052.758789 Iteration 58Q: 3 clusters Score -2.514292e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198010 members Mstep: Class 2 contains 1405 members Entering Unmasked Estep Score: -25142924.000000 Penalty: 6052.758789 Iteration 59Q: 3 clusters Score -2.514292e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198006 members Mstep: Class 2 contains 1409 members Entering Unmasked Estep Score: -25142948.000000 Penalty: 6052.758789 Iteration 60F: 3 clusters Score -2.514295e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197984 members Mstep: Class 2 contains 1431 members Entering Unmasked Estep Score: -25142930.000000 Penalty: 6052.758789 Iteration 61Q: 3 clusters Score -2.514293e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197960 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -25142922.000000 Penalty: 6052.758789 Iteration 62Q: 3 clusters Score -2.514292e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197950 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -25142912.000000 Penalty: 6052.758789 Iteration 63Q: 3 clusters Score -2.514291e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197942 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -25142934.000000 Penalty: 6052.758789 Iteration 64Q: 3 clusters Score -2.514293e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197934 members Mstep: Class 2 contains 1481 members Entering Unmasked Estep Score: -25142956.000000 Penalty: 6052.758789 Iteration 65Q: 3 clusters Score -2.514296e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197930 members Mstep: Class 2 contains 1485 members Entering Unmasked Estep Score: -25142964.000000 Penalty: 6052.758789 Iteration 66Q: 3 clusters Score -2.514296e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197926 members Mstep: Class 2 contains 1489 members Entering Unmasked Estep Score: -25142952.000000 Penalty: 6052.758789 Iteration 67Q: 3 clusters Score -2.514295e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197921 members Mstep: Class 2 contains 1494 members Entering Unmasked Estep Score: -25142946.000000 Penalty: 6052.758789 Iteration 68Q: 3 clusters Score -2.514295e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197917 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -25142954.000000 Penalty: 6052.758789 Iteration 69Q: 3 clusters Score -2.514295e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197912 members Mstep: Class 2 contains 1503 members Entering Unmasked Estep Score: -25142936.000000 Penalty: 6052.758789 Iteration 70Q: 3 clusters Score -2.514294e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197909 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -25142946.000000 Penalty: 6052.758789 Iteration 71Q: 3 clusters Score -2.514295e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197907 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -25142950.000000 Penalty: 6052.758789 Iteration 72Q: 3 clusters Score -2.514295e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197905 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -25142948.000000 Penalty: 6052.758789 Iteration 73Q: 3 clusters Score -2.514295e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197905 members Mstep: Class 2 contains 1510 members Entering Unmasked Estep Score: -25142948.000000 Penalty: 6052.758789 Iteration 74F: 3 clusters Score -2.514295e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4814 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4814 members Entering Unmasked Estep Score: -624132.562500 Penalty: 2102.862305 Iteration 0F: 2 clusters Score -624132.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2420 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -619683.000000 Penalty: 4205.724609 Iteration 0F: 3 clusters Score -619683 nChanged 1826 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2426 members Mstep: Class 2 contains 2388 members Entering Unmasked Estep Score: -620669.062500 Penalty: 4205.724609 Iteration 1F: 3 clusters Score -620669.1 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2406 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -620854.125000 Penalty: 4205.724609 Iteration 2F: 3 clusters Score -620854.1 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2409 members Mstep: Class 2 contains 2405 members Entering Unmasked Estep Score: -620974.062500 Penalty: 4205.724609 Iteration 3Q: 3 clusters Score -620974.1 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2407 members Mstep: Class 2 contains 2407 members Entering Unmasked Estep Score: -621062.687500 Penalty: 4205.724609 Iteration 4Q: 3 clusters Score -621062.7 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2417 members Mstep: Class 2 contains 2397 members Entering Unmasked Estep Score: -621128.437500 Penalty: 4205.724609 Iteration 5Q: 3 clusters Score -621128.4 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -621175.000000 Penalty: 4205.724609 Iteration 6Q: 3 clusters Score -621175 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2472 members Mstep: Class 2 contains 2342 members Entering Unmasked Estep Score: -621206.687500 Penalty: 4205.724609 Iteration 7Q: 3 clusters Score -621206.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -621228.125000 Penalty: 4205.724609 Iteration 8Q: 3 clusters Score -621228.1 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2511 members Mstep: Class 2 contains 2303 members Entering Unmasked Estep Score: -621245.562500 Penalty: 4205.724609 Iteration 9Q: 3 clusters Score -621245.6 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 2272 members Entering Unmasked Estep Score: -621264.250000 Penalty: 4205.724609 Iteration 10Q: 3 clusters Score -621264.2 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2560 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -621278.937500 Penalty: 4205.724609 Iteration 11Q: 3 clusters Score -621278.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2573 members Mstep: Class 2 contains 2241 members Entering Unmasked Estep Score: -621291.562500 Penalty: 4205.724609 Iteration 12Q: 3 clusters Score -621291.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2576 members Mstep: Class 2 contains 2238 members Entering Unmasked Estep Score: -621300.750000 Penalty: 4205.724609 Iteration 13Q: 3 clusters Score -621300.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 2229 members Entering Unmasked Estep Score: -621305.875000 Penalty: 4205.724609 Iteration 14Q: 3 clusters Score -621305.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2599 members Mstep: Class 2 contains 2215 members Entering Unmasked Estep Score: -621310.875000 Penalty: 4205.724609 Iteration 15Q: 3 clusters Score -621310.9 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2606 members Mstep: Class 2 contains 2208 members Entering Unmasked Estep Score: -621315.562500 Penalty: 4205.724609 Iteration 16Q: 3 clusters Score -621315.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -621318.250000 Penalty: 4205.724609 Iteration 17Q: 3 clusters Score -621318.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2605 members Mstep: Class 2 contains 2209 members Entering Unmasked Estep Score: -621321.625000 Penalty: 4205.724609 Iteration 18Q: 3 clusters Score -621321.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -621326.062500 Penalty: 4205.724609 Iteration 19Q: 3 clusters Score -621326.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 2207 members Entering Unmasked Estep Score: -621328.937500 Penalty: 4205.724609 Iteration 20F: 3 clusters Score -621328.9 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2608 members Mstep: Class 2 contains 2206 members Entering Unmasked Estep Score: -621331.562500 Penalty: 4205.724609 Iteration 21Q: 3 clusters Score -621331.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2612 members Mstep: Class 2 contains 2202 members Entering Unmasked Estep Score: -621335.562500 Penalty: 4205.724609 Iteration 22Q: 3 clusters Score -621335.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2613 members Mstep: Class 2 contains 2201 members Entering Unmasked Estep Score: -621337.250000 Penalty: 4205.724609 Iteration 23Q: 3 clusters Score -621337.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2614 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -621336.687500 Penalty: 4205.724609 Iteration 24Q: 3 clusters Score -621336.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2617 members Mstep: Class 2 contains 2197 members Entering Unmasked Estep Score: -621338.062500 Penalty: 4205.724609 Iteration 25Q: 3 clusters Score -621338.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2619 members Mstep: Class 2 contains 2195 members Entering Unmasked Estep Score: -621338.375000 Penalty: 4205.724609 Iteration 26Q: 3 clusters Score -621338.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 2192 members Entering Unmasked Estep Score: -621340.375000 Penalty: 4205.724609 Iteration 27Q: 3 clusters Score -621340.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2628 members Mstep: Class 2 contains 2186 members Entering Unmasked Estep Score: -621341.250000 Penalty: 4205.724609 Iteration 28Q: 3 clusters Score -621341.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2634 members Mstep: Class 2 contains 2180 members Entering Unmasked Estep Score: -621345.062500 Penalty: 4205.724609 Iteration 29Q: 3 clusters Score -621345.1 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2640 members Mstep: Class 2 contains 2174 members Entering Unmasked Estep Score: -621347.562500 Penalty: 4205.724609 Iteration 30Q: 3 clusters Score -621347.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 2165 members Entering Unmasked Estep Score: -621352.812500 Penalty: 4205.724609 Iteration 31Q: 3 clusters Score -621352.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -621358.562500 Penalty: 4205.724609 Iteration 32Q: 3 clusters Score -621358.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -621365.000000 Penalty: 4205.724609 Iteration 33Q: 3 clusters Score -621365 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2653 members Mstep: Class 2 contains 2161 members Entering Unmasked Estep Score: -621370.625000 Penalty: 4205.724609 Iteration 34Q: 3 clusters Score -621370.6 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -621377.625000 Penalty: 4205.724609 Iteration 35Q: 3 clusters Score -621377.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -621380.625000 Penalty: 4205.724609 Iteration 36Q: 3 clusters Score -621380.6 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2662 members Mstep: Class 2 contains 2152 members Entering Unmasked Estep Score: -621385.125000 Penalty: 4205.724609 Iteration 37Q: 3 clusters Score -621385.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -621388.000000 Penalty: 4205.724609 Iteration 38Q: 3 clusters Score -621388 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2657 members Mstep: Class 2 contains 2157 members Entering Unmasked Estep Score: -621389.562500 Penalty: 4205.724609 Iteration 39Q: 3 clusters Score -621389.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -621390.375000 Penalty: 4205.724609 Iteration 40F: 3 clusters Score -621390.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -621393.000000 Penalty: 4205.724609 Iteration 41Q: 3 clusters Score -621393 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -621393.750000 Penalty: 4205.724609 Iteration 42Q: 3 clusters Score -621393.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2654 members Mstep: Class 2 contains 2160 members Entering Unmasked Estep Score: -621394.125000 Penalty: 4205.724609 Iteration 43Q: 3 clusters Score -621394.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 2162 members Entering Unmasked Estep Score: -621394.937500 Penalty: 4205.724609 Iteration 44Q: 3 clusters Score -621394.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 2163 members Entering Unmasked Estep Score: -621397.000000 Penalty: 4205.724609 Iteration 45Q: 3 clusters Score -621397 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2655 members Mstep: Class 2 contains 2159 members Entering Unmasked Estep Score: -621396.812500 Penalty: 4205.724609 Iteration 46Q: 3 clusters Score -621396.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -621397.875000 Penalty: 4205.724609 Iteration 47Q: 3 clusters Score -621397.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -621398.000000 Penalty: 4205.724609 Iteration 48Q: 3 clusters Score -621398 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2656 members Mstep: Class 2 contains 2158 members Entering Unmasked Estep Score: -621400.875000 Penalty: 4205.724609 Iteration 49Q: 3 clusters Score -621400.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -621399.437500 Penalty: 4205.724609 Iteration 50Q: 3 clusters Score -621399.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2660 members Mstep: Class 2 contains 2154 members Entering Unmasked Estep Score: -621401.250000 Penalty: 4205.724609 Iteration 51Q: 3 clusters Score -621401.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -621404.187500 Penalty: 4205.724609 Iteration 52Q: 3 clusters Score -621404.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -621404.687500 Penalty: 4205.724609 Iteration 53Q: 3 clusters Score -621404.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -621406.437500 Penalty: 4205.724609 Iteration 54Q: 3 clusters Score -621406.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2658 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -621407.687500 Penalty: 4205.724609 Iteration 55Q: 3 clusters Score -621407.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -621408.250000 Penalty: 4205.724609 Iteration 56Q: 3 clusters Score -621408.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -621407.687500 Penalty: 4205.724609 Iteration 57Q: 3 clusters Score -621407.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2659 members Mstep: Class 2 contains 2155 members Entering Unmasked Estep Score: -621407.687500 Penalty: 4205.724609 Iteration 58F: 3 clusters Score -621407.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (326 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Entering Unmasked Estep Score: -33690.890625 Penalty: 1435.150513 Iteration 0F: 2 clusters Score -33690.89 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 166 members Mstep: Class 2 contains 160 members Entering Unmasked Estep Score: -32391.294922 Penalty: 2870.301025 Iteration 0F: 3 clusters Score -32391.29 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 161 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -32568.832031 Penalty: 2870.301025 Iteration 1F: 3 clusters Score -32568.83 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 154 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -32682.802734 Penalty: 2870.301025 Iteration 2F: 3 clusters Score -32682.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 149 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -32771.171875 Penalty: 2870.301025 Iteration 3F: 3 clusters Score -32771.17 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -32816.671875 Penalty: 2870.301025 Iteration 4Q: 3 clusters Score -32816.67 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 144 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -32885.968750 Penalty: 2870.301025 Iteration 5Q: 3 clusters Score -32885.97 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 141 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -32913.800781 Penalty: 2870.301025 Iteration 6Q: 3 clusters Score -32913.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 139 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -32961.937500 Penalty: 2870.301025 Iteration 7Q: 3 clusters Score -32961.94 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -33023.089844 Penalty: 2870.301025 Iteration 8Q: 3 clusters Score -33023.09 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 134 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -33047.660156 Penalty: 2870.301025 Iteration 9Q: 3 clusters Score -33047.66 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -33089.203125 Penalty: 2870.301025 Iteration 10Q: 3 clusters Score -33089.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 135 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -33198.015625 Penalty: 2870.301025 Iteration 11Q: 3 clusters Score -33198.02 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -33356.207031 Penalty: 2870.301025 Iteration 12Q: 3 clusters Score -33356.21 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 128 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -33613.937500 Penalty: 2870.301025 Iteration 13Q: 3 clusters Score -33613.94 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -33676.960938 Penalty: 2870.301025 Iteration 14Q: 3 clusters Score -33676.96 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 111 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -33719.007812 Penalty: 2870.301025 Iteration 15Q: 3 clusters Score -33719.01 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 219 members Entering Unmasked Estep Score: -33756.359375 Penalty: 2870.301025 Iteration 16Q: 3 clusters Score -33756.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 104 members Mstep: Class 2 contains 222 members Entering Unmasked Estep Score: -33795.445312 Penalty: 2870.301025 Iteration 17Q: 3 clusters Score -33795.45 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -33835.070312 Penalty: 2870.301025 Iteration 18Q: 3 clusters Score -33835.07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 101 members Mstep: Class 2 contains 225 members Entering Unmasked Estep Score: -33842.453125 Penalty: 2870.301025 Iteration 19Q: 3 clusters Score -33842.45 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -33853.113281 Penalty: 2870.301025 Iteration 20F: 3 clusters Score -33853.11 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -33878.976562 Penalty: 2870.301025 Iteration 21Q: 3 clusters Score -33878.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -33878.976562 Penalty: 2870.301025 Iteration 22F: 3 clusters Score -33878.98 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 41399 members Mstep: Class 3 contains 1853 members Mstep: Class 4 contains 1178 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3669 members Mstep: Class 8 contains 25003 members Mstep: Class 9 contains 20686 members Mstep: Class 10 contains 5181 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22041 members Mstep: Class 14 contains 19925 members Mstep: Class 15 contains 2739 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8319 members Mstep: Class 18 contains 75806 members Mstep: Class 19 contains 2720 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7178 members Mstep: Class 22 contains 199415 members Mstep: Class 23 contains 4814 members Mstep: Class 24 contains 97 members Mstep: Class 25 contains 229 members Entering Unmasked Estep Score: -55709988.000000 Penalty: 80642.781250 Splitting cluster 24 changes total score from -55711580.000000 to -55709988.000000 So it's not getting split. Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 41399 members Mstep: Class 3 contains 1853 members Mstep: Class 4 contains 1178 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3669 members Mstep: Class 8 contains 25003 members Mstep: Class 9 contains 20686 members Mstep: Class 10 contains 5181 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22041 members Mstep: Class 14 contains 19925 members Mstep: Class 15 contains 2739 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8319 members Mstep: Class 18 contains 75806 members Mstep: Class 19 contains 2720 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7178 members Mstep: Class 22 contains 199415 members Mstep: Class 23 contains 4814 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711588.000000 Penalty: 77417.070312 Iteration 79Q: 25 clusters Score -5.571159e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 41369 members Mstep: Class 3 contains 1853 members Mstep: Class 4 contains 1178 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3669 members Mstep: Class 8 contains 24999 members Mstep: Class 9 contains 20681 members Mstep: Class 10 contains 5181 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22052 members Mstep: Class 14 contains 19912 members Mstep: Class 15 contains 2739 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8314 members Mstep: Class 18 contains 75789 members Mstep: Class 19 contains 2720 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7179 members Mstep: Class 22 contains 199479 members Mstep: Class 23 contains 4812 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711576.000000 Penalty: 77417.070312 Iteration 80F: 25 clusters Score -5.571158e+07 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 41332 members Mstep: Class 3 contains 1853 members Mstep: Class 4 contains 1178 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3669 members Mstep: Class 8 contains 24992 members Mstep: Class 9 contains 20679 members Mstep: Class 10 contains 5180 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22065 members Mstep: Class 14 contains 19906 members Mstep: Class 15 contains 2738 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8311 members Mstep: Class 18 contains 75776 members Mstep: Class 19 contains 2720 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7179 members Mstep: Class 22 contains 199535 members Mstep: Class 23 contains 4813 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711596.000000 Penalty: 77417.070312 Iteration 81Q: 25 clusters Score -5.57116e+07 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 41304 members Mstep: Class 3 contains 1853 members Mstep: Class 4 contains 1178 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3669 members Mstep: Class 8 contains 24988 members Mstep: Class 9 contains 20672 members Mstep: Class 10 contains 5181 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22076 members Mstep: Class 14 contains 19902 members Mstep: Class 15 contains 2739 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8307 members Mstep: Class 18 contains 75761 members Mstep: Class 19 contains 2720 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7182 members Mstep: Class 22 contains 199581 members Mstep: Class 23 contains 4813 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711624.000000 Penalty: 77417.070312 Iteration 82Q: 25 clusters Score -5.571162e+07 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 41274 members Mstep: Class 3 contains 1853 members Mstep: Class 4 contains 1179 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3668 members Mstep: Class 8 contains 24985 members Mstep: Class 9 contains 20667 members Mstep: Class 10 contains 5181 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22086 members Mstep: Class 14 contains 19896 members Mstep: Class 15 contains 2739 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8306 members Mstep: Class 18 contains 75752 members Mstep: Class 19 contains 2720 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7182 members Mstep: Class 22 contains 199624 members Mstep: Class 23 contains 4814 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711552.000000 Penalty: 77417.070312 Iteration 83Q: 25 clusters Score -5.571155e+07 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 41253 members Mstep: Class 3 contains 1853 members Mstep: Class 4 contains 1179 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3669 members Mstep: Class 8 contains 24983 members Mstep: Class 9 contains 20665 members Mstep: Class 10 contains 5180 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22097 members Mstep: Class 14 contains 19892 members Mstep: Class 15 contains 2740 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8302 members Mstep: Class 18 contains 75737 members Mstep: Class 19 contains 2720 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7182 members Mstep: Class 22 contains 199662 members Mstep: Class 23 contains 4812 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711596.000000 Penalty: 77417.070312 Iteration 84Q: 25 clusters Score -5.57116e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 41242 members Mstep: Class 3 contains 1853 members Mstep: Class 4 contains 1179 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3669 members Mstep: Class 8 contains 24981 members Mstep: Class 9 contains 20656 members Mstep: Class 10 contains 5180 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22105 members Mstep: Class 14 contains 19886 members Mstep: Class 15 contains 2740 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8303 members Mstep: Class 18 contains 75715 members Mstep: Class 19 contains 2720 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7182 members Mstep: Class 22 contains 199704 members Mstep: Class 23 contains 4811 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711640.000000 Penalty: 77417.070312 Iteration 85Q: 25 clusters Score -5.571164e+07 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 41226 members Mstep: Class 3 contains 1853 members Mstep: Class 4 contains 1179 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3669 members Mstep: Class 8 contains 24978 members Mstep: Class 9 contains 20652 members Mstep: Class 10 contains 5180 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22112 members Mstep: Class 14 contains 19878 members Mstep: Class 15 contains 2740 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8301 members Mstep: Class 18 contains 75699 members Mstep: Class 19 contains 2720 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7183 members Mstep: Class 22 contains 199747 members Mstep: Class 23 contains 4809 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711616.000000 Penalty: 77417.070312 Iteration 86Q: 25 clusters Score -5.571162e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 41202 members Mstep: Class 3 contains 1853 members Mstep: Class 4 contains 1179 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3669 members Mstep: Class 8 contains 24978 members Mstep: Class 9 contains 20646 members Mstep: Class 10 contains 5180 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22116 members Mstep: Class 14 contains 19871 members Mstep: Class 15 contains 2739 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8300 members Mstep: Class 18 contains 75685 members Mstep: Class 19 contains 2720 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7183 members Mstep: Class 22 contains 199797 members Mstep: Class 23 contains 4808 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711576.000000 Penalty: 77417.070312 Iteration 87Q: 25 clusters Score -5.571158e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 41181 members Mstep: Class 3 contains 1853 members Mstep: Class 4 contains 1180 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3670 members Mstep: Class 8 contains 24976 members Mstep: Class 9 contains 20640 members Mstep: Class 10 contains 5179 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22122 members Mstep: Class 14 contains 19865 members Mstep: Class 15 contains 2737 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8299 members Mstep: Class 18 contains 75667 members Mstep: Class 19 contains 2720 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7183 members Mstep: Class 22 contains 199846 members Mstep: Class 23 contains 4808 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711560.000000 Penalty: 77417.070312 Iteration 88Q: 25 clusters Score -5.571156e+07 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 41153 members Mstep: Class 3 contains 1852 members Mstep: Class 4 contains 1180 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3670 members Mstep: Class 8 contains 24975 members Mstep: Class 9 contains 20635 members Mstep: Class 10 contains 5179 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22129 members Mstep: Class 14 contains 19859 members Mstep: Class 15 contains 2737 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8298 members Mstep: Class 18 contains 75655 members Mstep: Class 19 contains 2720 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7183 members Mstep: Class 22 contains 199892 members Mstep: Class 23 contains 4809 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711516.000000 Penalty: 77417.070312 Iteration 89Q: 25 clusters Score -5.571152e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 41127 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1180 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3670 members Mstep: Class 8 contains 24974 members Mstep: Class 9 contains 20628 members Mstep: Class 10 contains 5180 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22136 members Mstep: Class 14 contains 19852 members Mstep: Class 15 contains 2737 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8298 members Mstep: Class 18 contains 75633 members Mstep: Class 19 contains 2720 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7182 members Mstep: Class 22 contains 199948 members Mstep: Class 23 contains 4810 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711508.000000 Penalty: 77417.070312 Iteration 90Q: 25 clusters Score -5.571151e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 41101 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1180 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3670 members Mstep: Class 8 contains 24972 members Mstep: Class 9 contains 20622 members Mstep: Class 10 contains 5180 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22139 members Mstep: Class 14 contains 19847 members Mstep: Class 15 contains 2736 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8296 members Mstep: Class 18 contains 75609 members Mstep: Class 19 contains 2720 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7182 members Mstep: Class 22 contains 200013 members Mstep: Class 23 contains 4808 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711492.000000 Penalty: 77417.070312 Iteration 91Q: 25 clusters Score -5.571149e+07 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 41064 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1181 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3670 members Mstep: Class 8 contains 24971 members Mstep: Class 9 contains 20617 members Mstep: Class 10 contains 5179 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22144 members Mstep: Class 14 contains 19840 members Mstep: Class 15 contains 2736 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8295 members Mstep: Class 18 contains 75594 members Mstep: Class 19 contains 2720 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7183 members Mstep: Class 22 contains 200075 members Mstep: Class 23 contains 4806 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711448.000000 Penalty: 77417.070312 Iteration 92Q: 25 clusters Score -5.571145e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 41037 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3670 members Mstep: Class 8 contains 24968 members Mstep: Class 9 contains 20609 members Mstep: Class 10 contains 5179 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22153 members Mstep: Class 14 contains 19836 members Mstep: Class 15 contains 2736 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8294 members Mstep: Class 18 contains 75578 members Mstep: Class 19 contains 2720 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7182 members Mstep: Class 22 contains 200126 members Mstep: Class 23 contains 4805 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711476.000000 Penalty: 77417.070312 Iteration 93Q: 25 clusters Score -5.571148e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 41014 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1183 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3670 members Mstep: Class 8 contains 24964 members Mstep: Class 9 contains 20606 members Mstep: Class 10 contains 5179 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22165 members Mstep: Class 14 contains 19832 members Mstep: Class 15 contains 2736 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8294 members Mstep: Class 18 contains 75562 members Mstep: Class 19 contains 2720 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7182 members Mstep: Class 22 contains 200165 members Mstep: Class 23 contains 4803 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711468.000000 Penalty: 77417.070312 Iteration 94Q: 25 clusters Score -5.571147e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 40998 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1183 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3670 members Mstep: Class 8 contains 24958 members Mstep: Class 9 contains 20602 members Mstep: Class 10 contains 5179 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22172 members Mstep: Class 14 contains 19828 members Mstep: Class 15 contains 2736 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8294 members Mstep: Class 18 contains 75549 members Mstep: Class 19 contains 2720 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7181 members Mstep: Class 22 contains 200206 members Mstep: Class 23 contains 4799 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711456.000000 Penalty: 77417.070312 Iteration 95Q: 25 clusters Score -5.571146e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 40982 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1183 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3670 members Mstep: Class 8 contains 24948 members Mstep: Class 9 contains 20599 members Mstep: Class 10 contains 5179 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22177 members Mstep: Class 14 contains 19819 members Mstep: Class 15 contains 2736 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8294 members Mstep: Class 18 contains 75541 members Mstep: Class 19 contains 2721 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7181 members Mstep: Class 22 contains 200249 members Mstep: Class 23 contains 4796 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711464.000000 Penalty: 77417.070312 Iteration 96Q: 25 clusters Score -5.571146e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 40968 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1183 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3670 members Mstep: Class 8 contains 24937 members Mstep: Class 9 contains 20597 members Mstep: Class 10 contains 5179 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22180 members Mstep: Class 14 contains 19811 members Mstep: Class 15 contains 2736 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8294 members Mstep: Class 18 contains 75530 members Mstep: Class 19 contains 2723 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7179 members Mstep: Class 22 contains 200295 members Mstep: Class 23 contains 4793 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711512.000000 Penalty: 77417.070312 Iteration 97Q: 25 clusters Score -5.571151e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 40951 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1183 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3670 members Mstep: Class 8 contains 24931 members Mstep: Class 9 contains 20594 members Mstep: Class 10 contains 5179 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22182 members Mstep: Class 14 contains 19808 members Mstep: Class 15 contains 2736 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8293 members Mstep: Class 18 contains 75516 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7181 members Mstep: Class 22 contains 200338 members Mstep: Class 23 contains 4791 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711576.000000 Penalty: 77417.070312 Iteration 98Q: 25 clusters Score -5.571158e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 40938 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1183 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3671 members Mstep: Class 8 contains 24928 members Mstep: Class 9 contains 20592 members Mstep: Class 10 contains 5179 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22185 members Mstep: Class 14 contains 19805 members Mstep: Class 15 contains 2736 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8292 members Mstep: Class 18 contains 75504 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7182 members Mstep: Class 22 contains 200369 members Mstep: Class 23 contains 4789 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711512.000000 Penalty: 77417.070312 Iteration 99Q: 25 clusters Score -5.571151e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 40929 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1183 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3671 members Mstep: Class 8 contains 24926 members Mstep: Class 9 contains 20590 members Mstep: Class 10 contains 5179 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22188 members Mstep: Class 14 contains 19803 members Mstep: Class 15 contains 2736 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8292 members Mstep: Class 18 contains 75496 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7182 members Mstep: Class 22 contains 200392 members Mstep: Class 23 contains 4786 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711504.000000 Penalty: 77417.070312 Iteration 100F: 25 clusters Score -5.57115e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 40916 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1183 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3671 members Mstep: Class 8 contains 24924 members Mstep: Class 9 contains 20589 members Mstep: Class 10 contains 5179 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22191 members Mstep: Class 14 contains 19798 members Mstep: Class 15 contains 2736 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8292 members Mstep: Class 18 contains 75490 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7182 members Mstep: Class 22 contains 200418 members Mstep: Class 23 contains 4784 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711496.000000 Penalty: 77417.070312 Iteration 101Q: 25 clusters Score -5.57115e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 40906 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3672 members Mstep: Class 8 contains 24922 members Mstep: Class 9 contains 20589 members Mstep: Class 10 contains 5179 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22191 members Mstep: Class 14 contains 19798 members Mstep: Class 15 contains 2736 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8292 members Mstep: Class 18 contains 75480 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7181 members Mstep: Class 22 contains 200446 members Mstep: Class 23 contains 4779 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711508.000000 Penalty: 77417.070312 Iteration 102Q: 25 clusters Score -5.571151e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 40896 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3672 members Mstep: Class 8 contains 24920 members Mstep: Class 9 contains 20588 members Mstep: Class 10 contains 5179 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22192 members Mstep: Class 14 contains 19791 members Mstep: Class 15 contains 2736 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8291 members Mstep: Class 18 contains 75470 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7181 members Mstep: Class 22 contains 200478 members Mstep: Class 23 contains 4777 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711556.000000 Penalty: 77417.070312 Iteration 103Q: 25 clusters Score -5.571156e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 40886 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3672 members Mstep: Class 8 contains 24917 members Mstep: Class 9 contains 20585 members Mstep: Class 10 contains 5179 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22193 members Mstep: Class 14 contains 19786 members Mstep: Class 15 contains 2736 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8289 members Mstep: Class 18 contains 75462 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7180 members Mstep: Class 22 contains 200512 members Mstep: Class 23 contains 4774 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711548.000000 Penalty: 77417.070312 Iteration 104Q: 25 clusters Score -5.571155e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 40879 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3672 members Mstep: Class 8 contains 24914 members Mstep: Class 9 contains 20584 members Mstep: Class 10 contains 5178 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22195 members Mstep: Class 14 contains 19784 members Mstep: Class 15 contains 2736 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8287 members Mstep: Class 18 contains 75459 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7180 members Mstep: Class 22 contains 200533 members Mstep: Class 23 contains 4770 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711556.000000 Penalty: 77417.070312 Iteration 105Q: 25 clusters Score -5.571156e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 40863 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3672 members Mstep: Class 8 contains 24910 members Mstep: Class 9 contains 20582 members Mstep: Class 10 contains 5177 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22197 members Mstep: Class 14 contains 19781 members Mstep: Class 15 contains 2736 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8288 members Mstep: Class 18 contains 75454 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7180 members Mstep: Class 22 contains 200564 members Mstep: Class 23 contains 4767 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711512.000000 Penalty: 77417.070312 Iteration 106Q: 25 clusters Score -5.571151e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 40854 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3672 members Mstep: Class 8 contains 24901 members Mstep: Class 9 contains 20574 members Mstep: Class 10 contains 5177 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22199 members Mstep: Class 14 contains 19779 members Mstep: Class 15 contains 2735 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8288 members Mstep: Class 18 contains 75450 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7180 members Mstep: Class 22 contains 200601 members Mstep: Class 23 contains 4761 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711436.000000 Penalty: 77417.070312 Iteration 107Q: 25 clusters Score -5.571144e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 40851 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3673 members Mstep: Class 8 contains 24895 members Mstep: Class 9 contains 20564 members Mstep: Class 10 contains 5177 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22204 members Mstep: Class 14 contains 19775 members Mstep: Class 15 contains 2734 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8287 members Mstep: Class 18 contains 75447 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7180 members Mstep: Class 22 contains 200623 members Mstep: Class 23 contains 4761 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711388.000000 Penalty: 77417.070312 Iteration 108Q: 25 clusters Score -5.571139e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 40840 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3674 members Mstep: Class 8 contains 24893 members Mstep: Class 9 contains 20557 members Mstep: Class 10 contains 5177 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22209 members Mstep: Class 14 contains 19769 members Mstep: Class 15 contains 2734 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8285 members Mstep: Class 18 contains 75440 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7180 members Mstep: Class 22 contains 200653 members Mstep: Class 23 contains 4760 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711428.000000 Penalty: 77417.070312 Iteration 109Q: 25 clusters Score -5.571143e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 40829 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3675 members Mstep: Class 8 contains 24890 members Mstep: Class 9 contains 20550 members Mstep: Class 10 contains 5176 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22216 members Mstep: Class 14 contains 19768 members Mstep: Class 15 contains 2734 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8284 members Mstep: Class 18 contains 75430 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7180 members Mstep: Class 22 contains 200680 members Mstep: Class 23 contains 4759 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711460.000000 Penalty: 77417.070312 Iteration 110Q: 25 clusters Score -5.571146e+07 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 40820 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3676 members Mstep: Class 8 contains 24887 members Mstep: Class 9 contains 20546 members Mstep: Class 10 contains 5175 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22221 members Mstep: Class 14 contains 19762 members Mstep: Class 15 contains 2734 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8282 members Mstep: Class 18 contains 75425 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7180 members Mstep: Class 22 contains 200706 members Mstep: Class 23 contains 4757 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711472.000000 Penalty: 77417.070312 Iteration 111Q: 25 clusters Score -5.571147e+07 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 40812 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3677 members Mstep: Class 8 contains 24885 members Mstep: Class 9 contains 20543 members Mstep: Class 10 contains 5174 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22228 members Mstep: Class 14 contains 19760 members Mstep: Class 15 contains 2734 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8281 members Mstep: Class 18 contains 75418 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7179 members Mstep: Class 22 contains 200725 members Mstep: Class 23 contains 4755 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711508.000000 Penalty: 77417.070312 Iteration 112Q: 25 clusters Score -5.571151e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 40806 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3678 members Mstep: Class 8 contains 24884 members Mstep: Class 9 contains 20541 members Mstep: Class 10 contains 5174 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22236 members Mstep: Class 14 contains 19759 members Mstep: Class 15 contains 2734 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8279 members Mstep: Class 18 contains 75408 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7177 members Mstep: Class 22 contains 200741 members Mstep: Class 23 contains 4754 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711512.000000 Penalty: 77417.070312 Iteration 113Q: 25 clusters Score -5.571151e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 40799 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3680 members Mstep: Class 8 contains 24881 members Mstep: Class 9 contains 20539 members Mstep: Class 10 contains 5174 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22242 members Mstep: Class 14 contains 19756 members Mstep: Class 15 contains 2734 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8276 members Mstep: Class 18 contains 75398 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7177 members Mstep: Class 22 contains 200762 members Mstep: Class 23 contains 4753 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711480.000000 Penalty: 77417.070312 Iteration 114Q: 25 clusters Score -5.571148e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 40787 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3681 members Mstep: Class 8 contains 24881 members Mstep: Class 9 contains 20539 members Mstep: Class 10 contains 5174 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22249 members Mstep: Class 14 contains 19751 members Mstep: Class 15 contains 2734 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8276 members Mstep: Class 18 contains 75387 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7177 members Mstep: Class 22 contains 200784 members Mstep: Class 23 contains 4752 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711468.000000 Penalty: 77417.070312 Iteration 115Q: 25 clusters Score -5.571147e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 40774 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3681 members Mstep: Class 8 contains 24881 members Mstep: Class 9 contains 20537 members Mstep: Class 10 contains 5173 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22249 members Mstep: Class 14 contains 19748 members Mstep: Class 15 contains 2734 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8274 members Mstep: Class 18 contains 75380 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7177 members Mstep: Class 22 contains 200813 members Mstep: Class 23 contains 4752 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711416.000000 Penalty: 77417.070312 Iteration 116Q: 25 clusters Score -5.571142e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 40758 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3681 members Mstep: Class 8 contains 24879 members Mstep: Class 9 contains 20536 members Mstep: Class 10 contains 5174 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22252 members Mstep: Class 14 contains 19746 members Mstep: Class 15 contains 2734 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8275 members Mstep: Class 18 contains 75376 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7177 members Mstep: Class 22 contains 200833 members Mstep: Class 23 contains 4752 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711456.000000 Penalty: 77417.070312 Iteration 117Q: 25 clusters Score -5.571146e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 40746 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3681 members Mstep: Class 8 contains 24877 members Mstep: Class 9 contains 20532 members Mstep: Class 10 contains 5174 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22252 members Mstep: Class 14 contains 19747 members Mstep: Class 15 contains 2734 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8275 members Mstep: Class 18 contains 75373 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7176 members Mstep: Class 22 contains 200854 members Mstep: Class 23 contains 4752 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Score: -55711396.000000 Penalty: 77417.070312 Iteration 118Q: 25 clusters Score -5.57114e+07 nChanged 30 Entering ConstructFrom: Score: -55711396.000000 Penalty: 77417.070312 Entering ConstructFrom: Trying to split cluster 1 (604 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 604 members Entering Unmasked Estep Score: -67796.203125 Penalty: 1588.086304 Iteration 0F: 2 clusters Score -67796.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -66222.578125 Penalty: 3176.172607 Iteration 0F: 3 clusters Score -66222.58 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 297 members Entering Unmasked Estep Score: -66402.195312 Penalty: 3176.172607 Iteration 1F: 3 clusters Score -66402.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -66471.835938 Penalty: 3176.172607 Iteration 2F: 3 clusters Score -66471.84 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -66508.054688 Penalty: 3176.172607 Iteration 3Q: 3 clusters Score -66508.05 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 309 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -66544.390625 Penalty: 3176.172607 Iteration 4Q: 3 clusters Score -66544.39 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 313 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -66552.929688 Penalty: 3176.172607 Iteration 5Q: 3 clusters Score -66552.93 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 314 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -66558.171875 Penalty: 3176.172607 Iteration 6Q: 3 clusters Score -66558.17 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 315 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -66562.617188 Penalty: 3176.172607 Iteration 7Q: 3 clusters Score -66562.62 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -66566.796875 Penalty: 3176.172607 Iteration 8Q: 3 clusters Score -66566.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 316 members Mstep: Class 2 contains 288 members Entering Unmasked Estep Score: -66566.796875 Penalty: 3176.172607 Iteration 9F: 3 clusters Score -66566.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (40737 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40737 members Entering Unmasked Estep Score: -5261097.000000 Penalty: 2632.493164 Iteration 0F: 2 clusters Score -5261097 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20607 members Mstep: Class 2 contains 20130 members Entering Unmasked Estep Score: -5233624.500000 Penalty: 5264.986328 Iteration 0F: 3 clusters Score -5233624 nChanged 18627 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22232 members Mstep: Class 2 contains 18505 members Entering Unmasked Estep Score: -5243951.500000 Penalty: 5264.986328 Iteration 1F: 3 clusters Score -5243952 nChanged 1944 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23302 members Mstep: Class 2 contains 17435 members Entering Unmasked Estep Score: -5244720.000000 Penalty: 5264.986328 Iteration 2Q: 3 clusters Score -5244720 nChanged 2143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24823 members Mstep: Class 2 contains 15914 members Entering Unmasked Estep Score: -5245813.000000 Penalty: 5264.986328 Iteration 3F: 3 clusters Score -5245813 nChanged 2714 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27015 members Mstep: Class 2 contains 13722 members Entering Unmasked Estep Score: -5247633.000000 Penalty: 5264.986328 Iteration 4F: 3 clusters Score -5247633 nChanged 3248 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29767 members Mstep: Class 2 contains 10970 members Entering Unmasked Estep Score: -5250236.500000 Penalty: 5264.986328 Iteration 5F: 3 clusters Score -5250236 nChanged 3363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 32788 members Mstep: Class 2 contains 7949 members Entering Unmasked Estep Score: -5253344.000000 Penalty: 5264.986328 Iteration 6F: 3 clusters Score -5253344 nChanged 2859 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 35369 members Mstep: Class 2 contains 5368 members Entering Unmasked Estep Score: -5256134.000000 Penalty: 5264.986328 Iteration 7F: 3 clusters Score -5256134 nChanged 1817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 36954 members Mstep: Class 2 contains 3783 members Entering Unmasked Estep Score: -5257921.000000 Penalty: 5264.986328 Iteration 8Q: 3 clusters Score -5257921 nChanged 957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37673 members Mstep: Class 2 contains 3064 members Entering Unmasked Estep Score: -5258804.500000 Penalty: 5264.986328 Iteration 9Q: 3 clusters Score -5258804 nChanged 556 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37963 members Mstep: Class 2 contains 2774 members Entering Unmasked Estep Score: -5259187.000000 Penalty: 5264.986328 Iteration 10Q: 3 clusters Score -5259187 nChanged 337 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38116 members Mstep: Class 2 contains 2621 members Entering Unmasked Estep Score: -5259361.000000 Penalty: 5264.986328 Iteration 11Q: 3 clusters Score -5259361 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38219 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -5259456.500000 Penalty: 5264.986328 Iteration 12Q: 3 clusters Score -5259456 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38290 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -5259490.500000 Penalty: 5264.986328 Iteration 13Q: 3 clusters Score -5259490 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38357 members Mstep: Class 2 contains 2380 members Entering Unmasked Estep Score: -5259508.500000 Penalty: 5264.986328 Iteration 14Q: 3 clusters Score -5259508 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38424 members Mstep: Class 2 contains 2313 members Entering Unmasked Estep Score: -5259531.000000 Penalty: 5264.986328 Iteration 15Q: 3 clusters Score -5259531 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38473 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -5259544.500000 Penalty: 5264.986328 Iteration 16Q: 3 clusters Score -5259544 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38515 members Mstep: Class 2 contains 2222 members Entering Unmasked Estep Score: -5259547.500000 Penalty: 5264.986328 Iteration 17Q: 3 clusters Score -5259548 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38547 members Mstep: Class 2 contains 2190 members Entering Unmasked Estep Score: -5259557.000000 Penalty: 5264.986328 Iteration 18Q: 3 clusters Score -5259557 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38570 members Mstep: Class 2 contains 2167 members Entering Unmasked Estep Score: -5259561.000000 Penalty: 5264.986328 Iteration 19Q: 3 clusters Score -5259561 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38592 members Mstep: Class 2 contains 2145 members Entering Unmasked Estep Score: -5259572.500000 Penalty: 5264.986328 Iteration 20F: 3 clusters Score -5259572 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38613 members Mstep: Class 2 contains 2124 members Entering Unmasked Estep Score: -5259583.000000 Penalty: 5264.986328 Iteration 21Q: 3 clusters Score -5259583 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38625 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -5259596.500000 Penalty: 5264.986328 Iteration 22Q: 3 clusters Score -5259596 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38634 members Mstep: Class 2 contains 2103 members Entering Unmasked Estep Score: -5259593.500000 Penalty: 5264.986328 Iteration 23Q: 3 clusters Score -5259594 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38639 members Mstep: Class 2 contains 2098 members Entering Unmasked Estep Score: -5259592.000000 Penalty: 5264.986328 Iteration 24Q: 3 clusters Score -5259592 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38645 members Mstep: Class 2 contains 2092 members Entering Unmasked Estep Score: -5259589.000000 Penalty: 5264.986328 Iteration 25Q: 3 clusters Score -5259589 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38651 members Mstep: Class 2 contains 2086 members Entering Unmasked Estep Score: -5259592.500000 Penalty: 5264.986328 Iteration 26Q: 3 clusters Score -5259592 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38661 members Mstep: Class 2 contains 2076 members Entering Unmasked Estep Score: -5259598.500000 Penalty: 5264.986328 Iteration 27Q: 3 clusters Score -5259598 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38665 members Mstep: Class 2 contains 2072 members Entering Unmasked Estep Score: -5259595.500000 Penalty: 5264.986328 Iteration 28Q: 3 clusters Score -5259596 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38667 members Mstep: Class 2 contains 2070 members Entering Unmasked Estep Score: -5259598.500000 Penalty: 5264.986328 Iteration 29Q: 3 clusters Score -5259598 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38668 members Mstep: Class 2 contains 2069 members Entering Unmasked Estep Score: -5259599.500000 Penalty: 5264.986328 Iteration 30Q: 3 clusters Score -5259600 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38670 members Mstep: Class 2 contains 2067 members Entering Unmasked Estep Score: -5259601.500000 Penalty: 5264.986328 Iteration 31Q: 3 clusters Score -5259602 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38675 members Mstep: Class 2 contains 2062 members Entering Unmasked Estep Score: -5259606.500000 Penalty: 5264.986328 Iteration 32Q: 3 clusters Score -5259606 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38680 members Mstep: Class 2 contains 2057 members Entering Unmasked Estep Score: -5259609.500000 Penalty: 5264.986328 Iteration 33Q: 3 clusters Score -5259610 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38689 members Mstep: Class 2 contains 2048 members Entering Unmasked Estep Score: -5259617.500000 Penalty: 5264.986328 Iteration 34Q: 3 clusters Score -5259618 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38697 members Mstep: Class 2 contains 2040 members Entering Unmasked Estep Score: -5259613.000000 Penalty: 5264.986328 Iteration 35Q: 3 clusters Score -5259613 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38706 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -5259604.500000 Penalty: 5264.986328 Iteration 36Q: 3 clusters Score -5259604 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38715 members Mstep: Class 2 contains 2022 members Entering Unmasked Estep Score: -5259606.500000 Penalty: 5264.986328 Iteration 37Q: 3 clusters Score -5259606 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38723 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -5259596.000000 Penalty: 5264.986328 Iteration 38Q: 3 clusters Score -5259596 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38729 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -5259597.000000 Penalty: 5264.986328 Iteration 39Q: 3 clusters Score -5259597 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38732 members Mstep: Class 2 contains 2005 members Entering Unmasked Estep Score: -5259601.000000 Penalty: 5264.986328 Iteration 40F: 3 clusters Score -5259601 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38733 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -5259601.500000 Penalty: 5264.986328 Iteration 41Q: 3 clusters Score -5259602 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38733 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -5259601.500000 Penalty: 5264.986328 Iteration 42F: 3 clusters Score -5259602 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1851 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1851 members Entering Unmasked Estep Score: -234677.421875 Penalty: 1865.823364 Iteration 0F: 2 clusters Score -234677.4 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -232138.078125 Penalty: 3731.646729 Iteration 0F: 3 clusters Score -232138.1 nChanged 590 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -232559.875000 Penalty: 3731.646729 Iteration 1F: 3 clusters Score -232559.9 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 973 members Entering Unmasked Estep Score: -232682.343750 Penalty: 3731.646729 Iteration 2F: 3 clusters Score -232682.3 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 863 members Mstep: Class 2 contains 988 members Entering Unmasked Estep Score: -232758.937500 Penalty: 3731.646729 Iteration 3Q: 3 clusters Score -232758.9 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 853 members Mstep: Class 2 contains 998 members Entering Unmasked Estep Score: -232796.953125 Penalty: 3731.646729 Iteration 4Q: 3 clusters Score -232797 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -232816.156250 Penalty: 3731.646729 Iteration 5Q: 3 clusters Score -232816.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -232826.734375 Penalty: 3731.646729 Iteration 6Q: 3 clusters Score -232826.7 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -232834.687500 Penalty: 3731.646729 Iteration 7Q: 3 clusters Score -232834.7 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -232841.312500 Penalty: 3731.646729 Iteration 8Q: 3 clusters Score -232841.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 839 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -232849.953125 Penalty: 3731.646729 Iteration 9Q: 3 clusters Score -232850 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -232855.703125 Penalty: 3731.646729 Iteration 10Q: 3 clusters Score -232855.7 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -232858.953125 Penalty: 3731.646729 Iteration 11Q: 3 clusters Score -232859 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 1016 members Entering Unmasked Estep Score: -232860.515625 Penalty: 3731.646729 Iteration 12Q: 3 clusters Score -232860.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -232863.562500 Penalty: 3731.646729 Iteration 13Q: 3 clusters Score -232863.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -232864.765625 Penalty: 3731.646729 Iteration 14Q: 3 clusters Score -232864.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 1015 members Entering Unmasked Estep Score: -232865.015625 Penalty: 3731.646729 Iteration 15Q: 3 clusters Score -232865 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 1013 members Entering Unmasked Estep Score: -232867.312500 Penalty: 3731.646729 Iteration 16Q: 3 clusters Score -232867.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -232869.187500 Penalty: 3731.646729 Iteration 17Q: 3 clusters Score -232869.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 1009 members Entering Unmasked Estep Score: -232871.531250 Penalty: 3731.646729 Iteration 18Q: 3 clusters Score -232871.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -232872.656250 Penalty: 3731.646729 Iteration 19Q: 3 clusters Score -232872.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -232873.796875 Penalty: 3731.646729 Iteration 20F: 3 clusters Score -232873.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 1005 members Entering Unmasked Estep Score: -232874.234375 Penalty: 3731.646729 Iteration 21Q: 3 clusters Score -232874.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -232874.750000 Penalty: 3731.646729 Iteration 22Q: 3 clusters Score -232874.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -232875.375000 Penalty: 3731.646729 Iteration 23Q: 3 clusters Score -232875.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -232875.375000 Penalty: 3731.646729 Iteration 24F: 3 clusters Score -232875.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1182 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1182 members Entering Unmasked Estep Score: -150136.343750 Penalty: 1754.590820 Iteration 0F: 2 clusters Score -150136.3 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 600 members Entering Unmasked Estep Score: -148059.125000 Penalty: 3509.181641 Iteration 0F: 3 clusters Score -148059.1 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 603 members Mstep: Class 2 contains 579 members Entering Unmasked Estep Score: -148382.515625 Penalty: 3509.181641 Iteration 1F: 3 clusters Score -148382.5 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 605 members Mstep: Class 2 contains 577 members Entering Unmasked Estep Score: -148453.250000 Penalty: 3509.181641 Iteration 2F: 3 clusters Score -148453.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 609 members Mstep: Class 2 contains 573 members Entering Unmasked Estep Score: -148487.812500 Penalty: 3509.181641 Iteration 3Q: 3 clusters Score -148487.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 570 members Entering Unmasked Estep Score: -148501.406250 Penalty: 3509.181641 Iteration 4Q: 3 clusters Score -148501.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 567 members Entering Unmasked Estep Score: -148507.875000 Penalty: 3509.181641 Iteration 5Q: 3 clusters Score -148507.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -148509.859375 Penalty: 3509.181641 Iteration 6Q: 3 clusters Score -148509.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -148512.171875 Penalty: 3509.181641 Iteration 7Q: 3 clusters Score -148512.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -148512.937500 Penalty: 3509.181641 Iteration 8Q: 3 clusters Score -148512.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 563 members Entering Unmasked Estep Score: -148513.515625 Penalty: 3509.181641 Iteration 9Q: 3 clusters Score -148513.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -148514.140625 Penalty: 3509.181641 Iteration 10Q: 3 clusters Score -148514.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -148514.703125 Penalty: 3509.181641 Iteration 11Q: 3 clusters Score -148514.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -148514.703125 Penalty: 3509.181641 Iteration 12F: 3 clusters Score -148514.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (536 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Entering Unmasked Estep Score: -63052.496094 Penalty: 1558.465332 Iteration 0F: 2 clusters Score -63052.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -61459.144531 Penalty: 3116.930664 Iteration 0F: 3 clusters Score -61459.14 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -61684.066406 Penalty: 3116.930664 Iteration 1F: 3 clusters Score -61684.07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -61752.691406 Penalty: 3116.930664 Iteration 2F: 3 clusters Score -61752.69 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -61787.812500 Penalty: 3116.930664 Iteration 3Q: 3 clusters Score -61787.81 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -61819.191406 Penalty: 3116.930664 Iteration 4Q: 3 clusters Score -61819.19 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 263 members Entering Unmasked Estep Score: -61843.445312 Penalty: 3116.930664 Iteration 5Q: 3 clusters Score -61843.45 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -61871.152344 Penalty: 3116.930664 Iteration 6Q: 3 clusters Score -61871.15 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -61889.554688 Penalty: 3116.930664 Iteration 7Q: 3 clusters Score -61889.55 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -61899.343750 Penalty: 3116.930664 Iteration 8Q: 3 clusters Score -61899.34 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -61906.414062 Penalty: 3116.930664 Iteration 9Q: 3 clusters Score -61906.41 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -61917.722656 Penalty: 3116.930664 Iteration 10Q: 3 clusters Score -61917.72 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 268 members Mstep: Class 2 contains 268 members Entering Unmasked Estep Score: -61950.472656 Penalty: 3116.930664 Iteration 11Q: 3 clusters Score -61950.47 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -61977.562500 Penalty: 3116.930664 Iteration 12Q: 3 clusters Score -61977.56 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -61980.765625 Penalty: 3116.930664 Iteration 13Q: 3 clusters Score -61980.77 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 269 members Entering Unmasked Estep Score: -61984.707031 Penalty: 3116.930664 Iteration 14Q: 3 clusters Score -61984.71 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 266 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -61989.941406 Penalty: 3116.930664 Iteration 15Q: 3 clusters Score -61989.94 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -62007.453125 Penalty: 3116.930664 Iteration 16Q: 3 clusters Score -62007.45 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -62014.687500 Penalty: 3116.930664 Iteration 17Q: 3 clusters Score -62014.69 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -62024.324219 Penalty: 3116.930664 Iteration 18Q: 3 clusters Score -62024.32 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -62031.675781 Penalty: 3116.930664 Iteration 19Q: 3 clusters Score -62031.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 274 members Entering Unmasked Estep Score: -62031.675781 Penalty: 3116.930664 Iteration 20F: 3 clusters Score -62031.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (415 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 415 members Entering Unmasked Estep Score: -48568.378906 Penalty: 1495.013062 Iteration 0F: 2 clusters Score -48568.38 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -47139.054688 Penalty: 2990.026123 Iteration 0F: 3 clusters Score -47139.05 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -47279.738281 Penalty: 2990.026123 Iteration 1F: 3 clusters Score -47279.74 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 178 members Entering Unmasked Estep Score: -47318.554688 Penalty: 2990.026123 Iteration 2Q: 3 clusters Score -47318.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -47336.417969 Penalty: 2990.026123 Iteration 3Q: 3 clusters Score -47336.42 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -47347.128906 Penalty: 2990.026123 Iteration 4Q: 3 clusters Score -47347.13 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -47359.742188 Penalty: 2990.026123 Iteration 5Q: 3 clusters Score -47359.74 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -47359.742188 Penalty: 2990.026123 Iteration 6F: 3 clusters Score -47359.74 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (3681 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3681 members Entering Unmasked Estep Score: -458504.312500 Penalty: 2036.312988 Iteration 0F: 2 clusters Score -458504.3 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Mstep: Class 2 contains 1820 members Entering Unmasked Estep Score: -454872.312500 Penalty: 4072.625977 Iteration 0F: 3 clusters Score -454872.3 nChanged 1333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -455755.968750 Penalty: 4072.625977 Iteration 1F: 3 clusters Score -455756 nChanged 290 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2004 members Mstep: Class 2 contains 1677 members Entering Unmasked Estep Score: -455996.718750 Penalty: 4072.625977 Iteration 2F: 3 clusters Score -455996.7 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 1629 members Entering Unmasked Estep Score: -456211.593750 Penalty: 4072.625977 Iteration 3F: 3 clusters Score -456211.6 nChanged 206 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 1565 members Entering Unmasked Estep Score: -456452.375000 Penalty: 4072.625977 Iteration 4F: 3 clusters Score -456452.4 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -456700.906250 Penalty: 4072.625977 Iteration 5F: 3 clusters Score -456700.9 nChanged 213 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -456946.812500 Penalty: 4072.625977 Iteration 6F: 3 clusters Score -456946.8 nChanged 217 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2381 members Mstep: Class 2 contains 1300 members Entering Unmasked Estep Score: -457190.562500 Penalty: 4072.625977 Iteration 7F: 3 clusters Score -457190.6 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2408 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -457324.656250 Penalty: 4072.625977 Iteration 8Q: 3 clusters Score -457324.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2434 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -457428.562500 Penalty: 4072.625977 Iteration 9Q: 3 clusters Score -457428.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2458 members Mstep: Class 2 contains 1223 members Entering Unmasked Estep Score: -457520.968750 Penalty: 4072.625977 Iteration 10Q: 3 clusters Score -457521 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2484 members Mstep: Class 2 contains 1197 members Entering Unmasked Estep Score: -457616.031250 Penalty: 4072.625977 Iteration 11Q: 3 clusters Score -457616 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2495 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -457655.968750 Penalty: 4072.625977 Iteration 12Q: 3 clusters Score -457656 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2512 members Mstep: Class 2 contains 1169 members Entering Unmasked Estep Score: -457683.968750 Penalty: 4072.625977 Iteration 13Q: 3 clusters Score -457684 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2525 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -457707.500000 Penalty: 4072.625977 Iteration 14Q: 3 clusters Score -457707.5 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -457723.531250 Penalty: 4072.625977 Iteration 15Q: 3 clusters Score -457723.5 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 1152 members Entering Unmasked Estep Score: -457728.468750 Penalty: 4072.625977 Iteration 16Q: 3 clusters Score -457728.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -457731.968750 Penalty: 4072.625977 Iteration 17Q: 3 clusters Score -457732 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 1147 members Entering Unmasked Estep Score: -457733.312500 Penalty: 4072.625977 Iteration 18Q: 3 clusters Score -457733.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2533 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -457734.656250 Penalty: 4072.625977 Iteration 19Q: 3 clusters Score -457734.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2536 members Mstep: Class 2 contains 1145 members Entering Unmasked Estep Score: -457740.937500 Penalty: 4072.625977 Iteration 20F: 3 clusters Score -457740.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -457744.593750 Penalty: 4072.625977 Iteration 21Q: 3 clusters Score -457744.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2545 members Mstep: Class 2 contains 1136 members Entering Unmasked Estep Score: -457745.937500 Penalty: 4072.625977 Iteration 22Q: 3 clusters Score -457745.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -457746.000000 Penalty: 4072.625977 Iteration 23Q: 3 clusters Score -457746 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2544 members Mstep: Class 2 contains 1137 members Entering Unmasked Estep Score: -457746.750000 Penalty: 4072.625977 Iteration 24Q: 3 clusters Score -457746.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -457748.593750 Penalty: 4072.625977 Iteration 25Q: 3 clusters Score -457748.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2546 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -457748.593750 Penalty: 4072.625977 Iteration 26F: 3 clusters Score -457748.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (24877 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24877 members Entering Unmasked Estep Score: -3186544.250000 Penalty: 2510.181396 Iteration 0F: 2 clusters Score -3186544 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12453 members Mstep: Class 2 contains 12424 members Entering Unmasked Estep Score: -3169150.250000 Penalty: 5020.362793 Iteration 0F: 3 clusters Score -3169150 nChanged 11212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12505 members Mstep: Class 2 contains 12372 members Entering Unmasked Estep Score: -3175185.000000 Penalty: 5020.362793 Iteration 1F: 3 clusters Score -3175185 nChanged 1291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12640 members Mstep: Class 2 contains 12237 members Entering Unmasked Estep Score: -3175641.750000 Penalty: 5020.362793 Iteration 2F: 3 clusters Score -3175642 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12805 members Mstep: Class 2 contains 12072 members Entering Unmasked Estep Score: -3176013.750000 Penalty: 5020.362793 Iteration 3Q: 3 clusters Score -3176014 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12978 members Mstep: Class 2 contains 11899 members Entering Unmasked Estep Score: -3176366.500000 Penalty: 5020.362793 Iteration 4Q: 3 clusters Score -3176366 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13231 members Mstep: Class 2 contains 11646 members Entering Unmasked Estep Score: -3176692.250000 Penalty: 5020.362793 Iteration 5Q: 3 clusters Score -3176692 nChanged 982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13605 members Mstep: Class 2 contains 11272 members Entering Unmasked Estep Score: -3177076.250000 Penalty: 5020.362793 Iteration 6Q: 3 clusters Score -3177076 nChanged 1020 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14055 members Mstep: Class 2 contains 10822 members Entering Unmasked Estep Score: -3177533.250000 Penalty: 5020.362793 Iteration 7Q: 3 clusters Score -3177533 nChanged 1081 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14624 members Mstep: Class 2 contains 10253 members Entering Unmasked Estep Score: -3178089.500000 Penalty: 5020.362793 Iteration 8Q: 3 clusters Score -3178090 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15297 members Mstep: Class 2 contains 9580 members Entering Unmasked Estep Score: -3178812.000000 Penalty: 5020.362793 Iteration 9Q: 3 clusters Score -3178812 nChanged 1233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15952 members Mstep: Class 2 contains 8925 members Entering Unmasked Estep Score: -3179665.750000 Penalty: 5020.362793 Iteration 10Q: 3 clusters Score -3179666 nChanged 1308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16550 members Mstep: Class 2 contains 8327 members Entering Unmasked Estep Score: -3180700.000000 Penalty: 5020.362793 Iteration 11F: 3 clusters Score -3180700 nChanged 1214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16964 members Mstep: Class 2 contains 7913 members Entering Unmasked Estep Score: -3181794.500000 Penalty: 5020.362793 Iteration 12Q: 3 clusters Score -3181794 nChanged 1241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17133 members Mstep: Class 2 contains 7744 members Entering Unmasked Estep Score: -3183128.750000 Penalty: 5020.362793 Iteration 13Q: 3 clusters Score -3183129 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17026 members Mstep: Class 2 contains 7851 members Entering Unmasked Estep Score: -3184453.000000 Penalty: 5020.362793 Iteration 14Q: 3 clusters Score -3184453 nChanged 1014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16746 members Mstep: Class 2 contains 8131 members Entering Unmasked Estep Score: -3185452.500000 Penalty: 5020.362793 Iteration 15Q: 3 clusters Score -3185452 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16520 members Mstep: Class 2 contains 8357 members Entering Unmasked Estep Score: -3186093.250000 Penalty: 5020.362793 Iteration 16Q: 3 clusters Score -3186093 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16354 members Mstep: Class 2 contains 8523 members Entering Unmasked Estep Score: -3186418.500000 Penalty: 5020.362793 Iteration 17Q: 3 clusters Score -3186418 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16231 members Mstep: Class 2 contains 8646 members Entering Unmasked Estep Score: -3186566.500000 Penalty: 5020.362793 Iteration 18Q: 3 clusters Score -3186566 nChanged 226 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16127 members Mstep: Class 2 contains 8750 members Entering Unmasked Estep Score: -3186640.500000 Penalty: 5020.362793 Iteration 19Q: 3 clusters Score -3186640 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16035 members Mstep: Class 2 contains 8842 members Entering Unmasked Estep Score: -3186686.250000 Penalty: 5020.362793 Iteration 20F: 3 clusters Score -3186686 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15963 members Mstep: Class 2 contains 8914 members Entering Unmasked Estep Score: -3186701.750000 Penalty: 5020.362793 Iteration 21Q: 3 clusters Score -3186702 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15900 members Mstep: Class 2 contains 8977 members Entering Unmasked Estep Score: -3186718.000000 Penalty: 5020.362793 Iteration 22Q: 3 clusters Score -3186718 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15851 members Mstep: Class 2 contains 9026 members Entering Unmasked Estep Score: -3186718.750000 Penalty: 5020.362793 Iteration 23Q: 3 clusters Score -3186719 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15821 members Mstep: Class 2 contains 9056 members Entering Unmasked Estep Score: -3186727.000000 Penalty: 5020.362793 Iteration 24Q: 3 clusters Score -3186727 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15791 members Mstep: Class 2 contains 9086 members Entering Unmasked Estep Score: -3186728.750000 Penalty: 5020.362793 Iteration 25Q: 3 clusters Score -3186729 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15760 members Mstep: Class 2 contains 9117 members Entering Unmasked Estep Score: -3186731.500000 Penalty: 5020.362793 Iteration 26Q: 3 clusters Score -3186732 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15737 members Mstep: Class 2 contains 9140 members Entering Unmasked Estep Score: -3186733.750000 Penalty: 5020.362793 Iteration 27Q: 3 clusters Score -3186734 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15714 members Mstep: Class 2 contains 9163 members Entering Unmasked Estep Score: -3186736.250000 Penalty: 5020.362793 Iteration 28Q: 3 clusters Score -3186736 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15695 members Mstep: Class 2 contains 9182 members Entering Unmasked Estep Score: -3186743.000000 Penalty: 5020.362793 Iteration 29Q: 3 clusters Score -3186743 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15682 members Mstep: Class 2 contains 9195 members Entering Unmasked Estep Score: -3186744.000000 Penalty: 5020.362793 Iteration 30Q: 3 clusters Score -3186744 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15666 members Mstep: Class 2 contains 9211 members Entering Unmasked Estep Score: -3186749.500000 Penalty: 5020.362793 Iteration 31Q: 3 clusters Score -3186750 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15652 members Mstep: Class 2 contains 9225 members Entering Unmasked Estep Score: -3186740.500000 Penalty: 5020.362793 Iteration 32Q: 3 clusters Score -3186740 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15644 members Mstep: Class 2 contains 9233 members Entering Unmasked Estep Score: -3186737.750000 Penalty: 5020.362793 Iteration 33Q: 3 clusters Score -3186738 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15639 members Mstep: Class 2 contains 9238 members Entering Unmasked Estep Score: -3186739.750000 Penalty: 5020.362793 Iteration 34Q: 3 clusters Score -3186740 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15633 members Mstep: Class 2 contains 9244 members Entering Unmasked Estep Score: -3186739.000000 Penalty: 5020.362793 Iteration 35Q: 3 clusters Score -3186739 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15624 members Mstep: Class 2 contains 9253 members Entering Unmasked Estep Score: -3186741.500000 Penalty: 5020.362793 Iteration 36Q: 3 clusters Score -3186742 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15616 members Mstep: Class 2 contains 9261 members Entering Unmasked Estep Score: -3186740.500000 Penalty: 5020.362793 Iteration 37Q: 3 clusters Score -3186740 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15608 members Mstep: Class 2 contains 9269 members Entering Unmasked Estep Score: -3186738.750000 Penalty: 5020.362793 Iteration 38Q: 3 clusters Score -3186739 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15597 members Mstep: Class 2 contains 9280 members Entering Unmasked Estep Score: -3186743.500000 Penalty: 5020.362793 Iteration 39Q: 3 clusters Score -3186744 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15588 members Mstep: Class 2 contains 9289 members Entering Unmasked Estep Score: -3186745.000000 Penalty: 5020.362793 Iteration 40F: 3 clusters Score -3186745 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15577 members Mstep: Class 2 contains 9300 members Entering Unmasked Estep Score: -3186744.000000 Penalty: 5020.362793 Iteration 41Q: 3 clusters Score -3186744 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15573 members Mstep: Class 2 contains 9304 members Entering Unmasked Estep Score: -3186741.250000 Penalty: 5020.362793 Iteration 42Q: 3 clusters Score -3186741 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15569 members Mstep: Class 2 contains 9308 members Entering Unmasked Estep Score: -3186744.750000 Penalty: 5020.362793 Iteration 43Q: 3 clusters Score -3186745 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15568 members Mstep: Class 2 contains 9309 members Entering Unmasked Estep Score: -3186746.500000 Penalty: 5020.362793 Iteration 44Q: 3 clusters Score -3186746 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15568 members Mstep: Class 2 contains 9309 members Entering Unmasked Estep Score: -3186746.500000 Penalty: 5020.362793 Iteration 45F: 3 clusters Score -3186746 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 40737 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3681 members Mstep: Class 8 contains 15568 members Mstep: Class 9 contains 20525 members Mstep: Class 10 contains 5175 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22253 members Mstep: Class 14 contains 19748 members Mstep: Class 15 contains 2734 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8275 members Mstep: Class 18 contains 75366 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7175 members Mstep: Class 22 contains 200875 members Mstep: Class 23 contains 4752 members Mstep: Class 24 contains 326 members Mstep: Class 25 contains 9309 members Entering Unmasked Estep Score: -55710772.000000 Penalty: 80642.781250 Splitting cluster 8 changes total score from -55711396.000000 to -55710772.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 9 (20525 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20525 members Entering Unmasked Estep Score: -2646610.000000 Penalty: 2462.490723 Iteration 0F: 2 clusters Score -2646610 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10236 members Mstep: Class 2 contains 10289 members Entering Unmasked Estep Score: -2632152.750000 Penalty: 4924.981445 Iteration 0F: 3 clusters Score -2632153 nChanged 8992 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9964 members Mstep: Class 2 contains 10561 members Entering Unmasked Estep Score: -2636972.000000 Penalty: 4924.981445 Iteration 1F: 3 clusters Score -2636972 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9824 members Mstep: Class 2 contains 10701 members Entering Unmasked Estep Score: -2637431.250000 Penalty: 4924.981445 Iteration 2F: 3 clusters Score -2637431 nChanged 998 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9662 members Mstep: Class 2 contains 10863 members Entering Unmasked Estep Score: -2637828.500000 Penalty: 4924.981445 Iteration 3Q: 3 clusters Score -2637828 nChanged 883 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9459 members Mstep: Class 2 contains 11066 members Entering Unmasked Estep Score: -2638181.250000 Penalty: 4924.981445 Iteration 4Q: 3 clusters Score -2638181 nChanged 806 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9255 members Mstep: Class 2 contains 11270 members Entering Unmasked Estep Score: -2638526.750000 Penalty: 4924.981445 Iteration 5Q: 3 clusters Score -2638527 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8998 members Mstep: Class 2 contains 11527 members Entering Unmasked Estep Score: -2638862.250000 Penalty: 4924.981445 Iteration 6Q: 3 clusters Score -2638862 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8758 members Mstep: Class 2 contains 11767 members Entering Unmasked Estep Score: -2639134.500000 Penalty: 4924.981445 Iteration 7Q: 3 clusters Score -2639134 nChanged 699 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8499 members Mstep: Class 2 contains 12026 members Entering Unmasked Estep Score: -2639422.250000 Penalty: 4924.981445 Iteration 8Q: 3 clusters Score -2639422 nChanged 697 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8172 members Mstep: Class 2 contains 12353 members Entering Unmasked Estep Score: -2639703.000000 Penalty: 4924.981445 Iteration 9Q: 3 clusters Score -2639703 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7822 members Mstep: Class 2 contains 12703 members Entering Unmasked Estep Score: -2640013.500000 Penalty: 4924.981445 Iteration 10Q: 3 clusters Score -2640014 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7434 members Mstep: Class 2 contains 13091 members Entering Unmasked Estep Score: -2640352.750000 Penalty: 4924.981445 Iteration 11Q: 3 clusters Score -2640353 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6996 members Mstep: Class 2 contains 13529 members Entering Unmasked Estep Score: -2640728.500000 Penalty: 4924.981445 Iteration 12Q: 3 clusters Score -2640728 nChanged 754 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6546 members Mstep: Class 2 contains 13979 members Entering Unmasked Estep Score: -2641151.750000 Penalty: 4924.981445 Iteration 13Q: 3 clusters Score -2641152 nChanged 675 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6117 members Mstep: Class 2 contains 14408 members Entering Unmasked Estep Score: -2641547.250000 Penalty: 4924.981445 Iteration 14Q: 3 clusters Score -2641547 nChanged 655 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5674 members Mstep: Class 2 contains 14851 members Entering Unmasked Estep Score: -2641905.250000 Penalty: 4924.981445 Iteration 15Q: 3 clusters Score -2641905 nChanged 571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5259 members Mstep: Class 2 contains 15266 members Entering Unmasked Estep Score: -2642211.250000 Penalty: 4924.981445 Iteration 16Q: 3 clusters Score -2642211 nChanged 471 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 15631 members Entering Unmasked Estep Score: -2642456.500000 Penalty: 4924.981445 Iteration 17Q: 3 clusters Score -2642456 nChanged 397 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4585 members Mstep: Class 2 contains 15940 members Entering Unmasked Estep Score: -2642657.500000 Penalty: 4924.981445 Iteration 18Q: 3 clusters Score -2642658 nChanged 358 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4277 members Mstep: Class 2 contains 16248 members Entering Unmasked Estep Score: -2642821.750000 Penalty: 4924.981445 Iteration 19Q: 3 clusters Score -2642822 nChanged 331 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3978 members Mstep: Class 2 contains 16547 members Entering Unmasked Estep Score: -2642977.000000 Penalty: 4924.981445 Iteration 20F: 3 clusters Score -2642977 nChanged 317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 16830 members Entering Unmasked Estep Score: -2643125.750000 Penalty: 4924.981445 Iteration 21Q: 3 clusters Score -2643126 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3424 members Mstep: Class 2 contains 17101 members Entering Unmasked Estep Score: -2643268.500000 Penalty: 4924.981445 Iteration 22Q: 3 clusters Score -2643268 nChanged 277 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 17348 members Entering Unmasked Estep Score: -2643396.500000 Penalty: 4924.981445 Iteration 23Q: 3 clusters Score -2643396 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2954 members Mstep: Class 2 contains 17571 members Entering Unmasked Estep Score: -2643508.500000 Penalty: 4924.981445 Iteration 24Q: 3 clusters Score -2643508 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2745 members Mstep: Class 2 contains 17780 members Entering Unmasked Estep Score: -2643627.750000 Penalty: 4924.981445 Iteration 25Q: 3 clusters Score -2643628 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2541 members Mstep: Class 2 contains 17984 members Entering Unmasked Estep Score: -2643747.750000 Penalty: 4924.981445 Iteration 26Q: 3 clusters Score -2643748 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2351 members Mstep: Class 2 contains 18174 members Entering Unmasked Estep Score: -2643870.000000 Penalty: 4924.981445 Iteration 27Q: 3 clusters Score -2643870 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2166 members Mstep: Class 2 contains 18359 members Entering Unmasked Estep Score: -2643975.500000 Penalty: 4924.981445 Iteration 28Q: 3 clusters Score -2643976 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2015 members Mstep: Class 2 contains 18510 members Entering Unmasked Estep Score: -2644065.250000 Penalty: 4924.981445 Iteration 29Q: 3 clusters Score -2644065 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 18657 members Entering Unmasked Estep Score: -2644152.500000 Penalty: 4924.981445 Iteration 30Q: 3 clusters Score -2644152 nChanged 144 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1740 members Mstep: Class 2 contains 18785 members Entering Unmasked Estep Score: -2644217.000000 Penalty: 4924.981445 Iteration 31Q: 3 clusters Score -2644217 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1642 members Mstep: Class 2 contains 18883 members Entering Unmasked Estep Score: -2644281.250000 Penalty: 4924.981445 Iteration 32Q: 3 clusters Score -2644281 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 18949 members Entering Unmasked Estep Score: -2644313.000000 Penalty: 4924.981445 Iteration 33Q: 3 clusters Score -2644313 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1516 members Mstep: Class 2 contains 19009 members Entering Unmasked Estep Score: -2644345.250000 Penalty: 4924.981445 Iteration 34Q: 3 clusters Score -2644345 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1459 members Mstep: Class 2 contains 19066 members Entering Unmasked Estep Score: -2644372.500000 Penalty: 4924.981445 Iteration 35Q: 3 clusters Score -2644372 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1398 members Mstep: Class 2 contains 19127 members Entering Unmasked Estep Score: -2644413.750000 Penalty: 4924.981445 Iteration 36Q: 3 clusters Score -2644414 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1347 members Mstep: Class 2 contains 19178 members Entering Unmasked Estep Score: -2644451.250000 Penalty: 4924.981445 Iteration 37Q: 3 clusters Score -2644451 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1293 members Mstep: Class 2 contains 19232 members Entering Unmasked Estep Score: -2644489.250000 Penalty: 4924.981445 Iteration 38Q: 3 clusters Score -2644489 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1246 members Mstep: Class 2 contains 19279 members Entering Unmasked Estep Score: -2644511.250000 Penalty: 4924.981445 Iteration 39Q: 3 clusters Score -2644511 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 19326 members Entering Unmasked Estep Score: -2644535.000000 Penalty: 4924.981445 Iteration 40F: 3 clusters Score -2644535 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1155 members Mstep: Class 2 contains 19370 members Entering Unmasked Estep Score: -2644562.250000 Penalty: 4924.981445 Iteration 41Q: 3 clusters Score -2644562 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 19407 members Entering Unmasked Estep Score: -2644580.000000 Penalty: 4924.981445 Iteration 42Q: 3 clusters Score -2644580 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1094 members Mstep: Class 2 contains 19431 members Entering Unmasked Estep Score: -2644597.000000 Penalty: 4924.981445 Iteration 43Q: 3 clusters Score -2644597 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1074 members Mstep: Class 2 contains 19451 members Entering Unmasked Estep Score: -2644608.000000 Penalty: 4924.981445 Iteration 44Q: 3 clusters Score -2644608 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 19477 members Entering Unmasked Estep Score: -2644618.250000 Penalty: 4924.981445 Iteration 45Q: 3 clusters Score -2644618 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1028 members Mstep: Class 2 contains 19497 members Entering Unmasked Estep Score: -2644631.500000 Penalty: 4924.981445 Iteration 46Q: 3 clusters Score -2644632 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1009 members Mstep: Class 2 contains 19516 members Entering Unmasked Estep Score: -2644641.000000 Penalty: 4924.981445 Iteration 47Q: 3 clusters Score -2644641 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 19533 members Entering Unmasked Estep Score: -2644656.500000 Penalty: 4924.981445 Iteration 48Q: 3 clusters Score -2644656 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 981 members Mstep: Class 2 contains 19544 members Entering Unmasked Estep Score: -2644664.000000 Penalty: 4924.981445 Iteration 49Q: 3 clusters Score -2644664 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 972 members Mstep: Class 2 contains 19553 members Entering Unmasked Estep Score: -2644680.500000 Penalty: 4924.981445 Iteration 50Q: 3 clusters Score -2644680 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 955 members Mstep: Class 2 contains 19570 members Entering Unmasked Estep Score: -2644695.500000 Penalty: 4924.981445 Iteration 51Q: 3 clusters Score -2644696 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 949 members Mstep: Class 2 contains 19576 members Entering Unmasked Estep Score: -2644697.750000 Penalty: 4924.981445 Iteration 52Q: 3 clusters Score -2644698 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 19579 members Entering Unmasked Estep Score: -2644703.500000 Penalty: 4924.981445 Iteration 53Q: 3 clusters Score -2644704 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 940 members Mstep: Class 2 contains 19585 members Entering Unmasked Estep Score: -2644716.000000 Penalty: 4924.981445 Iteration 54Q: 3 clusters Score -2644716 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 19592 members Entering Unmasked Estep Score: -2644713.250000 Penalty: 4924.981445 Iteration 55Q: 3 clusters Score -2644713 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 19601 members Entering Unmasked Estep Score: -2644722.250000 Penalty: 4924.981445 Iteration 56Q: 3 clusters Score -2644722 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 919 members Mstep: Class 2 contains 19606 members Entering Unmasked Estep Score: -2644727.750000 Penalty: 4924.981445 Iteration 57Q: 3 clusters Score -2644728 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 915 members Mstep: Class 2 contains 19610 members Entering Unmasked Estep Score: -2644732.000000 Penalty: 4924.981445 Iteration 58Q: 3 clusters Score -2644732 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 911 members Mstep: Class 2 contains 19614 members Entering Unmasked Estep Score: -2644732.250000 Penalty: 4924.981445 Iteration 59Q: 3 clusters Score -2644732 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 19618 members Entering Unmasked Estep Score: -2644749.250000 Penalty: 4924.981445 Iteration 60F: 3 clusters Score -2644749 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 903 members Mstep: Class 2 contains 19622 members Entering Unmasked Estep Score: -2644768.500000 Penalty: 4924.981445 Iteration 61Q: 3 clusters Score -2644768 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 19624 members Entering Unmasked Estep Score: -2644785.000000 Penalty: 4924.981445 Iteration 62Q: 3 clusters Score -2644785 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 19621 members Entering Unmasked Estep Score: -2644816.000000 Penalty: 4924.981445 Iteration 63Q: 3 clusters Score -2644816 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 19625 members Entering Unmasked Estep Score: -2644853.000000 Penalty: 4924.981445 Iteration 64Q: 3 clusters Score -2644853 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 889 members Mstep: Class 2 contains 19636 members Entering Unmasked Estep Score: -2644885.750000 Penalty: 4924.981445 Iteration 65Q: 3 clusters Score -2644886 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 879 members Mstep: Class 2 contains 19646 members Entering Unmasked Estep Score: -2644907.500000 Penalty: 4924.981445 Iteration 66Q: 3 clusters Score -2644908 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 19647 members Entering Unmasked Estep Score: -2644926.500000 Penalty: 4924.981445 Iteration 67Q: 3 clusters Score -2644926 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 875 members Mstep: Class 2 contains 19650 members Entering Unmasked Estep Score: -2644940.000000 Penalty: 4924.981445 Iteration 68Q: 3 clusters Score -2644940 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 19659 members Entering Unmasked Estep Score: -2644954.750000 Penalty: 4924.981445 Iteration 69Q: 3 clusters Score -2644955 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 19663 members Entering Unmasked Estep Score: -2644962.250000 Penalty: 4924.981445 Iteration 70Q: 3 clusters Score -2644962 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 19658 members Entering Unmasked Estep Score: -2644972.000000 Penalty: 4924.981445 Iteration 71Q: 3 clusters Score -2644972 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 19658 members Entering Unmasked Estep Score: -2644979.000000 Penalty: 4924.981445 Iteration 72Q: 3 clusters Score -2644979 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 866 members Mstep: Class 2 contains 19659 members Entering Unmasked Estep Score: -2644985.000000 Penalty: 4924.981445 Iteration 73Q: 3 clusters Score -2644985 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 862 members Mstep: Class 2 contains 19663 members Entering Unmasked Estep Score: -2644992.750000 Penalty: 4924.981445 Iteration 74Q: 3 clusters Score -2644993 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 865 members Mstep: Class 2 contains 19660 members Entering Unmasked Estep Score: -2644994.750000 Penalty: 4924.981445 Iteration 75Q: 3 clusters Score -2644995 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 19658 members Entering Unmasked Estep Score: -2645009.000000 Penalty: 4924.981445 Iteration 76Q: 3 clusters Score -2645009 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 871 members Mstep: Class 2 contains 19654 members Entering Unmasked Estep Score: -2645016.000000 Penalty: 4924.981445 Iteration 77Q: 3 clusters Score -2645016 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 869 members Mstep: Class 2 contains 19656 members Entering Unmasked Estep Score: -2645019.250000 Penalty: 4924.981445 Iteration 78Q: 3 clusters Score -2645019 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 19658 members Entering Unmasked Estep Score: -2645019.500000 Penalty: 4924.981445 Iteration 79Q: 3 clusters Score -2645020 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 19658 members Entering Unmasked Estep Score: -2645063.500000 Penalty: 4924.981445 Iteration 80F: 3 clusters Score -2645064 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 19647 members Entering Unmasked Estep Score: -2645090.000000 Penalty: 4924.981445 Iteration 81Q: 3 clusters Score -2645090 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 887 members Mstep: Class 2 contains 19638 members Entering Unmasked Estep Score: -2645103.250000 Penalty: 4924.981445 Iteration 82Q: 3 clusters Score -2645103 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 900 members Mstep: Class 2 contains 19625 members Entering Unmasked Estep Score: -2645114.500000 Penalty: 4924.981445 Iteration 83Q: 3 clusters Score -2645114 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 19617 members Entering Unmasked Estep Score: -2645126.250000 Penalty: 4924.981445 Iteration 84Q: 3 clusters Score -2645126 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 19618 members Entering Unmasked Estep Score: -2645138.250000 Penalty: 4924.981445 Iteration 85Q: 3 clusters Score -2645138 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 904 members Mstep: Class 2 contains 19621 members Entering Unmasked Estep Score: -2645148.750000 Penalty: 4924.981445 Iteration 86Q: 3 clusters Score -2645149 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 908 members Mstep: Class 2 contains 19617 members Entering Unmasked Estep Score: -2645152.750000 Penalty: 4924.981445 Iteration 87Q: 3 clusters Score -2645153 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 913 members Mstep: Class 2 contains 19612 members Entering Unmasked Estep Score: -2645163.750000 Penalty: 4924.981445 Iteration 88Q: 3 clusters Score -2645164 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 19609 members Entering Unmasked Estep Score: -2645176.500000 Penalty: 4924.981445 Iteration 89Q: 3 clusters Score -2645176 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 922 members Mstep: Class 2 contains 19603 members Entering Unmasked Estep Score: -2645190.500000 Penalty: 4924.981445 Iteration 90Q: 3 clusters Score -2645190 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 939 members Mstep: Class 2 contains 19586 members Entering Unmasked Estep Score: -2645206.250000 Penalty: 4924.981445 Iteration 91Q: 3 clusters Score -2645206 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 19571 members Entering Unmasked Estep Score: -2645213.500000 Penalty: 4924.981445 Iteration 92Q: 3 clusters Score -2645214 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 973 members Mstep: Class 2 contains 19552 members Entering Unmasked Estep Score: -2645228.250000 Penalty: 4924.981445 Iteration 93Q: 3 clusters Score -2645228 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 992 members Mstep: Class 2 contains 19533 members Entering Unmasked Estep Score: -2645245.750000 Penalty: 4924.981445 Iteration 94Q: 3 clusters Score -2645246 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1019 members Mstep: Class 2 contains 19506 members Entering Unmasked Estep Score: -2645261.250000 Penalty: 4924.981445 Iteration 95Q: 3 clusters Score -2645261 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 19485 members Entering Unmasked Estep Score: -2645280.500000 Penalty: 4924.981445 Iteration 96Q: 3 clusters Score -2645280 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1066 members Mstep: Class 2 contains 19459 members Entering Unmasked Estep Score: -2645294.750000 Penalty: 4924.981445 Iteration 97Q: 3 clusters Score -2645295 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 19438 members Entering Unmasked Estep Score: -2645303.750000 Penalty: 4924.981445 Iteration 98Q: 3 clusters Score -2645304 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1092 members Mstep: Class 2 contains 19433 members Entering Unmasked Estep Score: -2645313.000000 Penalty: 4924.981445 Iteration 99Q: 3 clusters Score -2645313 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 19426 members Entering Unmasked Estep Score: -2645333.500000 Penalty: 4924.981445 Iteration 100F: 3 clusters Score -2645334 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1128 members Mstep: Class 2 contains 19397 members Entering Unmasked Estep Score: -2645355.750000 Penalty: 4924.981445 Iteration 101Q: 3 clusters Score -2645356 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1160 members Mstep: Class 2 contains 19365 members Entering Unmasked Estep Score: -2645389.750000 Penalty: 4924.981445 Iteration 102Q: 3 clusters Score -2645390 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1197 members Mstep: Class 2 contains 19328 members Entering Unmasked Estep Score: -2645424.750000 Penalty: 4924.981445 Iteration 103Q: 3 clusters Score -2645425 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1232 members Mstep: Class 2 contains 19293 members Entering Unmasked Estep Score: -2645446.750000 Penalty: 4924.981445 Iteration 104Q: 3 clusters Score -2645447 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1275 members Mstep: Class 2 contains 19250 members Entering Unmasked Estep Score: -2645475.750000 Penalty: 4924.981445 Iteration 105Q: 3 clusters Score -2645476 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1326 members Mstep: Class 2 contains 19199 members Entering Unmasked Estep Score: -2645509.500000 Penalty: 4924.981445 Iteration 106Q: 3 clusters Score -2645510 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1373 members Mstep: Class 2 contains 19152 members Entering Unmasked Estep Score: -2645547.250000 Penalty: 4924.981445 Iteration 107Q: 3 clusters Score -2645547 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 19121 members Entering Unmasked Estep Score: -2645573.750000 Penalty: 4924.981445 Iteration 108Q: 3 clusters Score -2645574 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1445 members Mstep: Class 2 contains 19080 members Entering Unmasked Estep Score: -2645602.250000 Penalty: 4924.981445 Iteration 109Q: 3 clusters Score -2645602 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1488 members Mstep: Class 2 contains 19037 members Entering Unmasked Estep Score: -2645632.750000 Penalty: 4924.981445 Iteration 110Q: 3 clusters Score -2645633 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1527 members Mstep: Class 2 contains 18998 members Entering Unmasked Estep Score: -2645667.750000 Penalty: 4924.981445 Iteration 111Q: 3 clusters Score -2645668 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 18953 members Entering Unmasked Estep Score: -2645686.250000 Penalty: 4924.981445 Iteration 112Q: 3 clusters Score -2645686 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1613 members Mstep: Class 2 contains 18912 members Entering Unmasked Estep Score: -2645711.250000 Penalty: 4924.981445 Iteration 113Q: 3 clusters Score -2645711 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 18878 members Entering Unmasked Estep Score: -2645726.750000 Penalty: 4924.981445 Iteration 114Q: 3 clusters Score -2645727 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1679 members Mstep: Class 2 contains 18846 members Entering Unmasked Estep Score: -2645746.000000 Penalty: 4924.981445 Iteration 115Q: 3 clusters Score -2645746 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1712 members Mstep: Class 2 contains 18813 members Entering Unmasked Estep Score: -2645757.000000 Penalty: 4924.981445 Iteration 116Q: 3 clusters Score -2645757 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1746 members Mstep: Class 2 contains 18779 members Entering Unmasked Estep Score: -2645766.750000 Penalty: 4924.981445 Iteration 117Q: 3 clusters Score -2645767 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1781 members Mstep: Class 2 contains 18744 members Entering Unmasked Estep Score: -2645778.500000 Penalty: 4924.981445 Iteration 118Q: 3 clusters Score -2645778 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1812 members Mstep: Class 2 contains 18713 members Entering Unmasked Estep Score: -2645786.750000 Penalty: 4924.981445 Iteration 119Q: 3 clusters Score -2645787 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1845 members Mstep: Class 2 contains 18680 members Entering Unmasked Estep Score: -2645818.750000 Penalty: 4924.981445 Iteration 120F: 3 clusters Score -2645819 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 18633 members Entering Unmasked Estep Score: -2645834.250000 Penalty: 4924.981445 Iteration 121Q: 3 clusters Score -2645834 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1929 members Mstep: Class 2 contains 18596 members Entering Unmasked Estep Score: -2645847.750000 Penalty: 4924.981445 Iteration 122Q: 3 clusters Score -2645848 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1956 members Mstep: Class 2 contains 18569 members Entering Unmasked Estep Score: -2645856.000000 Penalty: 4924.981445 Iteration 123Q: 3 clusters Score -2645856 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 18554 members Entering Unmasked Estep Score: -2645864.250000 Penalty: 4924.981445 Iteration 124Q: 3 clusters Score -2645864 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 18538 members Entering Unmasked Estep Score: -2645868.000000 Penalty: 4924.981445 Iteration 125Q: 3 clusters Score -2645868 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 18527 members Entering Unmasked Estep Score: -2645871.750000 Penalty: 4924.981445 Iteration 126Q: 3 clusters Score -2645872 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 18515 members Entering Unmasked Estep Score: -2645874.750000 Penalty: 4924.981445 Iteration 127Q: 3 clusters Score -2645875 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 18505 members Entering Unmasked Estep Score: -2645872.500000 Penalty: 4924.981445 Iteration 128Q: 3 clusters Score -2645872 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 18499 members Entering Unmasked Estep Score: -2645873.000000 Penalty: 4924.981445 Iteration 129Q: 3 clusters Score -2645873 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2033 members Mstep: Class 2 contains 18492 members Entering Unmasked Estep Score: -2645874.000000 Penalty: 4924.981445 Iteration 130Q: 3 clusters Score -2645874 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2042 members Mstep: Class 2 contains 18483 members Entering Unmasked Estep Score: -2645876.500000 Penalty: 4924.981445 Iteration 131Q: 3 clusters Score -2645876 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2056 members Mstep: Class 2 contains 18469 members Entering Unmasked Estep Score: -2645879.250000 Penalty: 4924.981445 Iteration 132Q: 3 clusters Score -2645879 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2073 members Mstep: Class 2 contains 18452 members Entering Unmasked Estep Score: -2645884.500000 Penalty: 4924.981445 Iteration 133Q: 3 clusters Score -2645884 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2090 members Mstep: Class 2 contains 18435 members Entering Unmasked Estep Score: -2645888.000000 Penalty: 4924.981445 Iteration 134Q: 3 clusters Score -2645888 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2104 members Mstep: Class 2 contains 18421 members Entering Unmasked Estep Score: -2645889.500000 Penalty: 4924.981445 Iteration 135Q: 3 clusters Score -2645890 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2114 members Mstep: Class 2 contains 18411 members Entering Unmasked Estep Score: -2645893.500000 Penalty: 4924.981445 Iteration 136Q: 3 clusters Score -2645894 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2129 members Mstep: Class 2 contains 18396 members Entering Unmasked Estep Score: -2645898.250000 Penalty: 4924.981445 Iteration 137Q: 3 clusters Score -2645898 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2144 members Mstep: Class 2 contains 18381 members Entering Unmasked Estep Score: -2645904.250000 Penalty: 4924.981445 Iteration 138Q: 3 clusters Score -2645904 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2157 members Mstep: Class 2 contains 18368 members Entering Unmasked Estep Score: -2645903.750000 Penalty: 4924.981445 Iteration 139Q: 3 clusters Score -2645904 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2165 members Mstep: Class 2 contains 18360 members Entering Unmasked Estep Score: -2645904.500000 Penalty: 4924.981445 Iteration 140F: 3 clusters Score -2645904 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 18356 members Entering Unmasked Estep Score: -2645903.500000 Penalty: 4924.981445 Iteration 141Q: 3 clusters Score -2645904 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2174 members Mstep: Class 2 contains 18351 members Entering Unmasked Estep Score: -2645903.000000 Penalty: 4924.981445 Iteration 142Q: 3 clusters Score -2645903 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2181 members Mstep: Class 2 contains 18344 members Entering Unmasked Estep Score: -2645903.000000 Penalty: 4924.981445 Iteration 143Q: 3 clusters Score -2645903 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2190 members Mstep: Class 2 contains 18335 members Entering Unmasked Estep Score: -2645906.000000 Penalty: 4924.981445 Iteration 144Q: 3 clusters Score -2645906 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2196 members Mstep: Class 2 contains 18329 members Entering Unmasked Estep Score: -2645906.250000 Penalty: 4924.981445 Iteration 145Q: 3 clusters Score -2645906 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2200 members Mstep: Class 2 contains 18325 members Entering Unmasked Estep Score: -2645908.250000 Penalty: 4924.981445 Iteration 146Q: 3 clusters Score -2645908 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2204 members Mstep: Class 2 contains 18321 members Entering Unmasked Estep Score: -2645911.500000 Penalty: 4924.981445 Iteration 147Q: 3 clusters Score -2645912 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2208 members Mstep: Class 2 contains 18317 members Entering Unmasked Estep Score: -2645908.000000 Penalty: 4924.981445 Iteration 148Q: 3 clusters Score -2645908 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2214 members Mstep: Class 2 contains 18311 members Entering Unmasked Estep Score: -2645904.750000 Penalty: 4924.981445 Iteration 149Q: 3 clusters Score -2645905 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2219 members Mstep: Class 2 contains 18306 members Entering Unmasked Estep Score: -2645913.000000 Penalty: 4924.981445 Iteration 150Q: 3 clusters Score -2645913 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 18302 members Entering Unmasked Estep Score: -2645912.000000 Penalty: 4924.981445 Iteration 151Q: 3 clusters Score -2645912 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2226 members Mstep: Class 2 contains 18299 members Entering Unmasked Estep Score: -2645908.750000 Penalty: 4924.981445 Iteration 152Q: 3 clusters Score -2645909 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 18295 members Entering Unmasked Estep Score: -2645910.750000 Penalty: 4924.981445 Iteration 153Q: 3 clusters Score -2645911 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2235 members Mstep: Class 2 contains 18290 members Entering Unmasked Estep Score: -2645911.500000 Penalty: 4924.981445 Iteration 154Q: 3 clusters Score -2645912 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 18284 members Entering Unmasked Estep Score: -2645914.250000 Penalty: 4924.981445 Iteration 155Q: 3 clusters Score -2645914 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2247 members Mstep: Class 2 contains 18278 members Entering Unmasked Estep Score: -2645912.250000 Penalty: 4924.981445 Iteration 156Q: 3 clusters Score -2645912 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2253 members Mstep: Class 2 contains 18272 members Entering Unmasked Estep Score: -2645911.750000 Penalty: 4924.981445 Iteration 157Q: 3 clusters Score -2645912 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2260 members Mstep: Class 2 contains 18265 members Entering Unmasked Estep Score: -2645915.000000 Penalty: 4924.981445 Iteration 158Q: 3 clusters Score -2645915 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 18261 members Entering Unmasked Estep Score: -2645921.000000 Penalty: 4924.981445 Iteration 159Q: 3 clusters Score -2645921 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2267 members Mstep: Class 2 contains 18258 members Entering Unmasked Estep Score: -2645919.500000 Penalty: 4924.981445 Iteration 160F: 3 clusters Score -2645920 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2270 members Mstep: Class 2 contains 18255 members Entering Unmasked Estep Score: -2645918.750000 Penalty: 4924.981445 Iteration 161Q: 3 clusters Score -2645919 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 18251 members Entering Unmasked Estep Score: -2645920.750000 Penalty: 4924.981445 Iteration 162Q: 3 clusters Score -2645921 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2276 members Mstep: Class 2 contains 18249 members Entering Unmasked Estep Score: -2645924.250000 Penalty: 4924.981445 Iteration 163Q: 3 clusters Score -2645924 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2278 members Mstep: Class 2 contains 18247 members Entering Unmasked Estep Score: -2645928.750000 Penalty: 4924.981445 Iteration 164Q: 3 clusters Score -2645929 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2281 members Mstep: Class 2 contains 18244 members Entering Unmasked Estep Score: -2645925.250000 Penalty: 4924.981445 Iteration 165Q: 3 clusters Score -2645925 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 18241 members Entering Unmasked Estep Score: -2645924.000000 Penalty: 4924.981445 Iteration 166Q: 3 clusters Score -2645924 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2285 members Mstep: Class 2 contains 18240 members Entering Unmasked Estep Score: -2645923.750000 Penalty: 4924.981445 Iteration 167Q: 3 clusters Score -2645924 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 18239 members Entering Unmasked Estep Score: -2645924.000000 Penalty: 4924.981445 Iteration 168Q: 3 clusters Score -2645924 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2288 members Mstep: Class 2 contains 18237 members Entering Unmasked Estep Score: -2645922.000000 Penalty: 4924.981445 Iteration 169Q: 3 clusters Score -2645922 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 18235 members Entering Unmasked Estep Score: -2645919.250000 Penalty: 4924.981445 Iteration 170Q: 3 clusters Score -2645919 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2291 members Mstep: Class 2 contains 18234 members Entering Unmasked Estep Score: -2645922.250000 Penalty: 4924.981445 Iteration 171Q: 3 clusters Score -2645922 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2293 members Mstep: Class 2 contains 18232 members Entering Unmasked Estep Score: -2645922.250000 Penalty: 4924.981445 Iteration 172Q: 3 clusters Score -2645922 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2294 members Mstep: Class 2 contains 18231 members Entering Unmasked Estep Score: -2645925.250000 Penalty: 4924.981445 Iteration 173Q: 3 clusters Score -2645925 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2295 members Mstep: Class 2 contains 18230 members Entering Unmasked Estep Score: -2645927.500000 Penalty: 4924.981445 Iteration 174Q: 3 clusters Score -2645928 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 18228 members Entering Unmasked Estep Score: -2645923.250000 Penalty: 4924.981445 Iteration 175Q: 3 clusters Score -2645923 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 18228 members Entering Unmasked Estep Score: -2645924.000000 Penalty: 4924.981445 Iteration 176Q: 3 clusters Score -2645924 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2300 members Mstep: Class 2 contains 18225 members Entering Unmasked Estep Score: -2645925.000000 Penalty: 4924.981445 Iteration 177Q: 3 clusters Score -2645925 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 18224 members Entering Unmasked Estep Score: -2645922.500000 Penalty: 4924.981445 Iteration 178Q: 3 clusters Score -2645922 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2301 members Mstep: Class 2 contains 18224 members Entering Unmasked Estep Score: -2645922.500000 Penalty: 4924.981445 Iteration 179F: 3 clusters Score -2645922 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (5175 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5175 members Entering Unmasked Estep Score: -660664.000000 Penalty: 2120.795410 Iteration 0F: 2 clusters Score -660664 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2559 members Mstep: Class 2 contains 2616 members Entering Unmasked Estep Score: -656046.875000 Penalty: 4241.590820 Iteration 0F: 3 clusters Score -656046.9 nChanged 1974 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2509 members Mstep: Class 2 contains 2666 members Entering Unmasked Estep Score: -657138.250000 Penalty: 4241.590820 Iteration 1F: 3 clusters Score -657138.2 nChanged 375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2464 members Mstep: Class 2 contains 2711 members Entering Unmasked Estep Score: -657405.000000 Penalty: 4241.590820 Iteration 2F: 3 clusters Score -657405 nChanged 282 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 2727 members Entering Unmasked Estep Score: -657588.687500 Penalty: 4241.590820 Iteration 3F: 3 clusters Score -657588.7 nChanged 236 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2452 members Mstep: Class 2 contains 2723 members Entering Unmasked Estep Score: -657744.312500 Penalty: 4241.590820 Iteration 4Q: 3 clusters Score -657744.3 nChanged 189 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 2698 members Entering Unmasked Estep Score: -657843.687500 Penalty: 4241.590820 Iteration 5Q: 3 clusters Score -657843.7 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2498 members Mstep: Class 2 contains 2677 members Entering Unmasked Estep Score: -657932.375000 Penalty: 4241.590820 Iteration 6Q: 3 clusters Score -657932.4 nChanged 146 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2534 members Mstep: Class 2 contains 2641 members Entering Unmasked Estep Score: -658014.187500 Penalty: 4241.590820 Iteration 7Q: 3 clusters Score -658014.2 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2580 members Mstep: Class 2 contains 2595 members Entering Unmasked Estep Score: -658084.812500 Penalty: 4241.590820 Iteration 8Q: 3 clusters Score -658084.8 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2622 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -658157.125000 Penalty: 4241.590820 Iteration 9Q: 3 clusters Score -658157.1 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2661 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -658224.187500 Penalty: 4241.590820 Iteration 10Q: 3 clusters Score -658224.2 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2687 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -658276.187500 Penalty: 4241.590820 Iteration 11Q: 3 clusters Score -658276.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -658322.500000 Penalty: 4241.590820 Iteration 12Q: 3 clusters Score -658322.5 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2752 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -658369.437500 Penalty: 4241.590820 Iteration 13Q: 3 clusters Score -658369.4 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 2394 members Entering Unmasked Estep Score: -658404.750000 Penalty: 4241.590820 Iteration 14Q: 3 clusters Score -658404.8 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2825 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -658444.937500 Penalty: 4241.590820 Iteration 15Q: 3 clusters Score -658444.9 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -658490.250000 Penalty: 4241.590820 Iteration 16Q: 3 clusters Score -658490.2 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2921 members Mstep: Class 2 contains 2254 members Entering Unmasked Estep Score: -658542.125000 Penalty: 4241.590820 Iteration 17Q: 3 clusters Score -658542.1 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2975 members Mstep: Class 2 contains 2200 members Entering Unmasked Estep Score: -658601.750000 Penalty: 4241.590820 Iteration 18Q: 3 clusters Score -658601.8 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 2142 members Entering Unmasked Estep Score: -658685.812500 Penalty: 4241.590820 Iteration 19Q: 3 clusters Score -658685.8 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3092 members Mstep: Class 2 contains 2083 members Entering Unmasked Estep Score: -658785.937500 Penalty: 4241.590820 Iteration 20F: 3 clusters Score -658785.9 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3161 members Mstep: Class 2 contains 2014 members Entering Unmasked Estep Score: -658924.875000 Penalty: 4241.590820 Iteration 21Q: 3 clusters Score -658924.9 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3231 members Mstep: Class 2 contains 1944 members Entering Unmasked Estep Score: -659060.000000 Penalty: 4241.590820 Iteration 22Q: 3 clusters Score -659060 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3300 members Mstep: Class 2 contains 1875 members Entering Unmasked Estep Score: -659170.875000 Penalty: 4241.590820 Iteration 23Q: 3 clusters Score -659170.9 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 1817 members Entering Unmasked Estep Score: -659244.687500 Penalty: 4241.590820 Iteration 24Q: 3 clusters Score -659244.7 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3398 members Mstep: Class 2 contains 1777 members Entering Unmasked Estep Score: -659288.937500 Penalty: 4241.590820 Iteration 25Q: 3 clusters Score -659288.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 1757 members Entering Unmasked Estep Score: -659310.750000 Penalty: 4241.590820 Iteration 26Q: 3 clusters Score -659310.8 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3422 members Mstep: Class 2 contains 1753 members Entering Unmasked Estep Score: -659325.750000 Penalty: 4241.590820 Iteration 27Q: 3 clusters Score -659325.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -659333.687500 Penalty: 4241.590820 Iteration 28Q: 3 clusters Score -659333.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 1739 members Entering Unmasked Estep Score: -659344.750000 Penalty: 4241.590820 Iteration 29Q: 3 clusters Score -659344.8 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3439 members Mstep: Class 2 contains 1736 members Entering Unmasked Estep Score: -659356.625000 Penalty: 4241.590820 Iteration 30Q: 3 clusters Score -659356.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3440 members Mstep: Class 2 contains 1735 members Entering Unmasked Estep Score: -659366.437500 Penalty: 4241.590820 Iteration 31Q: 3 clusters Score -659366.4 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 1738 members Entering Unmasked Estep Score: -659372.187500 Penalty: 4241.590820 Iteration 32Q: 3 clusters Score -659372.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3432 members Mstep: Class 2 contains 1743 members Entering Unmasked Estep Score: -659373.437500 Penalty: 4241.590820 Iteration 33Q: 3 clusters Score -659373.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -659375.125000 Penalty: 4241.590820 Iteration 34Q: 3 clusters Score -659375.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -659376.937500 Penalty: 4241.590820 Iteration 35Q: 3 clusters Score -659376.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -659380.375000 Penalty: 4241.590820 Iteration 36Q: 3 clusters Score -659380.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -659382.000000 Penalty: 4241.590820 Iteration 37Q: 3 clusters Score -659382 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -659383.062500 Penalty: 4241.590820 Iteration 38Q: 3 clusters Score -659383.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3427 members Mstep: Class 2 contains 1748 members Entering Unmasked Estep Score: -659383.125000 Penalty: 4241.590820 Iteration 39Q: 3 clusters Score -659383.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -659385.000000 Penalty: 4241.590820 Iteration 40F: 3 clusters Score -659385 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -659386.062500 Penalty: 4241.590820 Iteration 41Q: 3 clusters Score -659386.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 1746 members Entering Unmasked Estep Score: -659385.500000 Penalty: 4241.590820 Iteration 42Q: 3 clusters Score -659385.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -659386.562500 Penalty: 4241.590820 Iteration 43Q: 3 clusters Score -659386.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -659387.562500 Penalty: 4241.590820 Iteration 44Q: 3 clusters Score -659387.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3431 members Mstep: Class 2 contains 1744 members Entering Unmasked Estep Score: -659388.875000 Penalty: 4241.590820 Iteration 45Q: 3 clusters Score -659388.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -659388.625000 Penalty: 4241.590820 Iteration 46Q: 3 clusters Score -659388.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -659389.250000 Penalty: 4241.590820 Iteration 47Q: 3 clusters Score -659389.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3430 members Mstep: Class 2 contains 1745 members Entering Unmasked Estep Score: -659390.312500 Penalty: 4241.590820 Iteration 48Q: 3 clusters Score -659390.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -659389.687500 Penalty: 4241.590820 Iteration 49Q: 3 clusters Score -659389.7 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3428 members Mstep: Class 2 contains 1747 members Entering Unmasked Estep Score: -659389.687500 Penalty: 4241.590820 Iteration 50F: 3 clusters Score -659389.7 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (506 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 506 members Entering Unmasked Estep Score: -55890.417969 Penalty: 1544.181152 Iteration 0F: 2 clusters Score -55890.42 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -54380.300781 Penalty: 3088.362305 Iteration 0F: 3 clusters Score -54380.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -54603.703125 Penalty: 3088.362305 Iteration 1F: 3 clusters Score -54603.7 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 213 members Entering Unmasked Estep Score: -54734.238281 Penalty: 3088.362305 Iteration 2F: 3 clusters Score -54734.24 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 305 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -54830.488281 Penalty: 3088.362305 Iteration 3F: 3 clusters Score -54830.49 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -54893.507812 Penalty: 3088.362305 Iteration 4Q: 3 clusters Score -54893.51 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -54948.371094 Penalty: 3088.362305 Iteration 5Q: 3 clusters Score -54948.37 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 310 members Mstep: Class 2 contains 196 members Entering Unmasked Estep Score: -54998.429688 Penalty: 3088.362305 Iteration 6Q: 3 clusters Score -54998.43 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 311 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -55076.996094 Penalty: 3088.362305 Iteration 7Q: 3 clusters Score -55077 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -55209.343750 Penalty: 3088.362305 Iteration 8Q: 3 clusters Score -55209.34 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -55250.402344 Penalty: 3088.362305 Iteration 9Q: 3 clusters Score -55250.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 215 members Entering Unmasked Estep Score: -55302.695312 Penalty: 3088.362305 Iteration 10Q: 3 clusters Score -55302.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 279 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -55451.808594 Penalty: 3088.362305 Iteration 11Q: 3 clusters Score -55451.81 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -55586.722656 Penalty: 3088.362305 Iteration 12Q: 3 clusters Score -55586.72 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -55618.949219 Penalty: 3088.362305 Iteration 13Q: 3 clusters Score -55618.95 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -55633.167969 Penalty: 3088.362305 Iteration 14Q: 3 clusters Score -55633.17 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -55638.429688 Penalty: 3088.362305 Iteration 15Q: 3 clusters Score -55638.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -55642.351562 Penalty: 3088.362305 Iteration 16Q: 3 clusters Score -55642.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -55644.023438 Penalty: 3088.362305 Iteration 17Q: 3 clusters Score -55644.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -55648.691406 Penalty: 3088.362305 Iteration 18Q: 3 clusters Score -55648.69 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -55651.105469 Penalty: 3088.362305 Iteration 19F: 3 clusters Score -55651.11 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -55660.562500 Penalty: 3088.362305 Iteration 20F: 3 clusters Score -55660.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 235 members Entering Unmasked Estep Score: -55664.355469 Penalty: 3088.362305 Iteration 21Q: 3 clusters Score -55664.36 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -55677.507812 Penalty: 3088.362305 Iteration 22Q: 3 clusters Score -55677.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -55684.976562 Penalty: 3088.362305 Iteration 23Q: 3 clusters Score -55684.98 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -55692.558594 Penalty: 3088.362305 Iteration 24Q: 3 clusters Score -55692.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -55693.457031 Penalty: 3088.362305 Iteration 25Q: 3 clusters Score -55693.46 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 231 members Entering Unmasked Estep Score: -55693.457031 Penalty: 3088.362305 Iteration 26F: 3 clusters Score -55693.46 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (394 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 394 members Entering Unmasked Estep Score: -43656.066406 Penalty: 1482.135010 Iteration 0F: 2 clusters Score -43656.07 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 178 members Entering Unmasked Estep Score: -42242.484375 Penalty: 2964.270020 Iteration 0F: 3 clusters Score -42242.48 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -42393.480469 Penalty: 2964.270020 Iteration 1F: 3 clusters Score -42393.48 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 171 members Entering Unmasked Estep Score: -42454.261719 Penalty: 2964.270020 Iteration 2Q: 3 clusters Score -42454.26 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -42494.308594 Penalty: 2964.270020 Iteration 3Q: 3 clusters Score -42494.31 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -42545.621094 Penalty: 2964.270020 Iteration 4Q: 3 clusters Score -42545.62 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -42585.816406 Penalty: 2964.270020 Iteration 5Q: 3 clusters Score -42585.82 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -42632.492188 Penalty: 2964.270020 Iteration 6Q: 3 clusters Score -42632.49 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -42651.996094 Penalty: 2964.270020 Iteration 7Q: 3 clusters Score -42652 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -42663.058594 Penalty: 2964.270020 Iteration 8Q: 3 clusters Score -42663.06 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -42671.335938 Penalty: 2964.270020 Iteration 9Q: 3 clusters Score -42671.34 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -42684.855469 Penalty: 2964.270020 Iteration 10Q: 3 clusters Score -42684.86 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -42705.281250 Penalty: 2964.270020 Iteration 11Q: 3 clusters Score -42705.28 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 238 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -42723.613281 Penalty: 2964.270020 Iteration 12Q: 3 clusters Score -42723.61 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -42745.449219 Penalty: 2964.270020 Iteration 13Q: 3 clusters Score -42745.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -42780.691406 Penalty: 2964.270020 Iteration 14Q: 3 clusters Score -42780.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -42796.687500 Penalty: 2964.270020 Iteration 15Q: 3 clusters Score -42796.69 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -42812.910156 Penalty: 2964.270020 Iteration 16Q: 3 clusters Score -42812.91 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 240 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -42836.414062 Penalty: 2964.270020 Iteration 17Q: 3 clusters Score -42836.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -42849.558594 Penalty: 2964.270020 Iteration 18Q: 3 clusters Score -42849.56 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 153 members Entering Unmasked Estep Score: -42889.484375 Penalty: 2964.270020 Iteration 19Q: 3 clusters Score -42889.48 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -42944.781250 Penalty: 2964.270020 Iteration 20F: 3 clusters Score -42944.78 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 237 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -43017.460938 Penalty: 2964.270020 Iteration 21Q: 3 clusters Score -43017.46 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 164 members Entering Unmasked Estep Score: -43156.171875 Penalty: 2964.270020 Iteration 22Q: 3 clusters Score -43156.17 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 175 members Entering Unmasked Estep Score: -43303.546875 Penalty: 2964.270020 Iteration 23Q: 3 clusters Score -43303.55 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 182 members Entering Unmasked Estep Score: -43452.363281 Penalty: 2964.270020 Iteration 24Q: 3 clusters Score -43452.36 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -43641.507812 Penalty: 2964.270020 Iteration 25Q: 3 clusters Score -43641.51 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -43744.875000 Penalty: 2964.270020 Iteration 26Q: 3 clusters Score -43744.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -43748.515625 Penalty: 2964.270020 Iteration 27Q: 3 clusters Score -43748.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -43748.515625 Penalty: 2964.270020 Iteration 28F: 3 clusters Score -43748.52 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 40737 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3681 members Mstep: Class 8 contains 24877 members Mstep: Class 9 contains 20525 members Mstep: Class 10 contains 5175 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 205 members Mstep: Class 13 contains 22253 members Mstep: Class 14 contains 19748 members Mstep: Class 15 contains 2734 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8275 members Mstep: Class 18 contains 75366 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7175 members Mstep: Class 22 contains 200875 members Mstep: Class 23 contains 4752 members Mstep: Class 24 contains 326 members Mstep: Class 25 contains 189 members Entering Unmasked Estep Score: -55709764.000000 Penalty: 80642.781250 Splitting cluster 12 changes total score from -55711396.000000 to -55709764.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 13 (22253 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22253 members Entering Unmasked Estep Score: -2754474.500000 Penalty: 2482.537598 Iteration 0F: 2 clusters Score -2754474 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11179 members Mstep: Class 2 contains 11074 members Entering Unmasked Estep Score: -2738811.750000 Penalty: 4965.075195 Iteration 0F: 3 clusters Score -2738812 nChanged 9947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11618 members Mstep: Class 2 contains 10635 members Entering Unmasked Estep Score: -2744323.000000 Penalty: 4965.075195 Iteration 1F: 3 clusters Score -2744323 nChanged 1212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12022 members Mstep: Class 2 contains 10231 members Entering Unmasked Estep Score: -2744935.250000 Penalty: 4965.075195 Iteration 2F: 3 clusters Score -2744935 nChanged 1251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12575 members Mstep: Class 2 contains 9678 members Entering Unmasked Estep Score: -2745767.500000 Penalty: 4965.075195 Iteration 3F: 3 clusters Score -2745768 nChanged 1498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13411 members Mstep: Class 2 contains 8842 members Entering Unmasked Estep Score: -2746967.750000 Penalty: 4965.075195 Iteration 4F: 3 clusters Score -2746968 nChanged 1796 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14527 members Mstep: Class 2 contains 7726 members Entering Unmasked Estep Score: -2748490.750000 Penalty: 4965.075195 Iteration 5F: 3 clusters Score -2748491 nChanged 1851 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15828 members Mstep: Class 2 contains 6425 members Entering Unmasked Estep Score: -2750005.750000 Penalty: 4965.075195 Iteration 6F: 3 clusters Score -2750006 nChanged 1559 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17035 members Mstep: Class 2 contains 5218 members Entering Unmasked Estep Score: -2751220.500000 Penalty: 4965.075195 Iteration 7F: 3 clusters Score -2751220 nChanged 1152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17981 members Mstep: Class 2 contains 4272 members Entering Unmasked Estep Score: -2752027.750000 Penalty: 4965.075195 Iteration 8F: 3 clusters Score -2752028 nChanged 770 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18657 members Mstep: Class 2 contains 3596 members Entering Unmasked Estep Score: -2752520.500000 Penalty: 4965.075195 Iteration 9Q: 3 clusters Score -2752520 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19169 members Mstep: Class 2 contains 3084 members Entering Unmasked Estep Score: -2752835.250000 Penalty: 4965.075195 Iteration 10Q: 3 clusters Score -2752835 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19548 members Mstep: Class 2 contains 2705 members Entering Unmasked Estep Score: -2753082.000000 Penalty: 4965.075195 Iteration 11Q: 3 clusters Score -2753082 nChanged 334 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19878 members Mstep: Class 2 contains 2375 members Entering Unmasked Estep Score: -2753302.250000 Penalty: 4965.075195 Iteration 12Q: 3 clusters Score -2753302 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20132 members Mstep: Class 2 contains 2121 members Entering Unmasked Estep Score: -2753486.750000 Penalty: 4965.075195 Iteration 13Q: 3 clusters Score -2753487 nChanged 223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20349 members Mstep: Class 2 contains 1904 members Entering Unmasked Estep Score: -2753700.500000 Penalty: 4965.075195 Iteration 14Q: 3 clusters Score -2753700 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20511 members Mstep: Class 2 contains 1742 members Entering Unmasked Estep Score: -2753809.000000 Penalty: 4965.075195 Iteration 15Q: 3 clusters Score -2753809 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20620 members Mstep: Class 2 contains 1633 members Entering Unmasked Estep Score: -2753877.250000 Penalty: 4965.075195 Iteration 16Q: 3 clusters Score -2753877 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20689 members Mstep: Class 2 contains 1564 members Entering Unmasked Estep Score: -2753906.000000 Penalty: 4965.075195 Iteration 17Q: 3 clusters Score -2753906 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20747 members Mstep: Class 2 contains 1506 members Entering Unmasked Estep Score: -2753931.250000 Penalty: 4965.075195 Iteration 18Q: 3 clusters Score -2753931 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20784 members Mstep: Class 2 contains 1469 members Entering Unmasked Estep Score: -2753940.250000 Penalty: 4965.075195 Iteration 19Q: 3 clusters Score -2753940 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20820 members Mstep: Class 2 contains 1433 members Entering Unmasked Estep Score: -2753951.000000 Penalty: 4965.075195 Iteration 20F: 3 clusters Score -2753951 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20842 members Mstep: Class 2 contains 1411 members Entering Unmasked Estep Score: -2753949.000000 Penalty: 4965.075195 Iteration 21Q: 3 clusters Score -2753949 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20864 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -2753958.750000 Penalty: 4965.075195 Iteration 22Q: 3 clusters Score -2753959 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20886 members Mstep: Class 2 contains 1367 members Entering Unmasked Estep Score: -2753970.000000 Penalty: 4965.075195 Iteration 23Q: 3 clusters Score -2753970 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20900 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -2753976.250000 Penalty: 4965.075195 Iteration 24Q: 3 clusters Score -2753976 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20909 members Mstep: Class 2 contains 1344 members Entering Unmasked Estep Score: -2753981.250000 Penalty: 4965.075195 Iteration 25Q: 3 clusters Score -2753981 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20912 members Mstep: Class 2 contains 1341 members Entering Unmasked Estep Score: -2753984.000000 Penalty: 4965.075195 Iteration 26Q: 3 clusters Score -2753984 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20914 members Mstep: Class 2 contains 1339 members Entering Unmasked Estep Score: -2753983.250000 Penalty: 4965.075195 Iteration 27Q: 3 clusters Score -2753983 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20916 members Mstep: Class 2 contains 1337 members Entering Unmasked Estep Score: -2753982.250000 Penalty: 4965.075195 Iteration 28Q: 3 clusters Score -2753982 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20918 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -2753982.750000 Penalty: 4965.075195 Iteration 29Q: 3 clusters Score -2753983 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20920 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -2753985.250000 Penalty: 4965.075195 Iteration 30Q: 3 clusters Score -2753985 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20923 members Mstep: Class 2 contains 1330 members Entering Unmasked Estep Score: -2753986.750000 Penalty: 4965.075195 Iteration 31Q: 3 clusters Score -2753987 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20925 members Mstep: Class 2 contains 1328 members Entering Unmasked Estep Score: -2753985.750000 Penalty: 4965.075195 Iteration 32Q: 3 clusters Score -2753986 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20926 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -2753986.500000 Penalty: 4965.075195 Iteration 33Q: 3 clusters Score -2753986 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20927 members Mstep: Class 2 contains 1326 members Entering Unmasked Estep Score: -2753986.500000 Penalty: 4965.075195 Iteration 34Q: 3 clusters Score -2753986 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20928 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -2753987.750000 Penalty: 4965.075195 Iteration 35Q: 3 clusters Score -2753988 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20929 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -2753989.000000 Penalty: 4965.075195 Iteration 36Q: 3 clusters Score -2753989 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20930 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -2753986.250000 Penalty: 4965.075195 Iteration 37Q: 3 clusters Score -2753986 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20930 members Mstep: Class 2 contains 1323 members Entering Unmasked Estep Score: -2753986.250000 Penalty: 4965.075195 Iteration 38F: 3 clusters Score -2753986 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (19748 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19748 members Entering Unmasked Estep Score: -2553951.750000 Penalty: 2452.920166 Iteration 0F: 2 clusters Score -2553952 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9800 members Mstep: Class 2 contains 9948 members Entering Unmasked Estep Score: -2539998.250000 Penalty: 4905.840332 Iteration 0F: 3 clusters Score -2539998 nChanged 8691 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9343 members Mstep: Class 2 contains 10405 members Entering Unmasked Estep Score: -2544750.000000 Penalty: 4905.840332 Iteration 1F: 3 clusters Score -2544750 nChanged 1137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9044 members Mstep: Class 2 contains 10704 members Entering Unmasked Estep Score: -2545169.000000 Penalty: 4905.840332 Iteration 2F: 3 clusters Score -2545169 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8675 members Mstep: Class 2 contains 11073 members Entering Unmasked Estep Score: -2545511.750000 Penalty: 4905.840332 Iteration 3Q: 3 clusters Score -2545512 nChanged 848 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8165 members Mstep: Class 2 contains 11583 members Entering Unmasked Estep Score: -2545865.500000 Penalty: 4905.840332 Iteration 4Q: 3 clusters Score -2545866 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7509 members Mstep: Class 2 contains 12239 members Entering Unmasked Estep Score: -2546275.500000 Penalty: 4905.840332 Iteration 5Q: 3 clusters Score -2546276 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6707 members Mstep: Class 2 contains 13041 members Entering Unmasked Estep Score: -2546782.250000 Penalty: 4905.840332 Iteration 6Q: 3 clusters Score -2546782 nChanged 1080 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5735 members Mstep: Class 2 contains 14013 members Entering Unmasked Estep Score: -2547427.500000 Penalty: 4905.840332 Iteration 7F: 3 clusters Score -2547428 nChanged 1135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 15094 members Entering Unmasked Estep Score: -2548212.500000 Penalty: 4905.840332 Iteration 8F: 3 clusters Score -2548212 nChanged 1109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3577 members Mstep: Class 2 contains 16171 members Entering Unmasked Estep Score: -2549065.000000 Penalty: 4905.840332 Iteration 9F: 3 clusters Score -2549065 nChanged 1010 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2579 members Mstep: Class 2 contains 17169 members Entering Unmasked Estep Score: -2549946.000000 Penalty: 4905.840332 Iteration 10F: 3 clusters Score -2549946 nChanged 793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1810 members Mstep: Class 2 contains 17938 members Entering Unmasked Estep Score: -2550618.250000 Penalty: 4905.840332 Iteration 11Q: 3 clusters Score -2550618 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 18468 members Entering Unmasked Estep Score: -2551076.500000 Penalty: 4905.840332 Iteration 12Q: 3 clusters Score -2551076 nChanged 327 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 969 members Mstep: Class 2 contains 18779 members Entering Unmasked Estep Score: -2551335.500000 Penalty: 4905.840332 Iteration 13Q: 3 clusters Score -2551336 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 778 members Mstep: Class 2 contains 18970 members Entering Unmasked Estep Score: -2551518.250000 Penalty: 4905.840332 Iteration 14Q: 3 clusters Score -2551518 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 679 members Mstep: Class 2 contains 19069 members Entering Unmasked Estep Score: -2551612.500000 Penalty: 4905.840332 Iteration 15Q: 3 clusters Score -2551612 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 19127 members Entering Unmasked Estep Score: -2551669.500000 Penalty: 4905.840332 Iteration 16Q: 3 clusters Score -2551670 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 19169 members Entering Unmasked Estep Score: -2551724.000000 Penalty: 4905.840332 Iteration 17Q: 3 clusters Score -2551724 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 19200 members Entering Unmasked Estep Score: -2551760.000000 Penalty: 4905.840332 Iteration 18Q: 3 clusters Score -2551760 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 528 members Mstep: Class 2 contains 19220 members Entering Unmasked Estep Score: -2551783.000000 Penalty: 4905.840332 Iteration 19Q: 3 clusters Score -2551783 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 19225 members Entering Unmasked Estep Score: -2551797.250000 Penalty: 4905.840332 Iteration 20F: 3 clusters Score -2551797 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 512 members Mstep: Class 2 contains 19236 members Entering Unmasked Estep Score: -2551812.000000 Penalty: 4905.840332 Iteration 21Q: 3 clusters Score -2551812 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 508 members Mstep: Class 2 contains 19240 members Entering Unmasked Estep Score: -2551829.250000 Penalty: 4905.840332 Iteration 22Q: 3 clusters Score -2551829 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 493 members Mstep: Class 2 contains 19255 members Entering Unmasked Estep Score: -2551841.250000 Penalty: 4905.840332 Iteration 23Q: 3 clusters Score -2551841 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 483 members Mstep: Class 2 contains 19265 members Entering Unmasked Estep Score: -2551848.500000 Penalty: 4905.840332 Iteration 24Q: 3 clusters Score -2551848 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 481 members Mstep: Class 2 contains 19267 members Entering Unmasked Estep Score: -2551855.000000 Penalty: 4905.840332 Iteration 25Q: 3 clusters Score -2551855 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 478 members Mstep: Class 2 contains 19270 members Entering Unmasked Estep Score: -2551862.500000 Penalty: 4905.840332 Iteration 26Q: 3 clusters Score -2551862 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 19272 members Entering Unmasked Estep Score: -2551863.250000 Penalty: 4905.840332 Iteration 27Q: 3 clusters Score -2551863 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 476 members Mstep: Class 2 contains 19272 members Entering Unmasked Estep Score: -2551867.250000 Penalty: 4905.840332 Iteration 28Q: 3 clusters Score -2551867 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 19274 members Entering Unmasked Estep Score: -2551870.750000 Penalty: 4905.840332 Iteration 29Q: 3 clusters Score -2551871 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 474 members Mstep: Class 2 contains 19274 members Entering Unmasked Estep Score: -2551869.500000 Penalty: 4905.840332 Iteration 30Q: 3 clusters Score -2551870 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 19275 members Entering Unmasked Estep Score: -2551867.750000 Penalty: 4905.840332 Iteration 31Q: 3 clusters Score -2551868 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 473 members Mstep: Class 2 contains 19275 members Entering Unmasked Estep Score: -2551867.750000 Penalty: 4905.840332 Iteration 32F: 3 clusters Score -2551868 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2734 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Entering Unmasked Estep Score: -351381.750000 Penalty: 1962.553223 Iteration 0F: 2 clusters Score -351381.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1380 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -348250.437500 Penalty: 3925.106445 Iteration 0F: 3 clusters Score -348250.4 nChanged 938 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1332 members Entering Unmasked Estep Score: -348826.218750 Penalty: 3925.106445 Iteration 1F: 3 clusters Score -348826.2 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1410 members Mstep: Class 2 contains 1324 members Entering Unmasked Estep Score: -348978.656250 Penalty: 3925.106445 Iteration 2F: 3 clusters Score -348978.7 nChanged 121 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1423 members Mstep: Class 2 contains 1311 members Entering Unmasked Estep Score: -349060.062500 Penalty: 3925.106445 Iteration 3Q: 3 clusters Score -349060.1 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1431 members Mstep: Class 2 contains 1303 members Entering Unmasked Estep Score: -349107.406250 Penalty: 3925.106445 Iteration 4Q: 3 clusters Score -349107.4 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1448 members Mstep: Class 2 contains 1286 members Entering Unmasked Estep Score: -349137.281250 Penalty: 3925.106445 Iteration 5Q: 3 clusters Score -349137.3 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1453 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -349161.625000 Penalty: 3925.106445 Iteration 6Q: 3 clusters Score -349161.6 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1469 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -349181.281250 Penalty: 3925.106445 Iteration 7Q: 3 clusters Score -349181.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 1247 members Entering Unmasked Estep Score: -349204.531250 Penalty: 3925.106445 Iteration 8Q: 3 clusters Score -349204.5 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1220 members Entering Unmasked Estep Score: -349229.687500 Penalty: 3925.106445 Iteration 9Q: 3 clusters Score -349229.7 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1542 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -349257.281250 Penalty: 3925.106445 Iteration 10Q: 3 clusters Score -349257.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1567 members Mstep: Class 2 contains 1167 members Entering Unmasked Estep Score: -349282.218750 Penalty: 3925.106445 Iteration 11Q: 3 clusters Score -349282.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1594 members Mstep: Class 2 contains 1140 members Entering Unmasked Estep Score: -349312.968750 Penalty: 3925.106445 Iteration 12Q: 3 clusters Score -349313 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1630 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -349338.187500 Penalty: 3925.106445 Iteration 13Q: 3 clusters Score -349338.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1659 members Mstep: Class 2 contains 1075 members Entering Unmasked Estep Score: -349365.250000 Penalty: 3925.106445 Iteration 14Q: 3 clusters Score -349365.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1682 members Mstep: Class 2 contains 1052 members Entering Unmasked Estep Score: -349393.000000 Penalty: 3925.106445 Iteration 15Q: 3 clusters Score -349393 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 1026 members Entering Unmasked Estep Score: -349423.125000 Penalty: 3925.106445 Iteration 16Q: 3 clusters Score -349423.1 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1727 members Mstep: Class 2 contains 1007 members Entering Unmasked Estep Score: -349450.312500 Penalty: 3925.106445 Iteration 17Q: 3 clusters Score -349450.3 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1755 members Mstep: Class 2 contains 979 members Entering Unmasked Estep Score: -349480.343750 Penalty: 3925.106445 Iteration 18Q: 3 clusters Score -349480.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1779 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -349505.531250 Penalty: 3925.106445 Iteration 19Q: 3 clusters Score -349505.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 929 members Entering Unmasked Estep Score: -349544.312500 Penalty: 3925.106445 Iteration 20F: 3 clusters Score -349544.3 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1823 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -349586.281250 Penalty: 3925.106445 Iteration 21Q: 3 clusters Score -349586.3 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1853 members Mstep: Class 2 contains 881 members Entering Unmasked Estep Score: -349631.937500 Penalty: 3925.106445 Iteration 22Q: 3 clusters Score -349631.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1881 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -349673.781250 Penalty: 3925.106445 Iteration 23Q: 3 clusters Score -349673.8 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 829 members Entering Unmasked Estep Score: -349711.937500 Penalty: 3925.106445 Iteration 24Q: 3 clusters Score -349711.9 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1925 members Mstep: Class 2 contains 809 members Entering Unmasked Estep Score: -349734.625000 Penalty: 3925.106445 Iteration 25Q: 3 clusters Score -349734.6 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1933 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -349750.062500 Penalty: 3925.106445 Iteration 26Q: 3 clusters Score -349750.1 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 791 members Entering Unmasked Estep Score: -349762.500000 Penalty: 3925.106445 Iteration 27Q: 3 clusters Score -349762.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1958 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -349781.906250 Penalty: 3925.106445 Iteration 28Q: 3 clusters Score -349781.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1976 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -349803.500000 Penalty: 3925.106445 Iteration 29Q: 3 clusters Score -349803.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -349819.656250 Penalty: 3925.106445 Iteration 30Q: 3 clusters Score -349819.7 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 725 members Entering Unmasked Estep Score: -349831.343750 Penalty: 3925.106445 Iteration 31Q: 3 clusters Score -349831.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 712 members Entering Unmasked Estep Score: -349843.968750 Penalty: 3925.106445 Iteration 32Q: 3 clusters Score -349844 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2031 members Mstep: Class 2 contains 703 members Entering Unmasked Estep Score: -349858.500000 Penalty: 3925.106445 Iteration 33Q: 3 clusters Score -349858.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2038 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -349863.406250 Penalty: 3925.106445 Iteration 34Q: 3 clusters Score -349863.4 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2043 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -349869.000000 Penalty: 3925.106445 Iteration 35Q: 3 clusters Score -349869 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -349875.218750 Penalty: 3925.106445 Iteration 36Q: 3 clusters Score -349875.2 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2048 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -349883.406250 Penalty: 3925.106445 Iteration 37Q: 3 clusters Score -349883.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2051 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -349885.406250 Penalty: 3925.106445 Iteration 38Q: 3 clusters Score -349885.4 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2053 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -349887.468750 Penalty: 3925.106445 Iteration 39Q: 3 clusters Score -349887.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2055 members Mstep: Class 2 contains 679 members Entering Unmasked Estep Score: -349888.000000 Penalty: 3925.106445 Iteration 40F: 3 clusters Score -349888 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (220 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Entering Unmasked Estep Score: -25511.089844 Penalty: 1337.619629 Iteration 0F: 2 clusters Score -25511.09 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 114 members Entering Unmasked Estep Score: -24349.087891 Penalty: 2675.239258 Iteration 0F: 3 clusters Score -24349.09 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -24436.203125 Penalty: 2675.239258 Iteration 1F: 3 clusters Score -24436.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -24465.496094 Penalty: 2675.239258 Iteration 2Q: 3 clusters Score -24465.5 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -24465.496094 Penalty: 2675.239258 Iteration 3F: 3 clusters Score -24465.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8275 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8275 members Entering Unmasked Estep Score: -1069841.000000 Penalty: 2237.206543 Iteration 0F: 2 clusters Score -1069841 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4207 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -1063337.125000 Penalty: 4474.413086 Iteration 0F: 3 clusters Score -1063337 nChanged 3332 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4405 members Mstep: Class 2 contains 3870 members Entering Unmasked Estep Score: -1065082.250000 Penalty: 4474.413086 Iteration 1F: 3 clusters Score -1065082 nChanged 546 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4537 members Mstep: Class 2 contains 3738 members Entering Unmasked Estep Score: -1065351.375000 Penalty: 4474.413086 Iteration 2F: 3 clusters Score -1065351 nChanged 405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4674 members Mstep: Class 2 contains 3601 members Entering Unmasked Estep Score: -1065528.375000 Penalty: 4474.413086 Iteration 3Q: 3 clusters Score -1065528 nChanged 323 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4837 members Mstep: Class 2 contains 3438 members Entering Unmasked Estep Score: -1065659.500000 Penalty: 4474.413086 Iteration 4Q: 3 clusters Score -1065660 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5009 members Mstep: Class 2 contains 3266 members Entering Unmasked Estep Score: -1065781.125000 Penalty: 4474.413086 Iteration 5Q: 3 clusters Score -1065781 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5190 members Mstep: Class 2 contains 3085 members Entering Unmasked Estep Score: -1065902.625000 Penalty: 4474.413086 Iteration 6Q: 3 clusters Score -1065903 nChanged 256 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5394 members Mstep: Class 2 contains 2881 members Entering Unmasked Estep Score: -1066023.125000 Penalty: 4474.413086 Iteration 7Q: 3 clusters Score -1066023 nChanged 269 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5637 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -1066174.125000 Penalty: 4474.413086 Iteration 8Q: 3 clusters Score -1066174 nChanged 283 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5894 members Mstep: Class 2 contains 2381 members Entering Unmasked Estep Score: -1066349.125000 Penalty: 4474.413086 Iteration 9Q: 3 clusters Score -1066349 nChanged 302 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6174 members Mstep: Class 2 contains 2101 members Entering Unmasked Estep Score: -1066538.000000 Penalty: 4474.413086 Iteration 10Q: 3 clusters Score -1066538 nChanged 313 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6463 members Mstep: Class 2 contains 1812 members Entering Unmasked Estep Score: -1066742.000000 Penalty: 4474.413086 Iteration 11Q: 3 clusters Score -1066742 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6721 members Mstep: Class 2 contains 1554 members Entering Unmasked Estep Score: -1066911.375000 Penalty: 4474.413086 Iteration 12Q: 3 clusters Score -1066911 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6958 members Mstep: Class 2 contains 1317 members Entering Unmasked Estep Score: -1067086.500000 Penalty: 4474.413086 Iteration 13Q: 3 clusters Score -1067086 nChanged 235 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7175 members Mstep: Class 2 contains 1100 members Entering Unmasked Estep Score: -1067250.250000 Penalty: 4474.413086 Iteration 14Q: 3 clusters Score -1067250 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7361 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -1067387.250000 Penalty: 4474.413086 Iteration 15Q: 3 clusters Score -1067387 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7517 members Mstep: Class 2 contains 758 members Entering Unmasked Estep Score: -1067510.125000 Penalty: 4474.413086 Iteration 16Q: 3 clusters Score -1067510 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7638 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -1067607.375000 Penalty: 4474.413086 Iteration 17Q: 3 clusters Score -1067607 nChanged 91 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7723 members Mstep: Class 2 contains 552 members Entering Unmasked Estep Score: -1067684.000000 Penalty: 4474.413086 Iteration 18Q: 3 clusters Score -1067684 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7782 members Mstep: Class 2 contains 493 members Entering Unmasked Estep Score: -1067737.250000 Penalty: 4474.413086 Iteration 19Q: 3 clusters Score -1067737 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7826 members Mstep: Class 2 contains 449 members Entering Unmasked Estep Score: -1067783.250000 Penalty: 4474.413086 Iteration 20F: 3 clusters Score -1067783 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7871 members Mstep: Class 2 contains 404 members Entering Unmasked Estep Score: -1067844.625000 Penalty: 4474.413086 Iteration 21Q: 3 clusters Score -1067845 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7903 members Mstep: Class 2 contains 372 members Entering Unmasked Estep Score: -1067888.375000 Penalty: 4474.413086 Iteration 22Q: 3 clusters Score -1067888 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7925 members Mstep: Class 2 contains 350 members Entering Unmasked Estep Score: -1067909.625000 Penalty: 4474.413086 Iteration 23Q: 3 clusters Score -1067910 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7937 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -1067929.000000 Penalty: 4474.413086 Iteration 24Q: 3 clusters Score -1067929 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7952 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -1067947.000000 Penalty: 4474.413086 Iteration 25Q: 3 clusters Score -1067947 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7967 members Mstep: Class 2 contains 308 members Entering Unmasked Estep Score: -1067966.750000 Penalty: 4474.413086 Iteration 26Q: 3 clusters Score -1067967 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7974 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -1067978.125000 Penalty: 4474.413086 Iteration 27Q: 3 clusters Score -1067978 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7977 members Mstep: Class 2 contains 298 members Entering Unmasked Estep Score: -1067984.750000 Penalty: 4474.413086 Iteration 28Q: 3 clusters Score -1067985 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7980 members Mstep: Class 2 contains 295 members Entering Unmasked Estep Score: -1067988.000000 Penalty: 4474.413086 Iteration 29Q: 3 clusters Score -1067988 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7982 members Mstep: Class 2 contains 293 members Entering Unmasked Estep Score: -1067991.625000 Penalty: 4474.413086 Iteration 30Q: 3 clusters Score -1067992 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7985 members Mstep: Class 2 contains 290 members Entering Unmasked Estep Score: -1067993.500000 Penalty: 4474.413086 Iteration 31Q: 3 clusters Score -1067994 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7984 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -1067995.875000 Penalty: 4474.413086 Iteration 32Q: 3 clusters Score -1067996 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7983 members Mstep: Class 2 contains 292 members Entering Unmasked Estep Score: -1067994.750000 Penalty: 4474.413086 Iteration 33Q: 3 clusters Score -1067995 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7984 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -1067996.125000 Penalty: 4474.413086 Iteration 34Q: 3 clusters Score -1067996 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7984 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -1067996.125000 Penalty: 4474.413086 Iteration 35F: 3 clusters Score -1067996 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (75366 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 75366 members Entering Unmasked Estep Score: -9657968.000000 Penalty: 2785.067627 Iteration 0F: 2 clusters Score -9657968 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37688 members Mstep: Class 2 contains 37678 members Entering Unmasked Estep Score: -9607588.000000 Penalty: 5570.135254 Iteration 0F: 3 clusters Score -9607588 nChanged 35274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 37990 members Mstep: Class 2 contains 37376 members Entering Unmasked Estep Score: -9627484.000000 Penalty: 5570.135254 Iteration 1F: 3 clusters Score -9627484 nChanged 2632 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38144 members Mstep: Class 2 contains 37222 members Entering Unmasked Estep Score: -9627978.000000 Penalty: 5570.135254 Iteration 2Q: 3 clusters Score -9627978 nChanged 2345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38387 members Mstep: Class 2 contains 36979 members Entering Unmasked Estep Score: -9628511.000000 Penalty: 5570.135254 Iteration 3Q: 3 clusters Score -9628511 nChanged 2243 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 38718 members Mstep: Class 2 contains 36648 members Entering Unmasked Estep Score: -9628965.000000 Penalty: 5570.135254 Iteration 4Q: 3 clusters Score -9628965 nChanged 2116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39110 members Mstep: Class 2 contains 36256 members Entering Unmasked Estep Score: -9629516.000000 Penalty: 5570.135254 Iteration 5Q: 3 clusters Score -9629516 nChanged 2163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 39693 members Mstep: Class 2 contains 35673 members Entering Unmasked Estep Score: -9630088.000000 Penalty: 5570.135254 Iteration 6Q: 3 clusters Score -9630088 nChanged 2380 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40551 members Mstep: Class 2 contains 34815 members Entering Unmasked Estep Score: -9630789.000000 Penalty: 5570.135254 Iteration 7Q: 3 clusters Score -9630789 nChanged 2824 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 41705 members Mstep: Class 2 contains 33661 members Entering Unmasked Estep Score: -9631847.000000 Penalty: 5570.135254 Iteration 8Q: 3 clusters Score -9631847 nChanged 3286 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 43357 members Mstep: Class 2 contains 32009 members Entering Unmasked Estep Score: -9633356.000000 Penalty: 5570.135254 Iteration 9Q: 3 clusters Score -9633356 nChanged 4227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 45650 members Mstep: Class 2 contains 29716 members Entering Unmasked Estep Score: -9636065.000000 Penalty: 5570.135254 Iteration 10F: 3 clusters Score -9636065 nChanged 5140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 48566 members Mstep: Class 2 contains 26800 members Entering Unmasked Estep Score: -9640368.000000 Penalty: 5570.135254 Iteration 11F: 3 clusters Score -9640368 nChanged 5585 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 51341 members Mstep: Class 2 contains 24025 members Entering Unmasked Estep Score: -9646333.000000 Penalty: 5570.135254 Iteration 12F: 3 clusters Score -9646333 nChanged 5149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53036 members Mstep: Class 2 contains 22330 members Entering Unmasked Estep Score: -9652686.000000 Penalty: 5570.135254 Iteration 13F: 3 clusters Score -9652686 nChanged 3858 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53664 members Mstep: Class 2 contains 21702 members Entering Unmasked Estep Score: -9657980.000000 Penalty: 5570.135254 Iteration 14F: 3 clusters Score -9657980 nChanged 2793 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53915 members Mstep: Class 2 contains 21451 members Entering Unmasked Estep Score: -9662136.000000 Penalty: 5570.135254 Iteration 15Q: 3 clusters Score -9662136 nChanged 1828 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53905 members Mstep: Class 2 contains 21461 members Entering Unmasked Estep Score: -9664150.000000 Penalty: 5570.135254 Iteration 16Q: 3 clusters Score -9664150 nChanged 958 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53843 members Mstep: Class 2 contains 21523 members Entering Unmasked Estep Score: -9664592.000000 Penalty: 5570.135254 Iteration 17Q: 3 clusters Score -9664592 nChanged 434 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53759 members Mstep: Class 2 contains 21607 members Entering Unmasked Estep Score: -9664674.000000 Penalty: 5570.135254 Iteration 18Q: 3 clusters Score -9664674 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53696 members Mstep: Class 2 contains 21670 members Entering Unmasked Estep Score: -9664703.000000 Penalty: 5570.135254 Iteration 19Q: 3 clusters Score -9664703 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53658 members Mstep: Class 2 contains 21708 members Entering Unmasked Estep Score: -9664706.000000 Penalty: 5570.135254 Iteration 20F: 3 clusters Score -9664706 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53636 members Mstep: Class 2 contains 21730 members Entering Unmasked Estep Score: -9664704.000000 Penalty: 5570.135254 Iteration 21Q: 3 clusters Score -9664704 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53621 members Mstep: Class 2 contains 21745 members Entering Unmasked Estep Score: -9664707.000000 Penalty: 5570.135254 Iteration 22Q: 3 clusters Score -9664707 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53609 members Mstep: Class 2 contains 21757 members Entering Unmasked Estep Score: -9664712.000000 Penalty: 5570.135254 Iteration 23Q: 3 clusters Score -9664712 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53604 members Mstep: Class 2 contains 21762 members Entering Unmasked Estep Score: -9664719.000000 Penalty: 5570.135254 Iteration 24Q: 3 clusters Score -9664719 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53600 members Mstep: Class 2 contains 21766 members Entering Unmasked Estep Score: -9664716.000000 Penalty: 5570.135254 Iteration 25Q: 3 clusters Score -9664716 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53598 members Mstep: Class 2 contains 21768 members Entering Unmasked Estep Score: -9664722.000000 Penalty: 5570.135254 Iteration 26Q: 3 clusters Score -9664722 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 53598 members Mstep: Class 2 contains 21768 members Entering Unmasked Estep Score: -9664722.000000 Penalty: 5570.135254 Iteration 27F: 3 clusters Score -9664722 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 40737 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3681 members Mstep: Class 8 contains 24877 members Mstep: Class 9 contains 20525 members Mstep: Class 10 contains 5175 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22253 members Mstep: Class 14 contains 19748 members Mstep: Class 15 contains 2734 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8275 members Mstep: Class 18 contains 53598 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 535 members Mstep: Class 21 contains 7175 members Mstep: Class 22 contains 200875 members Mstep: Class 23 contains 4752 members Mstep: Class 24 contains 326 members Mstep: Class 25 contains 21768 members Entering Unmasked Estep Score: -55717532.000000 Penalty: 80642.781250 Splitting cluster 18 changes total score from -55711396.000000 to -55717532.000000 So it's getting split into cluster 25. Entering ConstructFrom: Trying to split cluster 19 (2722 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Entering Unmasked Estep Score: -344265.687500 Penalty: 1961.462280 Iteration 0F: 2 clusters Score -344265.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -341192.406250 Penalty: 3922.924561 Iteration 0F: 3 clusters Score -341192.4 nChanged 903 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 1353 members Entering Unmasked Estep Score: -341764.562500 Penalty: 3922.924561 Iteration 1F: 3 clusters Score -341764.6 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1320 members Entering Unmasked Estep Score: -341904.812500 Penalty: 3922.924561 Iteration 2F: 3 clusters Score -341904.8 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1429 members Mstep: Class 2 contains 1293 members Entering Unmasked Estep Score: -341984.250000 Penalty: 3922.924561 Iteration 3Q: 3 clusters Score -341984.2 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1465 members Mstep: Class 2 contains 1257 members Entering Unmasked Estep Score: -342050.093750 Penalty: 3922.924561 Iteration 4Q: 3 clusters Score -342050.1 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1230 members Entering Unmasked Estep Score: -342099.125000 Penalty: 3922.924561 Iteration 5Q: 3 clusters Score -342099.1 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1514 members Mstep: Class 2 contains 1208 members Entering Unmasked Estep Score: -342138.562500 Penalty: 3922.924561 Iteration 6Q: 3 clusters Score -342138.6 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -342174.968750 Penalty: 3922.924561 Iteration 7Q: 3 clusters Score -342175 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1552 members Mstep: Class 2 contains 1170 members Entering Unmasked Estep Score: -342202.875000 Penalty: 3922.924561 Iteration 8Q: 3 clusters Score -342202.9 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 1156 members Entering Unmasked Estep Score: -342223.687500 Penalty: 3922.924561 Iteration 9Q: 3 clusters Score -342223.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1574 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -342240.906250 Penalty: 3922.924561 Iteration 10Q: 3 clusters Score -342240.9 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1587 members Mstep: Class 2 contains 1135 members Entering Unmasked Estep Score: -342258.312500 Penalty: 3922.924561 Iteration 11Q: 3 clusters Score -342258.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 1117 members Entering Unmasked Estep Score: -342270.343750 Penalty: 3922.924561 Iteration 12Q: 3 clusters Score -342270.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1618 members Mstep: Class 2 contains 1104 members Entering Unmasked Estep Score: -342278.281250 Penalty: 3922.924561 Iteration 13Q: 3 clusters Score -342278.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1629 members Mstep: Class 2 contains 1093 members Entering Unmasked Estep Score: -342284.812500 Penalty: 3922.924561 Iteration 14Q: 3 clusters Score -342284.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1640 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -342293.218750 Penalty: 3922.924561 Iteration 15Q: 3 clusters Score -342293.2 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 1071 members Entering Unmasked Estep Score: -342303.000000 Penalty: 3922.924561 Iteration 16Q: 3 clusters Score -342303 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1666 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -342310.843750 Penalty: 3922.924561 Iteration 17Q: 3 clusters Score -342310.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1676 members Mstep: Class 2 contains 1046 members Entering Unmasked Estep Score: -342322.906250 Penalty: 3922.924561 Iteration 18Q: 3 clusters Score -342322.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1688 members Mstep: Class 2 contains 1034 members Entering Unmasked Estep Score: -342336.406250 Penalty: 3922.924561 Iteration 19Q: 3 clusters Score -342336.4 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 1017 members Entering Unmasked Estep Score: -342351.531250 Penalty: 3922.924561 Iteration 20F: 3 clusters Score -342351.5 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1710 members Mstep: Class 2 contains 1012 members Entering Unmasked Estep Score: -342361.218750 Penalty: 3922.924561 Iteration 21Q: 3 clusters Score -342361.2 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 1002 members Entering Unmasked Estep Score: -342377.968750 Penalty: 3922.924561 Iteration 22Q: 3 clusters Score -342378 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1730 members Mstep: Class 2 contains 992 members Entering Unmasked Estep Score: -342391.750000 Penalty: 3922.924561 Iteration 23Q: 3 clusters Score -342391.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1742 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -342407.062500 Penalty: 3922.924561 Iteration 24Q: 3 clusters Score -342407.1 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1761 members Mstep: Class 2 contains 961 members Entering Unmasked Estep Score: -342422.000000 Penalty: 3922.924561 Iteration 25Q: 3 clusters Score -342422 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1782 members Mstep: Class 2 contains 940 members Entering Unmasked Estep Score: -342436.875000 Penalty: 3922.924561 Iteration 26Q: 3 clusters Score -342436.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1794 members Mstep: Class 2 contains 928 members Entering Unmasked Estep Score: -342446.000000 Penalty: 3922.924561 Iteration 27Q: 3 clusters Score -342446 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1807 members Mstep: Class 2 contains 915 members Entering Unmasked Estep Score: -342457.187500 Penalty: 3922.924561 Iteration 28Q: 3 clusters Score -342457.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1818 members Mstep: Class 2 contains 904 members Entering Unmasked Estep Score: -342468.343750 Penalty: 3922.924561 Iteration 29Q: 3 clusters Score -342468.3 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 890 members Entering Unmasked Estep Score: -342481.812500 Penalty: 3922.924561 Iteration 30Q: 3 clusters Score -342481.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1854 members Mstep: Class 2 contains 868 members Entering Unmasked Estep Score: -342494.406250 Penalty: 3922.924561 Iteration 31Q: 3 clusters Score -342494.4 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1866 members Mstep: Class 2 contains 856 members Entering Unmasked Estep Score: -342509.656250 Penalty: 3922.924561 Iteration 32Q: 3 clusters Score -342509.7 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1880 members Mstep: Class 2 contains 842 members Entering Unmasked Estep Score: -342525.906250 Penalty: 3922.924561 Iteration 33Q: 3 clusters Score -342525.9 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -342539.187500 Penalty: 3922.924561 Iteration 34Q: 3 clusters Score -342539.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1906 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -342552.375000 Penalty: 3922.924561 Iteration 35Q: 3 clusters Score -342552.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1915 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -342564.093750 Penalty: 3922.924561 Iteration 36Q: 3 clusters Score -342564.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1921 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -342573.281250 Penalty: 3922.924561 Iteration 37Q: 3 clusters Score -342573.3 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 796 members Entering Unmasked Estep Score: -342579.062500 Penalty: 3922.924561 Iteration 38Q: 3 clusters Score -342579.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 790 members Entering Unmasked Estep Score: -342583.562500 Penalty: 3922.924561 Iteration 39Q: 3 clusters Score -342583.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1937 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -342586.781250 Penalty: 3922.924561 Iteration 40F: 3 clusters Score -342586.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1945 members Mstep: Class 2 contains 777 members Entering Unmasked Estep Score: -342593.437500 Penalty: 3922.924561 Iteration 41Q: 3 clusters Score -342593.4 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1957 members Mstep: Class 2 contains 765 members Entering Unmasked Estep Score: -342603.625000 Penalty: 3922.924561 Iteration 42Q: 3 clusters Score -342603.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1968 members Mstep: Class 2 contains 754 members Entering Unmasked Estep Score: -342611.906250 Penalty: 3922.924561 Iteration 43Q: 3 clusters Score -342611.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 749 members Entering Unmasked Estep Score: -342615.468750 Penalty: 3922.924561 Iteration 44Q: 3 clusters Score -342615.5 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 744 members Entering Unmasked Estep Score: -342619.218750 Penalty: 3922.924561 Iteration 45Q: 3 clusters Score -342619.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1985 members Mstep: Class 2 contains 737 members Entering Unmasked Estep Score: -342623.031250 Penalty: 3922.924561 Iteration 46Q: 3 clusters Score -342623 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1993 members Mstep: Class 2 contains 729 members Entering Unmasked Estep Score: -342629.500000 Penalty: 3922.924561 Iteration 47Q: 3 clusters Score -342629.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1998 members Mstep: Class 2 contains 724 members Entering Unmasked Estep Score: -342634.093750 Penalty: 3922.924561 Iteration 48Q: 3 clusters Score -342634.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2003 members Mstep: Class 2 contains 719 members Entering Unmasked Estep Score: -342636.875000 Penalty: 3922.924561 Iteration 49Q: 3 clusters Score -342636.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2009 members Mstep: Class 2 contains 713 members Entering Unmasked Estep Score: -342639.593750 Penalty: 3922.924561 Iteration 50Q: 3 clusters Score -342639.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2012 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -342642.562500 Penalty: 3922.924561 Iteration 51Q: 3 clusters Score -342642.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2013 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -342642.687500 Penalty: 3922.924561 Iteration 52Q: 3 clusters Score -342642.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2014 members Mstep: Class 2 contains 708 members Entering Unmasked Estep Score: -342643.625000 Penalty: 3922.924561 Iteration 53Q: 3 clusters Score -342643.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2017 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -342645.718750 Penalty: 3922.924561 Iteration 54Q: 3 clusters Score -342645.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -342646.968750 Penalty: 3922.924561 Iteration 55Q: 3 clusters Score -342647 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2023 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -342650.625000 Penalty: 3922.924561 Iteration 56Q: 3 clusters Score -342650.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2026 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -342652.968750 Penalty: 3922.924561 Iteration 57Q: 3 clusters Score -342653 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2029 members Mstep: Class 2 contains 693 members Entering Unmasked Estep Score: -342655.031250 Penalty: 3922.924561 Iteration 58Q: 3 clusters Score -342655 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2030 members Mstep: Class 2 contains 692 members Entering Unmasked Estep Score: -342655.062500 Penalty: 3922.924561 Iteration 59Q: 3 clusters Score -342655.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 690 members Entering Unmasked Estep Score: -342656.468750 Penalty: 3922.924561 Iteration 60F: 3 clusters Score -342656.5 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (535 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 535 members Entering Unmasked Estep Score: -58579.175781 Penalty: 1558.002075 Iteration 0F: 2 clusters Score -58579.18 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 276 members Entering Unmasked Estep Score: -56981.804688 Penalty: 3116.004150 Iteration 0F: 3 clusters Score -56981.8 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -57180.042969 Penalty: 3116.004150 Iteration 1F: 3 clusters Score -57180.04 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -57312.527344 Penalty: 3116.004150 Iteration 2F: 3 clusters Score -57312.53 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 271 members Entering Unmasked Estep Score: -57405.980469 Penalty: 3116.004150 Iteration 3Q: 3 clusters Score -57405.98 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -57476.226562 Penalty: 3116.004150 Iteration 4Q: 3 clusters Score -57476.23 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -57541.675781 Penalty: 3116.004150 Iteration 5Q: 3 clusters Score -57541.68 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 263 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -57557.500000 Penalty: 3116.004150 Iteration 6Q: 3 clusters Score -57557.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 270 members Entering Unmasked Estep Score: -57568.042969 Penalty: 3116.004150 Iteration 7Q: 3 clusters Score -57568.04 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 270 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -57582.488281 Penalty: 3116.004150 Iteration 8Q: 3 clusters Score -57582.49 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -57593.839844 Penalty: 3116.004150 Iteration 9Q: 3 clusters Score -57593.84 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -57618.605469 Penalty: 3116.004150 Iteration 10Q: 3 clusters Score -57618.61 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 276 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -57708.132812 Penalty: 3116.004150 Iteration 11Q: 3 clusters Score -57708.13 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -57811.832031 Penalty: 3116.004150 Iteration 12Q: 3 clusters Score -57811.83 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -57859.042969 Penalty: 3116.004150 Iteration 13Q: 3 clusters Score -57859.04 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 236 members Entering Unmasked Estep Score: -57906.500000 Penalty: 3116.004150 Iteration 14Q: 3 clusters Score -57906.5 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 302 members Mstep: Class 2 contains 233 members Entering Unmasked Estep Score: -57949.261719 Penalty: 3116.004150 Iteration 15Q: 3 clusters Score -57949.26 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -58023.792969 Penalty: 3116.004150 Iteration 16Q: 3 clusters Score -58023.79 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 321 members Mstep: Class 2 contains 214 members Entering Unmasked Estep Score: -58087.453125 Penalty: 3116.004150 Iteration 17Q: 3 clusters Score -58087.45 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 329 members Mstep: Class 2 contains 206 members Entering Unmasked Estep Score: -58178.488281 Penalty: 3116.004150 Iteration 18Q: 3 clusters Score -58178.49 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 337 members Mstep: Class 2 contains 198 members Entering Unmasked Estep Score: -58276.464844 Penalty: 3116.004150 Iteration 19Q: 3 clusters Score -58276.46 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 350 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -58377.625000 Penalty: 3116.004150 Iteration 20F: 3 clusters Score -58377.62 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 359 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -58475.890625 Penalty: 3116.004150 Iteration 21Q: 3 clusters Score -58475.89 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 369 members Mstep: Class 2 contains 166 members Entering Unmasked Estep Score: -58585.066406 Penalty: 3116.004150 Iteration 22Q: 3 clusters Score -58585.07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 381 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -58666.976562 Penalty: 3116.004150 Iteration 23Q: 3 clusters Score -58666.98 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -58727.050781 Penalty: 3116.004150 Iteration 24Q: 3 clusters Score -58727.05 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -58782.898438 Penalty: 3116.004150 Iteration 25Q: 3 clusters Score -58782.9 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 387 members Mstep: Class 2 contains 148 members Entering Unmasked Estep Score: -58855.785156 Penalty: 3116.004150 Iteration 26Q: 3 clusters Score -58855.79 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 147 members Entering Unmasked Estep Score: -58924.984375 Penalty: 3116.004150 Iteration 27Q: 3 clusters Score -58924.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -58965.332031 Penalty: 3116.004150 Iteration 28Q: 3 clusters Score -58965.33 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -58978.781250 Penalty: 3116.004150 Iteration 29Q: 3 clusters Score -58978.78 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 145 members Entering Unmasked Estep Score: -58982.558594 Penalty: 3116.004150 Iteration 30F: 3 clusters Score -58982.56 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -58985.617188 Penalty: 3116.004150 Iteration 31Q: 3 clusters Score -58985.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 389 members Mstep: Class 2 contains 146 members Entering Unmasked Estep Score: -58985.617188 Penalty: 3116.004150 Iteration 32F: 3 clusters Score -58985.62 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 40737 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3681 members Mstep: Class 8 contains 24877 members Mstep: Class 9 contains 20525 members Mstep: Class 10 contains 5175 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22253 members Mstep: Class 14 contains 19748 members Mstep: Class 15 contains 2734 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8275 members Mstep: Class 18 contains 53598 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 389 members Mstep: Class 21 contains 7175 members Mstep: Class 22 contains 200875 members Mstep: Class 23 contains 4752 members Mstep: Class 24 contains 326 members Mstep: Class 25 contains 21768 members Mstep: Class 26 contains 146 members Entering Unmasked Estep Score: -55716276.000000 Penalty: 83868.500000 Splitting cluster 20 changes total score from -55711396.000000 to -55716276.000000 So it's getting split into cluster 26. Entering ConstructFrom: Trying to split cluster 21 (7175 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7175 members Entering Unmasked Estep Score: -918775.000000 Penalty: 2201.832764 Iteration 0F: 2 clusters Score -918775 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3615 members Mstep: Class 2 contains 3560 members Entering Unmasked Estep Score: -912873.875000 Penalty: 4403.665527 Iteration 0F: 3 clusters Score -912873.9 nChanged 2902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3633 members Mstep: Class 2 contains 3542 members Entering Unmasked Estep Score: -914466.250000 Penalty: 4403.665527 Iteration 1F: 3 clusters Score -914466.2 nChanged 520 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3597 members Mstep: Class 2 contains 3578 members Entering Unmasked Estep Score: -914714.187500 Penalty: 4403.665527 Iteration 2F: 3 clusters Score -914714.2 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3568 members Mstep: Class 2 contains 3607 members Entering Unmasked Estep Score: -914873.812500 Penalty: 4403.665527 Iteration 3Q: 3 clusters Score -914873.8 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3532 members Mstep: Class 2 contains 3643 members Entering Unmasked Estep Score: -914990.437500 Penalty: 4403.665527 Iteration 4Q: 3 clusters Score -914990.4 nChanged 214 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3500 members Mstep: Class 2 contains 3675 members Entering Unmasked Estep Score: -915074.812500 Penalty: 4403.665527 Iteration 5Q: 3 clusters Score -915074.8 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3454 members Mstep: Class 2 contains 3721 members Entering Unmasked Estep Score: -915153.312500 Penalty: 4403.665527 Iteration 6Q: 3 clusters Score -915153.3 nChanged 185 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3397 members Mstep: Class 2 contains 3778 members Entering Unmasked Estep Score: -915227.312500 Penalty: 4403.665527 Iteration 7Q: 3 clusters Score -915227.3 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3347 members Mstep: Class 2 contains 3828 members Entering Unmasked Estep Score: -915285.312500 Penalty: 4403.665527 Iteration 8Q: 3 clusters Score -915285.3 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3291 members Mstep: Class 2 contains 3884 members Entering Unmasked Estep Score: -915343.312500 Penalty: 4403.665527 Iteration 9Q: 3 clusters Score -915343.3 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 3936 members Entering Unmasked Estep Score: -915394.750000 Penalty: 4403.665527 Iteration 10Q: 3 clusters Score -915394.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3185 members Mstep: Class 2 contains 3990 members Entering Unmasked Estep Score: -915452.437500 Penalty: 4403.665527 Iteration 11Q: 3 clusters Score -915452.4 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3120 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -915505.687500 Penalty: 4403.665527 Iteration 12Q: 3 clusters Score -915505.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3054 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -915563.437500 Penalty: 4403.665527 Iteration 13Q: 3 clusters Score -915563.4 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2985 members Mstep: Class 2 contains 4190 members Entering Unmasked Estep Score: -915621.750000 Penalty: 4403.665527 Iteration 14Q: 3 clusters Score -915621.8 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 4262 members Entering Unmasked Estep Score: -915669.750000 Penalty: 4403.665527 Iteration 15Q: 3 clusters Score -915669.8 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2847 members Mstep: Class 2 contains 4328 members Entering Unmasked Estep Score: -915714.625000 Penalty: 4403.665527 Iteration 16Q: 3 clusters Score -915714.6 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2769 members Mstep: Class 2 contains 4406 members Entering Unmasked Estep Score: -915762.125000 Penalty: 4403.665527 Iteration 17Q: 3 clusters Score -915762.1 nChanged 111 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 4489 members Entering Unmasked Estep Score: -915807.125000 Penalty: 4403.665527 Iteration 18Q: 3 clusters Score -915807.1 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2607 members Mstep: Class 2 contains 4568 members Entering Unmasked Estep Score: -915856.312500 Penalty: 4403.665527 Iteration 19Q: 3 clusters Score -915856.3 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2521 members Mstep: Class 2 contains 4654 members Entering Unmasked Estep Score: -915903.875000 Penalty: 4403.665527 Iteration 20F: 3 clusters Score -915903.9 nChanged 124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2427 members Mstep: Class 2 contains 4748 members Entering Unmasked Estep Score: -915958.812500 Penalty: 4403.665527 Iteration 21Q: 3 clusters Score -915958.8 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 4836 members Entering Unmasked Estep Score: -915999.937500 Penalty: 4403.665527 Iteration 22Q: 3 clusters Score -915999.9 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2271 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -916046.375000 Penalty: 4403.665527 Iteration 23Q: 3 clusters Score -916046.4 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2182 members Mstep: Class 2 contains 4993 members Entering Unmasked Estep Score: -916091.250000 Penalty: 4403.665527 Iteration 24Q: 3 clusters Score -916091.2 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2094 members Mstep: Class 2 contains 5081 members Entering Unmasked Estep Score: -916137.687500 Penalty: 4403.665527 Iteration 25Q: 3 clusters Score -916137.7 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1995 members Mstep: Class 2 contains 5180 members Entering Unmasked Estep Score: -916191.937500 Penalty: 4403.665527 Iteration 26Q: 3 clusters Score -916191.9 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1898 members Mstep: Class 2 contains 5277 members Entering Unmasked Estep Score: -916256.812500 Penalty: 4403.665527 Iteration 27Q: 3 clusters Score -916256.8 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1793 members Mstep: Class 2 contains 5382 members Entering Unmasked Estep Score: -916319.875000 Penalty: 4403.665527 Iteration 28Q: 3 clusters Score -916319.9 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 5475 members Entering Unmasked Estep Score: -916388.750000 Penalty: 4403.665527 Iteration 29Q: 3 clusters Score -916388.8 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1615 members Mstep: Class 2 contains 5560 members Entering Unmasked Estep Score: -916442.937500 Penalty: 4403.665527 Iteration 30Q: 3 clusters Score -916442.9 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 5649 members Entering Unmasked Estep Score: -916488.125000 Penalty: 4403.665527 Iteration 31Q: 3 clusters Score -916488.1 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1450 members Mstep: Class 2 contains 5725 members Entering Unmasked Estep Score: -916523.125000 Penalty: 4403.665527 Iteration 32Q: 3 clusters Score -916523.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1392 members Mstep: Class 2 contains 5783 members Entering Unmasked Estep Score: -916554.375000 Penalty: 4403.665527 Iteration 33Q: 3 clusters Score -916554.4 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1342 members Mstep: Class 2 contains 5833 members Entering Unmasked Estep Score: -916578.625000 Penalty: 4403.665527 Iteration 34Q: 3 clusters Score -916578.6 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1298 members Mstep: Class 2 contains 5877 members Entering Unmasked Estep Score: -916601.812500 Penalty: 4403.665527 Iteration 35Q: 3 clusters Score -916601.8 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1251 members Mstep: Class 2 contains 5924 members Entering Unmasked Estep Score: -916623.875000 Penalty: 4403.665527 Iteration 36Q: 3 clusters Score -916623.9 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1209 members Mstep: Class 2 contains 5966 members Entering Unmasked Estep Score: -916649.187500 Penalty: 4403.665527 Iteration 37Q: 3 clusters Score -916649.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1166 members Mstep: Class 2 contains 6009 members Entering Unmasked Estep Score: -916672.562500 Penalty: 4403.665527 Iteration 38Q: 3 clusters Score -916672.6 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1124 members Mstep: Class 2 contains 6051 members Entering Unmasked Estep Score: -916697.250000 Penalty: 4403.665527 Iteration 39Q: 3 clusters Score -916697.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 6088 members Entering Unmasked Estep Score: -916716.562500 Penalty: 4403.665527 Iteration 40F: 3 clusters Score -916716.6 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1049 members Mstep: Class 2 contains 6126 members Entering Unmasked Estep Score: -916734.562500 Penalty: 4403.665527 Iteration 41Q: 3 clusters Score -916734.6 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1023 members Mstep: Class 2 contains 6152 members Entering Unmasked Estep Score: -916745.687500 Penalty: 4403.665527 Iteration 42Q: 3 clusters Score -916745.7 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 998 members Mstep: Class 2 contains 6177 members Entering Unmasked Estep Score: -916757.000000 Penalty: 4403.665527 Iteration 43Q: 3 clusters Score -916757 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 971 members Mstep: Class 2 contains 6204 members Entering Unmasked Estep Score: -916766.000000 Penalty: 4403.665527 Iteration 44Q: 3 clusters Score -916766 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 954 members Mstep: Class 2 contains 6221 members Entering Unmasked Estep Score: -916774.250000 Penalty: 4403.665527 Iteration 45Q: 3 clusters Score -916774.2 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 935 members Mstep: Class 2 contains 6240 members Entering Unmasked Estep Score: -916784.625000 Penalty: 4403.665527 Iteration 46Q: 3 clusters Score -916784.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 6273 members Entering Unmasked Estep Score: -916799.187500 Penalty: 4403.665527 Iteration 47Q: 3 clusters Score -916799.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 874 members Mstep: Class 2 contains 6301 members Entering Unmasked Estep Score: -916816.875000 Penalty: 4403.665527 Iteration 48Q: 3 clusters Score -916816.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -916828.625000 Penalty: 4403.665527 Iteration 49Q: 3 clusters Score -916828.6 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 813 members Mstep: Class 2 contains 6362 members Entering Unmasked Estep Score: -916850.000000 Penalty: 4403.665527 Iteration 50Q: 3 clusters Score -916850 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 771 members Mstep: Class 2 contains 6404 members Entering Unmasked Estep Score: -916872.812500 Penalty: 4403.665527 Iteration 51Q: 3 clusters Score -916872.8 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 732 members Mstep: Class 2 contains 6443 members Entering Unmasked Estep Score: -916900.062500 Penalty: 4403.665527 Iteration 52Q: 3 clusters Score -916900.1 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 6475 members Entering Unmasked Estep Score: -916914.625000 Penalty: 4403.665527 Iteration 53Q: 3 clusters Score -916914.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 673 members Mstep: Class 2 contains 6502 members Entering Unmasked Estep Score: -916935.250000 Penalty: 4403.665527 Iteration 54Q: 3 clusters Score -916935.2 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 6528 members Entering Unmasked Estep Score: -916957.312500 Penalty: 4403.665527 Iteration 55Q: 3 clusters Score -916957.3 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 6563 members Entering Unmasked Estep Score: -916980.375000 Penalty: 4403.665527 Iteration 56Q: 3 clusters Score -916980.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 580 members Mstep: Class 2 contains 6595 members Entering Unmasked Estep Score: -917003.437500 Penalty: 4403.665527 Iteration 57Q: 3 clusters Score -917003.4 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 555 members Mstep: Class 2 contains 6620 members Entering Unmasked Estep Score: -917026.312500 Penalty: 4403.665527 Iteration 58Q: 3 clusters Score -917026.3 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 529 members Mstep: Class 2 contains 6646 members Entering Unmasked Estep Score: -917048.875000 Penalty: 4403.665527 Iteration 59Q: 3 clusters Score -917048.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 505 members Mstep: Class 2 contains 6670 members Entering Unmasked Estep Score: -917069.812500 Penalty: 4403.665527 Iteration 60F: 3 clusters Score -917069.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 485 members Mstep: Class 2 contains 6690 members Entering Unmasked Estep Score: -917086.625000 Penalty: 4403.665527 Iteration 61Q: 3 clusters Score -917086.6 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 467 members Mstep: Class 2 contains 6708 members Entering Unmasked Estep Score: -917104.312500 Penalty: 4403.665527 Iteration 62Q: 3 clusters Score -917104.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 452 members Mstep: Class 2 contains 6723 members Entering Unmasked Estep Score: -917119.625000 Penalty: 4403.665527 Iteration 63Q: 3 clusters Score -917119.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 436 members Mstep: Class 2 contains 6739 members Entering Unmasked Estep Score: -917134.750000 Penalty: 4403.665527 Iteration 64Q: 3 clusters Score -917134.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 424 members Mstep: Class 2 contains 6751 members Entering Unmasked Estep Score: -917142.937500 Penalty: 4403.665527 Iteration 65Q: 3 clusters Score -917142.9 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 417 members Mstep: Class 2 contains 6758 members Entering Unmasked Estep Score: -917151.937500 Penalty: 4403.665527 Iteration 66Q: 3 clusters Score -917151.9 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 407 members Mstep: Class 2 contains 6768 members Entering Unmasked Estep Score: -917160.375000 Penalty: 4403.665527 Iteration 67Q: 3 clusters Score -917160.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 396 members Mstep: Class 2 contains 6779 members Entering Unmasked Estep Score: -917168.875000 Penalty: 4403.665527 Iteration 68Q: 3 clusters Score -917168.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 392 members Mstep: Class 2 contains 6783 members Entering Unmasked Estep Score: -917170.250000 Penalty: 4403.665527 Iteration 69Q: 3 clusters Score -917170.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 6785 members Entering Unmasked Estep Score: -917172.187500 Penalty: 4403.665527 Iteration 70Q: 3 clusters Score -917172.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 388 members Mstep: Class 2 contains 6787 members Entering Unmasked Estep Score: -917171.750000 Penalty: 4403.665527 Iteration 71Q: 3 clusters Score -917171.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -917174.562500 Penalty: 4403.665527 Iteration 72Q: 3 clusters Score -917174.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 386 members Mstep: Class 2 contains 6789 members Entering Unmasked Estep Score: -917174.562500 Penalty: 4403.665527 Iteration 73F: 3 clusters Score -917174.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (200875 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200875 members Entering Unmasked Estep Score: -25327382.000000 Penalty: 3028.188477 Iteration 0F: 2 clusters Score -2.532738e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100367 members Mstep: Class 2 contains 100508 members Entering Unmasked Estep Score: -25194446.000000 Penalty: 6056.376953 Iteration 0F: 3 clusters Score -2.519445e+07 nChanged 96592 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99671 members Mstep: Class 2 contains 101204 members Entering Unmasked Estep Score: -25251092.000000 Penalty: 6056.376953 Iteration 1F: 3 clusters Score -2.525109e+07 nChanged 5109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 99348 members Mstep: Class 2 contains 101527 members Entering Unmasked Estep Score: -25252028.000000 Penalty: 6056.376953 Iteration 2Q: 3 clusters Score -2.525203e+07 nChanged 5153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98755 members Mstep: Class 2 contains 102120 members Entering Unmasked Estep Score: -25252910.000000 Penalty: 6056.376953 Iteration 3Q: 3 clusters Score -2.525291e+07 nChanged 5352 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 97725 members Mstep: Class 2 contains 103150 members Entering Unmasked Estep Score: -25254092.000000 Penalty: 6056.376953 Iteration 4Q: 3 clusters Score -2.525409e+07 nChanged 5795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96272 members Mstep: Class 2 contains 104603 members Entering Unmasked Estep Score: -25255410.000000 Penalty: 6056.376953 Iteration 5Q: 3 clusters Score -2.525541e+07 nChanged 6413 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 94077 members Mstep: Class 2 contains 106798 members Entering Unmasked Estep Score: -25257508.000000 Penalty: 6056.376953 Iteration 6Q: 3 clusters Score -2.525751e+07 nChanged 7472 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 90767 members Mstep: Class 2 contains 110108 members Entering Unmasked Estep Score: -25260212.000000 Penalty: 6056.376953 Iteration 7Q: 3 clusters Score -2.526021e+07 nChanged 8933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 85776 members Mstep: Class 2 contains 115099 members Entering Unmasked Estep Score: -25264208.000000 Penalty: 6056.376953 Iteration 8Q: 3 clusters Score -2.526421e+07 nChanged 10489 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 78893 members Mstep: Class 2 contains 121982 members Entering Unmasked Estep Score: -25270034.000000 Penalty: 6056.376953 Iteration 9F: 3 clusters Score -2.527003e+07 nChanged 11870 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 70099 members Mstep: Class 2 contains 130776 members Entering Unmasked Estep Score: -25277824.000000 Penalty: 6056.376953 Iteration 10F: 3 clusters Score -2.527782e+07 nChanged 12422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 59927 members Mstep: Class 2 contains 140948 members Entering Unmasked Estep Score: -25287076.000000 Penalty: 6056.376953 Iteration 11F: 3 clusters Score -2.528708e+07 nChanged 12057 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 49500 members Mstep: Class 2 contains 151375 members Entering Unmasked Estep Score: -25296384.000000 Penalty: 6056.376953 Iteration 12F: 3 clusters Score -2.529638e+07 nChanged 10656 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40002 members Mstep: Class 2 contains 160873 members Entering Unmasked Estep Score: -25303998.000000 Penalty: 6056.376953 Iteration 13F: 3 clusters Score -2.5304e+07 nChanged 8720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31912 members Mstep: Class 2 contains 168963 members Entering Unmasked Estep Score: -25310384.000000 Penalty: 6056.376953 Iteration 14Q: 3 clusters Score -2.531038e+07 nChanged 6912 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25368 members Mstep: Class 2 contains 175507 members Entering Unmasked Estep Score: -25315066.000000 Penalty: 6056.376953 Iteration 15Q: 3 clusters Score -2.531507e+07 nChanged 5507 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20091 members Mstep: Class 2 contains 180784 members Entering Unmasked Estep Score: -25318496.000000 Penalty: 6056.376953 Iteration 16Q: 3 clusters Score -2.53185e+07 nChanged 4321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15936 members Mstep: Class 2 contains 184939 members Entering Unmasked Estep Score: -25321200.000000 Penalty: 6056.376953 Iteration 17Q: 3 clusters Score -2.53212e+07 nChanged 3272 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12876 members Mstep: Class 2 contains 187999 members Entering Unmasked Estep Score: -25323004.000000 Penalty: 6056.376953 Iteration 18Q: 3 clusters Score -2.5323e+07 nChanged 2439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10621 members Mstep: Class 2 contains 190254 members Entering Unmasked Estep Score: -25324226.000000 Penalty: 6056.376953 Iteration 19Q: 3 clusters Score -2.532423e+07 nChanged 1799 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8954 members Mstep: Class 2 contains 191921 members Entering Unmasked Estep Score: -25324984.000000 Penalty: 6056.376953 Iteration 20F: 3 clusters Score -2.532498e+07 nChanged 1343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7687 members Mstep: Class 2 contains 193188 members Entering Unmasked Estep Score: -25325538.000000 Penalty: 6056.376953 Iteration 21Q: 3 clusters Score -2.532554e+07 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6708 members Mstep: Class 2 contains 194167 members Entering Unmasked Estep Score: -25325950.000000 Penalty: 6056.376953 Iteration 22Q: 3 clusters Score -2.532595e+07 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5985 members Mstep: Class 2 contains 194890 members Entering Unmasked Estep Score: -25326212.000000 Penalty: 6056.376953 Iteration 23Q: 3 clusters Score -2.532621e+07 nChanged 594 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5437 members Mstep: Class 2 contains 195438 members Entering Unmasked Estep Score: -25326364.000000 Penalty: 6056.376953 Iteration 24Q: 3 clusters Score -2.532636e+07 nChanged 466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5021 members Mstep: Class 2 contains 195854 members Entering Unmasked Estep Score: -25326522.000000 Penalty: 6056.376953 Iteration 25Q: 3 clusters Score -2.532652e+07 nChanged 328 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4735 members Mstep: Class 2 contains 196140 members Entering Unmasked Estep Score: -25326564.000000 Penalty: 6056.376953 Iteration 26Q: 3 clusters Score -2.532656e+07 nChanged 274 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4495 members Mstep: Class 2 contains 196380 members Entering Unmasked Estep Score: -25326600.000000 Penalty: 6056.376953 Iteration 27Q: 3 clusters Score -2.53266e+07 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4306 members Mstep: Class 2 contains 196569 members Entering Unmasked Estep Score: -25326670.000000 Penalty: 6056.376953 Iteration 28Q: 3 clusters Score -2.532667e+07 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4153 members Mstep: Class 2 contains 196722 members Entering Unmasked Estep Score: -25326730.000000 Penalty: 6056.376953 Iteration 29Q: 3 clusters Score -2.532673e+07 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4019 members Mstep: Class 2 contains 196856 members Entering Unmasked Estep Score: -25326782.000000 Penalty: 6056.376953 Iteration 30Q: 3 clusters Score -2.532678e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3926 members Mstep: Class 2 contains 196949 members Entering Unmasked Estep Score: -25326782.000000 Penalty: 6056.376953 Iteration 31Q: 3 clusters Score -2.532678e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3844 members Mstep: Class 2 contains 197031 members Entering Unmasked Estep Score: -25326800.000000 Penalty: 6056.376953 Iteration 32Q: 3 clusters Score -2.53268e+07 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3778 members Mstep: Class 2 contains 197097 members Entering Unmasked Estep Score: -25326770.000000 Penalty: 6056.376953 Iteration 33Q: 3 clusters Score -2.532677e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3728 members Mstep: Class 2 contains 197147 members Entering Unmasked Estep Score: -25326800.000000 Penalty: 6056.376953 Iteration 34Q: 3 clusters Score -2.53268e+07 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3680 members Mstep: Class 2 contains 197195 members Entering Unmasked Estep Score: -25326812.000000 Penalty: 6056.376953 Iteration 35Q: 3 clusters Score -2.532681e+07 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3645 members Mstep: Class 2 contains 197230 members Entering Unmasked Estep Score: -25326852.000000 Penalty: 6056.376953 Iteration 36Q: 3 clusters Score -2.532685e+07 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3614 members Mstep: Class 2 contains 197261 members Entering Unmasked Estep Score: -25326830.000000 Penalty: 6056.376953 Iteration 37Q: 3 clusters Score -2.532683e+07 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3590 members Mstep: Class 2 contains 197285 members Entering Unmasked Estep Score: -25326828.000000 Penalty: 6056.376953 Iteration 38Q: 3 clusters Score -2.532683e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3565 members Mstep: Class 2 contains 197310 members Entering Unmasked Estep Score: -25326812.000000 Penalty: 6056.376953 Iteration 39Q: 3 clusters Score -2.532681e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3545 members Mstep: Class 2 contains 197330 members Entering Unmasked Estep Score: -25326822.000000 Penalty: 6056.376953 Iteration 40F: 3 clusters Score -2.532682e+07 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3516 members Mstep: Class 2 contains 197359 members Entering Unmasked Estep Score: -25326826.000000 Penalty: 6056.376953 Iteration 41Q: 3 clusters Score -2.532683e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3499 members Mstep: Class 2 contains 197376 members Entering Unmasked Estep Score: -25326836.000000 Penalty: 6056.376953 Iteration 42Q: 3 clusters Score -2.532684e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3485 members Mstep: Class 2 contains 197390 members Entering Unmasked Estep Score: -25326846.000000 Penalty: 6056.376953 Iteration 43Q: 3 clusters Score -2.532685e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 197397 members Entering Unmasked Estep Score: -25326858.000000 Penalty: 6056.376953 Iteration 44Q: 3 clusters Score -2.532686e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3470 members Mstep: Class 2 contains 197405 members Entering Unmasked Estep Score: -25326844.000000 Penalty: 6056.376953 Iteration 45Q: 3 clusters Score -2.532684e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3461 members Mstep: Class 2 contains 197414 members Entering Unmasked Estep Score: -25326856.000000 Penalty: 6056.376953 Iteration 46Q: 3 clusters Score -2.532686e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3458 members Mstep: Class 2 contains 197417 members Entering Unmasked Estep Score: -25326830.000000 Penalty: 6056.376953 Iteration 47Q: 3 clusters Score -2.532683e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3457 members Mstep: Class 2 contains 197418 members Entering Unmasked Estep Score: -25326830.000000 Penalty: 6056.376953 Iteration 48Q: 3 clusters Score -2.532683e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3455 members Mstep: Class 2 contains 197420 members Entering Unmasked Estep Score: -25326830.000000 Penalty: 6056.376953 Iteration 49Q: 3 clusters Score -2.532683e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3450 members Mstep: Class 2 contains 197425 members Entering Unmasked Estep Score: -25326830.000000 Penalty: 6056.376953 Iteration 50Q: 3 clusters Score -2.532683e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3448 members Mstep: Class 2 contains 197427 members Entering Unmasked Estep Score: -25326830.000000 Penalty: 6056.376953 Iteration 51Q: 3 clusters Score -2.532683e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3447 members Mstep: Class 2 contains 197428 members Entering Unmasked Estep Score: -25326834.000000 Penalty: 6056.376953 Iteration 52Q: 3 clusters Score -2.532683e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3445 members Mstep: Class 2 contains 197430 members Entering Unmasked Estep Score: -25326846.000000 Penalty: 6056.376953 Iteration 53Q: 3 clusters Score -2.532685e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3444 members Mstep: Class 2 contains 197431 members Entering Unmasked Estep Score: -25326848.000000 Penalty: 6056.376953 Iteration 54Q: 3 clusters Score -2.532685e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3443 members Mstep: Class 2 contains 197432 members Entering Unmasked Estep Score: -25326842.000000 Penalty: 6056.376953 Iteration 55Q: 3 clusters Score -2.532684e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 197434 members Entering Unmasked Estep Score: -25326830.000000 Penalty: 6056.376953 Iteration 56Q: 3 clusters Score -2.532683e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3438 members Mstep: Class 2 contains 197437 members Entering Unmasked Estep Score: -25326856.000000 Penalty: 6056.376953 Iteration 57Q: 3 clusters Score -2.532686e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 197438 members Entering Unmasked Estep Score: -25326860.000000 Penalty: 6056.376953 Iteration 58Q: 3 clusters Score -2.532686e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3436 members Mstep: Class 2 contains 197439 members Entering Unmasked Estep Score: -25326864.000000 Penalty: 6056.376953 Iteration 59Q: 3 clusters Score -2.532686e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3437 members Mstep: Class 2 contains 197438 members Entering Unmasked Estep Score: -25326856.000000 Penalty: 6056.376953 Iteration 60F: 3 clusters Score -2.532686e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4752 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Entering Unmasked Estep Score: -616151.937500 Penalty: 2099.647705 Iteration 0F: 2 clusters Score -616151.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2448 members Mstep: Class 2 contains 2304 members Entering Unmasked Estep Score: -611773.375000 Penalty: 4199.295410 Iteration 0F: 3 clusters Score -611773.4 nChanged 1813 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2563 members Mstep: Class 2 contains 2189 members Entering Unmasked Estep Score: -612778.437500 Penalty: 4199.295410 Iteration 1F: 3 clusters Score -612778.4 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 2122 members Entering Unmasked Estep Score: -612991.000000 Penalty: 4199.295410 Iteration 2F: 3 clusters Score -612991 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2689 members Mstep: Class 2 contains 2063 members Entering Unmasked Estep Score: -613118.625000 Penalty: 4199.295410 Iteration 3Q: 3 clusters Score -613118.6 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2741 members Mstep: Class 2 contains 2011 members Entering Unmasked Estep Score: -613203.437500 Penalty: 4199.295410 Iteration 4Q: 3 clusters Score -613203.4 nChanged 149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2818 members Mstep: Class 2 contains 1934 members Entering Unmasked Estep Score: -613276.375000 Penalty: 4199.295410 Iteration 5Q: 3 clusters Score -613276.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2881 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -613334.937500 Penalty: 4199.295410 Iteration 6Q: 3 clusters Score -613334.9 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2945 members Mstep: Class 2 contains 1807 members Entering Unmasked Estep Score: -613378.750000 Penalty: 4199.295410 Iteration 7Q: 3 clusters Score -613378.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3002 members Mstep: Class 2 contains 1750 members Entering Unmasked Estep Score: -613415.625000 Penalty: 4199.295410 Iteration 8Q: 3 clusters Score -613415.6 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3067 members Mstep: Class 2 contains 1685 members Entering Unmasked Estep Score: -613458.437500 Penalty: 4199.295410 Iteration 9Q: 3 clusters Score -613458.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3129 members Mstep: Class 2 contains 1623 members Entering Unmasked Estep Score: -613503.625000 Penalty: 4199.295410 Iteration 10Q: 3 clusters Score -613503.6 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3197 members Mstep: Class 2 contains 1555 members Entering Unmasked Estep Score: -613544.375000 Penalty: 4199.295410 Iteration 11Q: 3 clusters Score -613544.4 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3259 members Mstep: Class 2 contains 1493 members Entering Unmasked Estep Score: -613588.875000 Penalty: 4199.295410 Iteration 12Q: 3 clusters Score -613588.9 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3331 members Mstep: Class 2 contains 1421 members Entering Unmasked Estep Score: -613632.000000 Penalty: 4199.295410 Iteration 13Q: 3 clusters Score -613632 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3402 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -613680.187500 Penalty: 4199.295410 Iteration 14Q: 3 clusters Score -613680.2 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3478 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -613734.375000 Penalty: 4199.295410 Iteration 15Q: 3 clusters Score -613734.4 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3542 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -613779.687500 Penalty: 4199.295410 Iteration 16Q: 3 clusters Score -613779.7 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3601 members Mstep: Class 2 contains 1151 members Entering Unmasked Estep Score: -613822.562500 Penalty: 4199.295410 Iteration 17Q: 3 clusters Score -613822.6 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3666 members Mstep: Class 2 contains 1086 members Entering Unmasked Estep Score: -613875.250000 Penalty: 4199.295410 Iteration 18Q: 3 clusters Score -613875.2 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3741 members Mstep: Class 2 contains 1011 members Entering Unmasked Estep Score: -613935.875000 Penalty: 4199.295410 Iteration 19Q: 3 clusters Score -613935.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3800 members Mstep: Class 2 contains 952 members Entering Unmasked Estep Score: -613978.125000 Penalty: 4199.295410 Iteration 20F: 3 clusters Score -613978.1 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3854 members Mstep: Class 2 contains 898 members Entering Unmasked Estep Score: -614021.750000 Penalty: 4199.295410 Iteration 21Q: 3 clusters Score -614021.8 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3909 members Mstep: Class 2 contains 843 members Entering Unmasked Estep Score: -614063.500000 Penalty: 4199.295410 Iteration 22Q: 3 clusters Score -614063.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3951 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -614098.125000 Penalty: 4199.295410 Iteration 23Q: 3 clusters Score -614098.1 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3985 members Mstep: Class 2 contains 767 members Entering Unmasked Estep Score: -614123.000000 Penalty: 4199.295410 Iteration 24Q: 3 clusters Score -614123 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4005 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -614139.187500 Penalty: 4199.295410 Iteration 25Q: 3 clusters Score -614139.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4021 members Mstep: Class 2 contains 731 members Entering Unmasked Estep Score: -614147.625000 Penalty: 4199.295410 Iteration 26Q: 3 clusters Score -614147.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4034 members Mstep: Class 2 contains 718 members Entering Unmasked Estep Score: -614158.312500 Penalty: 4199.295410 Iteration 27Q: 3 clusters Score -614158.3 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4047 members Mstep: Class 2 contains 705 members Entering Unmasked Estep Score: -614166.437500 Penalty: 4199.295410 Iteration 28Q: 3 clusters Score -614166.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4058 members Mstep: Class 2 contains 694 members Entering Unmasked Estep Score: -614173.375000 Penalty: 4199.295410 Iteration 29Q: 3 clusters Score -614173.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4064 members Mstep: Class 2 contains 688 members Entering Unmasked Estep Score: -614177.000000 Penalty: 4199.295410 Iteration 30Q: 3 clusters Score -614177 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4069 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -614180.500000 Penalty: 4199.295410 Iteration 31Q: 3 clusters Score -614180.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4071 members Mstep: Class 2 contains 681 members Entering Unmasked Estep Score: -614181.312500 Penalty: 4199.295410 Iteration 32Q: 3 clusters Score -614181.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4075 members Mstep: Class 2 contains 677 members Entering Unmasked Estep Score: -614183.812500 Penalty: 4199.295410 Iteration 33Q: 3 clusters Score -614183.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -614183.875000 Penalty: 4199.295410 Iteration 34Q: 3 clusters Score -614183.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4077 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -614183.875000 Penalty: 4199.295410 Iteration 35F: 3 clusters Score -614183.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (326 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 326 members Entering Unmasked Estep Score: -33690.890625 Penalty: 1435.150513 Iteration 0F: 2 clusters Score -33690.89 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 152 members Entering Unmasked Estep Score: -32420.517578 Penalty: 2870.301025 Iteration 0F: 3 clusters Score -32420.52 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -32619.361328 Penalty: 2870.301025 Iteration 1F: 3 clusters Score -32619.36 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 143 members Entering Unmasked Estep Score: -32690.597656 Penalty: 2870.301025 Iteration 2Q: 3 clusters Score -32690.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 140 members Entering Unmasked Estep Score: -32704.123047 Penalty: 2870.301025 Iteration 3Q: 3 clusters Score -32704.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 137 members Entering Unmasked Estep Score: -32713.257812 Penalty: 2870.301025 Iteration 4Q: 3 clusters Score -32713.26 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 135 members Entering Unmasked Estep Score: -32721.789062 Penalty: 2870.301025 Iteration 5Q: 3 clusters Score -32721.79 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -32735.716797 Penalty: 2870.301025 Iteration 6Q: 3 clusters Score -32735.72 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 195 members Mstep: Class 2 contains 131 members Entering Unmasked Estep Score: -32740.576172 Penalty: 2870.301025 Iteration 7Q: 3 clusters Score -32740.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -32743.076172 Penalty: 2870.301025 Iteration 8Q: 3 clusters Score -32743.08 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -32747.970703 Penalty: 2870.301025 Iteration 9Q: 3 clusters Score -32747.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 129 members Entering Unmasked Estep Score: -32747.970703 Penalty: 2870.301025 Iteration 10F: 3 clusters Score -32747.97 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 604 members Mstep: Class 2 contains 40737 members Mstep: Class 3 contains 1851 members Mstep: Class 4 contains 1182 members Mstep: Class 5 contains 536 members Mstep: Class 6 contains 415 members Mstep: Class 7 contains 3681 members Mstep: Class 8 contains 24877 members Mstep: Class 9 contains 20525 members Mstep: Class 10 contains 5175 members Mstep: Class 11 contains 506 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22253 members Mstep: Class 14 contains 19748 members Mstep: Class 15 contains 2734 members Mstep: Class 16 contains 220 members Mstep: Class 17 contains 8275 members Mstep: Class 18 contains 53598 members Mstep: Class 19 contains 2722 members Mstep: Class 20 contains 389 members Mstep: Class 21 contains 7175 members Mstep: Class 22 contains 200875 members Mstep: Class 23 contains 4752 members Mstep: Class 24 contains 326 members Entering Unmasked Estep ConsiderDeletion Deleting Class 26. Lose 2641.763916 but Gain 3225.718750 Score: -55718508.000000 Penalty: 80642.781250 Iteration 119Q: 26 clusters Score -5.571851e+07 nChanged 4534 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 40680 members Mstep: Class 3 contains 1854 members Mstep: Class 4 contains 1189 members Mstep: Class 5 contains 534 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 3929 members Mstep: Class 8 contains 24878 members Mstep: Class 9 contains 20467 members Mstep: Class 10 contains 5175 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 426 members Mstep: Class 13 contains 22257 members Mstep: Class 14 contains 19642 members Mstep: Class 15 contains 2733 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8282 members Mstep: Class 18 contains 55485 members Mstep: Class 19 contains 2730 members Mstep: Class 20 contains 456 members Mstep: Class 21 contains 7172 members Mstep: Class 22 contains 199149 members Mstep: Class 23 contains 4751 members Mstep: Class 24 contains 386 members Mstep: Class 25 contains 21545 members Entering Unmasked Estep ConsiderDeletion Score: -55721260.000000 Penalty: 80642.781250 Iteration 120F: 26 clusters Score -5.572126e+07 nChanged 2612 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 40635 members Mstep: Class 3 contains 1854 members Mstep: Class 4 contains 1184 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 407 members Mstep: Class 7 contains 3719 members Mstep: Class 8 contains 24877 members Mstep: Class 9 contains 20423 members Mstep: Class 10 contains 5169 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 425 members Mstep: Class 13 contains 22235 members Mstep: Class 14 contains 19584 members Mstep: Class 15 contains 2730 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8274 members Mstep: Class 18 contains 56580 members Mstep: Class 19 contains 2735 members Mstep: Class 20 contains 461 members Mstep: Class 21 contains 7170 members Mstep: Class 22 contains 198066 members Mstep: Class 23 contains 4744 members Mstep: Class 24 contains 383 members Mstep: Class 25 contains 21937 members Entering Unmasked Estep ConsiderDeletion Score: -55721924.000000 Penalty: 80642.781250 Iteration 121Q: 26 clusters Score -5.572192e+07 nChanged 1732 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 40603 members Mstep: Class 3 contains 1854 members Mstep: Class 4 contains 1181 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 409 members Mstep: Class 7 contains 3591 members Mstep: Class 8 contains 24878 members Mstep: Class 9 contains 20385 members Mstep: Class 10 contains 5167 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 423 members Mstep: Class 13 contains 22202 members Mstep: Class 14 contains 19548 members Mstep: Class 15 contains 2732 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8269 members Mstep: Class 18 contains 57469 members Mstep: Class 19 contains 2736 members Mstep: Class 20 contains 463 members Mstep: Class 21 contains 7167 members Mstep: Class 22 contains 197221 members Mstep: Class 23 contains 4734 members Mstep: Class 24 contains 381 members Mstep: Class 25 contains 22179 members Entering Unmasked Estep ConsiderDeletion Score: -55722204.000000 Penalty: 80642.781250 Iteration 122Q: 26 clusters Score -5.57222e+07 nChanged 1375 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 611 members Mstep: Class 2 contains 40595 members Mstep: Class 3 contains 1853 members Mstep: Class 4 contains 1177 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 412 members Mstep: Class 7 contains 3510 members Mstep: Class 8 contains 24868 members Mstep: Class 9 contains 20357 members Mstep: Class 10 contains 5168 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 418 members Mstep: Class 13 contains 22178 members Mstep: Class 14 contains 19522 members Mstep: Class 15 contains 2731 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8262 members Mstep: Class 18 contains 58214 members Mstep: Class 19 contains 2737 members Mstep: Class 20 contains 467 members Mstep: Class 21 contains 7164 members Mstep: Class 22 contains 196504 members Mstep: Class 23 contains 4723 members Mstep: Class 24 contains 379 members Mstep: Class 25 contains 22355 members Entering Unmasked Estep ConsiderDeletion Score: -55722464.000000 Penalty: 80642.781250 Iteration 123Q: 26 clusters Score -5.572246e+07 nChanged 1129 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 613 members Mstep: Class 2 contains 40574 members Mstep: Class 3 contains 1854 members Mstep: Class 4 contains 1176 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 416 members Mstep: Class 7 contains 3430 members Mstep: Class 8 contains 24860 members Mstep: Class 9 contains 20344 members Mstep: Class 10 contains 5164 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 414 members Mstep: Class 13 contains 22136 members Mstep: Class 14 contains 19503 members Mstep: Class 15 contains 2730 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8259 members Mstep: Class 18 contains 58813 members Mstep: Class 19 contains 2737 members Mstep: Class 20 contains 469 members Mstep: Class 21 contains 7164 members Mstep: Class 22 contains 195946 members Mstep: Class 23 contains 4719 members Mstep: Class 24 contains 377 members Mstep: Class 25 contains 22507 members Entering Unmasked Estep ConsiderDeletion Score: -55722484.000000 Penalty: 80642.781250 Iteration 124Q: 26 clusters Score -5.572248e+07 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 40568 members Mstep: Class 3 contains 1856 members Mstep: Class 4 contains 1175 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 423 members Mstep: Class 7 contains 3364 members Mstep: Class 8 contains 24844 members Mstep: Class 9 contains 20328 members Mstep: Class 10 contains 5163 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 407 members Mstep: Class 13 contains 22090 members Mstep: Class 14 contains 19481 members Mstep: Class 15 contains 2727 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8251 members Mstep: Class 18 contains 59332 members Mstep: Class 19 contains 2736 members Mstep: Class 20 contains 473 members Mstep: Class 21 contains 7162 members Mstep: Class 22 contains 195504 members Mstep: Class 23 contains 4711 members Mstep: Class 24 contains 374 members Mstep: Class 25 contains 22621 members Entering Unmasked Estep ConsiderDeletion Score: -55722600.000000 Penalty: 80642.781250 Iteration 125Q: 26 clusters Score -5.57226e+07 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 40568 members Mstep: Class 3 contains 1856 members Mstep: Class 4 contains 1175 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 433 members Mstep: Class 7 contains 3296 members Mstep: Class 8 contains 24826 members Mstep: Class 9 contains 20326 members Mstep: Class 10 contains 5165 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 399 members Mstep: Class 13 contains 22053 members Mstep: Class 14 contains 19462 members Mstep: Class 15 contains 2725 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8251 members Mstep: Class 18 contains 59777 members Mstep: Class 19 contains 2735 members Mstep: Class 20 contains 474 members Mstep: Class 21 contains 7164 members Mstep: Class 22 contains 195106 members Mstep: Class 23 contains 4707 members Mstep: Class 24 contains 371 members Mstep: Class 25 contains 22717 members Entering Unmasked Estep ConsiderDeletion Score: -55722756.000000 Penalty: 80642.781250 Iteration 126Q: 26 clusters Score -5.572276e+07 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 40567 members Mstep: Class 3 contains 1857 members Mstep: Class 4 contains 1174 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 441 members Mstep: Class 7 contains 3246 members Mstep: Class 8 contains 24815 members Mstep: Class 9 contains 20325 members Mstep: Class 10 contains 5162 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 394 members Mstep: Class 13 contains 22011 members Mstep: Class 14 contains 19447 members Mstep: Class 15 contains 2724 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8252 members Mstep: Class 18 contains 60177 members Mstep: Class 19 contains 2736 members Mstep: Class 20 contains 474 members Mstep: Class 21 contains 7168 members Mstep: Class 22 contains 194760 members Mstep: Class 23 contains 4705 members Mstep: Class 24 contains 368 members Mstep: Class 25 contains 22781 members Entering Unmasked Estep ConsiderDeletion Score: -55722904.000000 Penalty: 80642.781250 Iteration 127Q: 26 clusters Score -5.57229e+07 nChanged 626 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 40568 members Mstep: Class 3 contains 1857 members Mstep: Class 4 contains 1174 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 444 members Mstep: Class 7 contains 3195 members Mstep: Class 8 contains 24809 members Mstep: Class 9 contains 20331 members Mstep: Class 10 contains 5162 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 392 members Mstep: Class 13 contains 21982 members Mstep: Class 14 contains 19439 members Mstep: Class 15 contains 2722 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8255 members Mstep: Class 18 contains 60545 members Mstep: Class 19 contains 2737 members Mstep: Class 20 contains 474 members Mstep: Class 21 contains 7167 members Mstep: Class 22 contains 194417 members Mstep: Class 23 contains 4701 members Mstep: Class 24 contains 366 members Mstep: Class 25 contains 22846 members Entering Unmasked Estep ConsiderDeletion Score: -55722780.000000 Penalty: 80642.781250 Iteration 128Q: 26 clusters Score -5.572278e+07 nChanged 535 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 40566 members Mstep: Class 3 contains 1857 members Mstep: Class 4 contains 1174 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 447 members Mstep: Class 7 contains 3153 members Mstep: Class 8 contains 24791 members Mstep: Class 9 contains 20334 members Mstep: Class 10 contains 5163 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 388 members Mstep: Class 13 contains 21954 members Mstep: Class 14 contains 19438 members Mstep: Class 15 contains 2720 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8258 members Mstep: Class 18 contains 60852 members Mstep: Class 19 contains 2738 members Mstep: Class 20 contains 475 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 194152 members Mstep: Class 23 contains 4698 members Mstep: Class 24 contains 366 members Mstep: Class 25 contains 22895 members Entering Unmasked Estep ConsiderDeletion Score: -55722932.000000 Penalty: 80642.781250 Iteration 129Q: 26 clusters Score -5.572293e+07 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 40573 members Mstep: Class 3 contains 1857 members Mstep: Class 4 contains 1173 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 448 members Mstep: Class 7 contains 3123 members Mstep: Class 8 contains 24781 members Mstep: Class 9 contains 20335 members Mstep: Class 10 contains 5160 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 387 members Mstep: Class 13 contains 21929 members Mstep: Class 14 contains 19441 members Mstep: Class 15 contains 2720 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8258 members Mstep: Class 18 contains 61092 members Mstep: Class 19 contains 2739 members Mstep: Class 20 contains 475 members Mstep: Class 21 contains 7167 members Mstep: Class 22 contains 193931 members Mstep: Class 23 contains 4695 members Mstep: Class 24 contains 366 members Mstep: Class 25 contains 22933 members Entering Unmasked Estep ConsiderDeletion Score: -55722856.000000 Penalty: 80642.781250 Iteration 130Q: 26 clusters Score -5.572286e+07 nChanged 341 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 40567 members Mstep: Class 3 contains 1858 members Mstep: Class 4 contains 1173 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 453 members Mstep: Class 7 contains 3104 members Mstep: Class 8 contains 24775 members Mstep: Class 9 contains 20332 members Mstep: Class 10 contains 5159 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 382 members Mstep: Class 13 contains 21905 members Mstep: Class 14 contains 19436 members Mstep: Class 15 contains 2720 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8256 members Mstep: Class 18 contains 61264 members Mstep: Class 19 contains 2739 members Mstep: Class 20 contains 475 members Mstep: Class 21 contains 7169 members Mstep: Class 22 contains 193792 members Mstep: Class 23 contains 4694 members Mstep: Class 24 contains 366 members Mstep: Class 25 contains 22962 members Entering Unmasked Estep ConsiderDeletion Score: -55723024.000000 Penalty: 80642.781250 Iteration 131Q: 26 clusters Score -5.572302e+07 nChanged 250 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 40569 members Mstep: Class 3 contains 1859 members Mstep: Class 4 contains 1173 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 453 members Mstep: Class 7 contains 3090 members Mstep: Class 8 contains 24774 members Mstep: Class 9 contains 20338 members Mstep: Class 10 contains 5158 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 381 members Mstep: Class 13 contains 21895 members Mstep: Class 14 contains 19438 members Mstep: Class 15 contains 2719 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8253 members Mstep: Class 18 contains 61407 members Mstep: Class 19 contains 2739 members Mstep: Class 20 contains 475 members Mstep: Class 21 contains 7168 members Mstep: Class 22 contains 193651 members Mstep: Class 23 contains 4694 members Mstep: Class 24 contains 367 members Mstep: Class 25 contains 22980 members Entering Unmasked Estep ConsiderDeletion Score: -55723096.000000 Penalty: 80642.781250 Iteration 132Q: 26 clusters Score -5.57231e+07 nChanged 176 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 40569 members Mstep: Class 3 contains 1860 members Mstep: Class 4 contains 1173 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 453 members Mstep: Class 7 contains 3079 members Mstep: Class 8 contains 24776 members Mstep: Class 9 contains 20338 members Mstep: Class 10 contains 5158 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 379 members Mstep: Class 13 contains 21889 members Mstep: Class 14 contains 19443 members Mstep: Class 15 contains 2719 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8251 members Mstep: Class 18 contains 61506 members Mstep: Class 19 contains 2740 members Mstep: Class 20 contains 477 members Mstep: Class 21 contains 7167 members Mstep: Class 22 contains 193554 members Mstep: Class 23 contains 4693 members Mstep: Class 24 contains 367 members Mstep: Class 25 contains 22990 members Entering Unmasked Estep ConsiderDeletion Score: -55723196.000000 Penalty: 80642.781250 Iteration 133Q: 26 clusters Score -5.57232e+07 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 40568 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 451 members Mstep: Class 7 contains 3068 members Mstep: Class 8 contains 24775 members Mstep: Class 9 contains 20342 members Mstep: Class 10 contains 5159 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 378 members Mstep: Class 13 contains 21880 members Mstep: Class 14 contains 19447 members Mstep: Class 15 contains 2719 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8251 members Mstep: Class 18 contains 61602 members Mstep: Class 19 contains 2741 members Mstep: Class 20 contains 479 members Mstep: Class 21 contains 7169 members Mstep: Class 22 contains 193459 members Mstep: Class 23 contains 4693 members Mstep: Class 24 contains 367 members Mstep: Class 25 contains 23000 members Entering Unmasked Estep ConsiderDeletion Score: -55723148.000000 Penalty: 80642.781250 Iteration 134Q: 26 clusters Score -5.572315e+07 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 40572 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 453 members Mstep: Class 7 contains 3059 members Mstep: Class 8 contains 24770 members Mstep: Class 9 contains 20342 members Mstep: Class 10 contains 5160 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 375 members Mstep: Class 13 contains 21875 members Mstep: Class 14 contains 19452 members Mstep: Class 15 contains 2719 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8249 members Mstep: Class 18 contains 61667 members Mstep: Class 19 contains 2742 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7168 members Mstep: Class 22 contains 193395 members Mstep: Class 23 contains 4692 members Mstep: Class 24 contains 367 members Mstep: Class 25 contains 23011 members Entering Unmasked Estep ConsiderDeletion Score: -55723152.000000 Penalty: 80642.781250 Iteration 135Q: 26 clusters Score -5.572315e+07 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 40573 members Mstep: Class 3 contains 1862 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 453 members Mstep: Class 7 contains 3050 members Mstep: Class 8 contains 24770 members Mstep: Class 9 contains 20340 members Mstep: Class 10 contains 5160 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 375 members Mstep: Class 13 contains 21871 members Mstep: Class 14 contains 19457 members Mstep: Class 15 contains 2719 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8247 members Mstep: Class 18 contains 61724 members Mstep: Class 19 contains 2744 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7167 members Mstep: Class 22 contains 193338 members Mstep: Class 23 contains 4690 members Mstep: Class 24 contains 366 members Mstep: Class 25 contains 23023 members Entering Unmasked Estep ConsiderDeletion Score: -55723232.000000 Penalty: 80642.781250 Iteration 136Q: 26 clusters Score -5.572323e+07 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 40587 members Mstep: Class 3 contains 1860 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 453 members Mstep: Class 7 contains 3042 members Mstep: Class 8 contains 24770 members Mstep: Class 9 contains 20342 members Mstep: Class 10 contains 5160 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 375 members Mstep: Class 13 contains 21867 members Mstep: Class 14 contains 19460 members Mstep: Class 15 contains 2719 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8246 members Mstep: Class 18 contains 61768 members Mstep: Class 19 contains 2746 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7164 members Mstep: Class 22 contains 193278 members Mstep: Class 23 contains 4690 members Mstep: Class 24 contains 366 members Mstep: Class 25 contains 23036 members Entering Unmasked Estep ConsiderDeletion Score: -55723216.000000 Penalty: 80642.781250 Iteration 137Q: 26 clusters Score -5.572322e+07 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 40592 members Mstep: Class 3 contains 1860 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 453 members Mstep: Class 7 contains 3032 members Mstep: Class 8 contains 24769 members Mstep: Class 9 contains 20342 members Mstep: Class 10 contains 5160 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 375 members Mstep: Class 13 contains 21862 members Mstep: Class 14 contains 19461 members Mstep: Class 15 contains 2719 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8245 members Mstep: Class 18 contains 61814 members Mstep: Class 19 contains 2751 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7162 members Mstep: Class 22 contains 193229 members Mstep: Class 23 contains 4690 members Mstep: Class 24 contains 366 members Mstep: Class 25 contains 23047 members Entering Unmasked Estep ConsiderDeletion Score: -55723236.000000 Penalty: 80642.781250 Iteration 138Q: 26 clusters Score -5.572324e+07 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 624 members Mstep: Class 2 contains 40602 members Mstep: Class 3 contains 1860 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 453 members Mstep: Class 7 contains 3018 members Mstep: Class 8 contains 24770 members Mstep: Class 9 contains 20343 members Mstep: Class 10 contains 5161 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 375 members Mstep: Class 13 contains 21857 members Mstep: Class 14 contains 19462 members Mstep: Class 15 contains 2719 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8246 members Mstep: Class 18 contains 61853 members Mstep: Class 19 contains 2751 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7161 members Mstep: Class 22 contains 193182 members Mstep: Class 23 contains 4690 members Mstep: Class 24 contains 366 members Mstep: Class 25 contains 23060 members Entering Unmasked Estep ConsiderDeletion Score: -55723236.000000 Penalty: 80642.781250 Iteration 139Q: 26 clusters Score -5.572324e+07 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 40607 members Mstep: Class 3 contains 1860 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 453 members Mstep: Class 7 contains 3013 members Mstep: Class 8 contains 24768 members Mstep: Class 9 contains 20344 members Mstep: Class 10 contains 5163 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 375 members Mstep: Class 13 contains 21853 members Mstep: Class 14 contains 19460 members Mstep: Class 15 contains 2719 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8246 members Mstep: Class 18 contains 61892 members Mstep: Class 19 contains 2750 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7163 members Mstep: Class 22 contains 193139 members Mstep: Class 23 contains 4689 members Mstep: Class 24 contains 366 members Mstep: Class 25 contains 23071 members Entering Unmasked Estep ConsiderDeletion Score: -55723216.000000 Penalty: 80642.781250 Iteration 140F: 26 clusters Score -5.572322e+07 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 40614 members Mstep: Class 3 contains 1860 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 461 members Mstep: Class 7 contains 3006 members Mstep: Class 8 contains 24767 members Mstep: Class 9 contains 20347 members Mstep: Class 10 contains 5161 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 376 members Mstep: Class 13 contains 21848 members Mstep: Class 14 contains 19457 members Mstep: Class 15 contains 2719 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8247 members Mstep: Class 18 contains 61928 members Mstep: Class 19 contains 2751 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7163 members Mstep: Class 22 contains 193098 members Mstep: Class 23 contains 4689 members Mstep: Class 24 contains 357 members Mstep: Class 25 contains 23082 members Entering Unmasked Estep ConsiderDeletion Score: -55723376.000000 Penalty: 80642.781250 Iteration 141Q: 26 clusters Score -5.572338e+07 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 40618 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 464 members Mstep: Class 7 contains 3001 members Mstep: Class 8 contains 24768 members Mstep: Class 9 contains 20347 members Mstep: Class 10 contains 5160 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 377 members Mstep: Class 13 contains 21841 members Mstep: Class 14 contains 19457 members Mstep: Class 15 contains 2719 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8247 members Mstep: Class 18 contains 61977 members Mstep: Class 19 contains 2752 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7163 members Mstep: Class 22 contains 193051 members Mstep: Class 23 contains 4689 members Mstep: Class 24 contains 352 members Mstep: Class 25 contains 23087 members Entering Unmasked Estep ConsiderDeletion Score: -55723436.000000 Penalty: 80642.781250 Iteration 142Q: 26 clusters Score -5.572344e+07 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 40621 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2995 members Mstep: Class 8 contains 24768 members Mstep: Class 9 contains 20345 members Mstep: Class 10 contains 5160 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 378 members Mstep: Class 13 contains 21835 members Mstep: Class 14 contains 19459 members Mstep: Class 15 contains 2719 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8247 members Mstep: Class 18 contains 62019 members Mstep: Class 19 contains 2751 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7164 members Mstep: Class 22 contains 193011 members Mstep: Class 23 contains 4689 members Mstep: Class 24 contains 350 members Mstep: Class 25 contains 23094 members Entering Unmasked Estep ConsiderDeletion Score: -55723516.000000 Penalty: 80642.781250 Iteration 143Q: 26 clusters Score -5.572352e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 40626 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2991 members Mstep: Class 8 contains 24768 members Mstep: Class 9 contains 20345 members Mstep: Class 10 contains 5160 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21835 members Mstep: Class 14 contains 19463 members Mstep: Class 15 contains 2719 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8247 members Mstep: Class 18 contains 62050 members Mstep: Class 19 contains 2750 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192969 members Mstep: Class 23 contains 4689 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23100 members Entering Unmasked Estep ConsiderDeletion Score: -55723548.000000 Penalty: 80642.781250 Iteration 144Q: 26 clusters Score -5.572355e+07 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 40629 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2986 members Mstep: Class 8 contains 24770 members Mstep: Class 9 contains 20345 members Mstep: Class 10 contains 5160 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21834 members Mstep: Class 14 contains 19464 members Mstep: Class 15 contains 2719 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8248 members Mstep: Class 18 contains 62077 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192937 members Mstep: Class 23 contains 4689 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23105 members Entering Unmasked Estep ConsiderDeletion Score: -55723532.000000 Penalty: 80642.781250 Iteration 145Q: 26 clusters Score -5.572353e+07 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 40630 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2977 members Mstep: Class 8 contains 24768 members Mstep: Class 9 contains 20345 members Mstep: Class 10 contains 5160 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21833 members Mstep: Class 14 contains 19468 members Mstep: Class 15 contains 2719 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8248 members Mstep: Class 18 contains 62107 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192902 members Mstep: Class 23 contains 4689 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23117 members Entering Unmasked Estep ConsiderDeletion Score: -55723508.000000 Penalty: 80642.781250 Iteration 146Q: 26 clusters Score -5.572351e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 40633 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2964 members Mstep: Class 8 contains 24768 members Mstep: Class 9 contains 20345 members Mstep: Class 10 contains 5160 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21831 members Mstep: Class 14 contains 19472 members Mstep: Class 15 contains 2719 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8249 members Mstep: Class 18 contains 62133 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7164 members Mstep: Class 22 contains 192867 members Mstep: Class 23 contains 4689 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23134 members Entering Unmasked Estep ConsiderDeletion Score: -55723476.000000 Penalty: 80642.781250 Iteration 147Q: 26 clusters Score -5.572348e+07 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 40631 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2952 members Mstep: Class 8 contains 24769 members Mstep: Class 9 contains 20347 members Mstep: Class 10 contains 5160 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21828 members Mstep: Class 14 contains 19475 members Mstep: Class 15 contains 2719 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8248 members Mstep: Class 18 contains 62166 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192835 members Mstep: Class 23 contains 4689 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23144 members Entering Unmasked Estep ConsiderDeletion Score: -55723508.000000 Penalty: 80642.781250 Iteration 148Q: 26 clusters Score -5.572351e+07 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 40625 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2942 members Mstep: Class 8 contains 24769 members Mstep: Class 9 contains 20348 members Mstep: Class 10 contains 5160 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21825 members Mstep: Class 14 contains 19476 members Mstep: Class 15 contains 2719 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8247 members Mstep: Class 18 contains 62203 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192805 members Mstep: Class 23 contains 4689 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23155 members Entering Unmasked Estep ConsiderDeletion Score: -55723516.000000 Penalty: 80642.781250 Iteration 149Q: 26 clusters Score -5.572352e+07 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 40625 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2935 members Mstep: Class 8 contains 24770 members Mstep: Class 9 contains 20350 members Mstep: Class 10 contains 5160 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21818 members Mstep: Class 14 contains 19478 members Mstep: Class 15 contains 2719 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8245 members Mstep: Class 18 contains 62238 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192772 members Mstep: Class 23 contains 4689 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23164 members Entering Unmasked Estep ConsiderDeletion Score: -55723492.000000 Penalty: 80642.781250 Iteration 150Q: 26 clusters Score -5.572349e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 622 members Mstep: Class 2 contains 40624 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2922 members Mstep: Class 8 contains 24770 members Mstep: Class 9 contains 20351 members Mstep: Class 10 contains 5160 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21816 members Mstep: Class 14 contains 19480 members Mstep: Class 15 contains 2720 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8244 members Mstep: Class 18 contains 62255 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192755 members Mstep: Class 23 contains 4689 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23177 members Entering Unmasked Estep ConsiderDeletion Score: -55723504.000000 Penalty: 80642.781250 Iteration 151Q: 26 clusters Score -5.57235e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 40626 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2904 members Mstep: Class 8 contains 24770 members Mstep: Class 9 contains 20352 members Mstep: Class 10 contains 5160 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21810 members Mstep: Class 14 contains 19481 members Mstep: Class 15 contains 2721 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8244 members Mstep: Class 18 contains 62270 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192742 members Mstep: Class 23 contains 4689 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23195 members Entering Unmasked Estep ConsiderDeletion Score: -55723524.000000 Penalty: 80642.781250 Iteration 152Q: 26 clusters Score -5.572352e+07 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 40629 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2887 members Mstep: Class 8 contains 24769 members Mstep: Class 9 contains 20352 members Mstep: Class 10 contains 5160 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21806 members Mstep: Class 14 contains 19481 members Mstep: Class 15 contains 2722 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8244 members Mstep: Class 18 contains 62292 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192722 members Mstep: Class 23 contains 4689 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23211 members Entering Unmasked Estep ConsiderDeletion Score: -55723548.000000 Penalty: 80642.781250 Iteration 153Q: 26 clusters Score -5.572355e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 40629 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2877 members Mstep: Class 8 contains 24768 members Mstep: Class 9 contains 20353 members Mstep: Class 10 contains 5160 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21799 members Mstep: Class 14 contains 19482 members Mstep: Class 15 contains 2725 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8244 members Mstep: Class 18 contains 62306 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192709 members Mstep: Class 23 contains 4689 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23223 members Entering Unmasked Estep ConsiderDeletion Score: -55723488.000000 Penalty: 80642.781250 Iteration 154Q: 26 clusters Score -5.572349e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 621 members Mstep: Class 2 contains 40630 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2867 members Mstep: Class 8 contains 24768 members Mstep: Class 9 contains 20354 members Mstep: Class 10 contains 5160 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21799 members Mstep: Class 14 contains 19482 members Mstep: Class 15 contains 2726 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8243 members Mstep: Class 18 contains 62313 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192698 members Mstep: Class 23 contains 4690 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23234 members Entering Unmasked Estep ConsiderDeletion Score: -55723488.000000 Penalty: 80642.781250 Iteration 155Q: 26 clusters Score -5.572349e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 40631 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2857 members Mstep: Class 8 contains 24768 members Mstep: Class 9 contains 20353 members Mstep: Class 10 contains 5160 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21798 members Mstep: Class 14 contains 19481 members Mstep: Class 15 contains 2727 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8244 members Mstep: Class 18 contains 62319 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192692 members Mstep: Class 23 contains 4690 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23245 members Entering Unmasked Estep ConsiderDeletion Score: -55723468.000000 Penalty: 80642.781250 Iteration 156Q: 26 clusters Score -5.572347e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 40631 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2842 members Mstep: Class 8 contains 24768 members Mstep: Class 9 contains 20351 members Mstep: Class 10 contains 5160 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21797 members Mstep: Class 14 contains 19480 members Mstep: Class 15 contains 2726 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8244 members Mstep: Class 18 contains 62327 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192691 members Mstep: Class 23 contains 4690 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23258 members Entering Unmasked Estep ConsiderDeletion Score: -55723460.000000 Penalty: 80642.781250 Iteration 157Q: 26 clusters Score -5.572346e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 40630 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2835 members Mstep: Class 8 contains 24768 members Mstep: Class 9 contains 20352 members Mstep: Class 10 contains 5160 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21795 members Mstep: Class 14 contains 19480 members Mstep: Class 15 contains 2726 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8244 members Mstep: Class 18 contains 62334 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192688 members Mstep: Class 23 contains 4690 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23263 members Entering Unmasked Estep ConsiderDeletion Score: -55723452.000000 Penalty: 80642.781250 Iteration 158Q: 26 clusters Score -5.572345e+07 nChanged 22 Entering ConstructFrom: Score: -55723452.000000 Penalty: 80642.781250 Entering ConstructFrom: Trying to split cluster 1 (620 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Entering Unmasked Estep Score: -69777.835938 Penalty: 1594.570435 Iteration 0F: 2 clusters Score -69777.84 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 299 members Entering Unmasked Estep Score: -68164.703125 Penalty: 3189.140869 Iteration 0F: 3 clusters Score -68164.7 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -68353.312500 Penalty: 3189.140869 Iteration 1F: 3 clusters Score -68353.31 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -68427.273438 Penalty: 3189.140869 Iteration 2F: 3 clusters Score -68427.27 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 337 members Entering Unmasked Estep Score: -68457.781250 Penalty: 3189.140869 Iteration 3Q: 3 clusters Score -68457.78 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -68495.804688 Penalty: 3189.140869 Iteration 4Q: 3 clusters Score -68495.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 272 members Mstep: Class 2 contains 348 members Entering Unmasked Estep Score: -68549.101562 Penalty: 3189.140869 Iteration 5Q: 3 clusters Score -68549.1 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 262 members Mstep: Class 2 contains 358 members Entering Unmasked Estep Score: -68590.851562 Penalty: 3189.140869 Iteration 6Q: 3 clusters Score -68590.85 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 365 members Entering Unmasked Estep Score: -68609.617188 Penalty: 3189.140869 Iteration 7Q: 3 clusters Score -68609.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 249 members Mstep: Class 2 contains 371 members Entering Unmasked Estep Score: -68618.375000 Penalty: 3189.140869 Iteration 8Q: 3 clusters Score -68618.38 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -68624.414062 Penalty: 3189.140869 Iteration 9Q: 3 clusters Score -68624.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -68630.203125 Penalty: 3189.140869 Iteration 10Q: 3 clusters Score -68630.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 375 members Entering Unmasked Estep Score: -68641.195312 Penalty: 3189.140869 Iteration 11Q: 3 clusters Score -68641.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 378 members Entering Unmasked Estep Score: -68644.875000 Penalty: 3189.140869 Iteration 12Q: 3 clusters Score -68644.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 243 members Mstep: Class 2 contains 377 members Entering Unmasked Estep Score: -68651.320312 Penalty: 3189.140869 Iteration 13Q: 3 clusters Score -68651.32 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 241 members Mstep: Class 2 contains 379 members Entering Unmasked Estep Score: -68652.960938 Penalty: 3189.140869 Iteration 14Q: 3 clusters Score -68652.96 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 239 members Mstep: Class 2 contains 381 members Entering Unmasked Estep Score: -68655.492188 Penalty: 3189.140869 Iteration 15Q: 3 clusters Score -68655.49 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 384 members Entering Unmasked Estep Score: -68659.070312 Penalty: 3189.140869 Iteration 16Q: 3 clusters Score -68659.07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 388 members Entering Unmasked Estep Score: -68664.406250 Penalty: 3189.140869 Iteration 17Q: 3 clusters Score -68664.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 231 members Mstep: Class 2 contains 389 members Entering Unmasked Estep Score: -68665.218750 Penalty: 3189.140869 Iteration 18Q: 3 clusters Score -68665.22 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 392 members Entering Unmasked Estep Score: -68669.726562 Penalty: 3189.140869 Iteration 19Q: 3 clusters Score -68669.73 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 397 members Entering Unmasked Estep Score: -68680.015625 Penalty: 3189.140869 Iteration 20F: 3 clusters Score -68680.02 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 403 members Entering Unmasked Estep Score: -68696.554688 Penalty: 3189.140869 Iteration 21Q: 3 clusters Score -68696.55 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 406 members Entering Unmasked Estep Score: -68700.289062 Penalty: 3189.140869 Iteration 22Q: 3 clusters Score -68700.29 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 411 members Entering Unmasked Estep Score: -68709.429688 Penalty: 3189.140869 Iteration 23Q: 3 clusters Score -68709.43 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 412 members Entering Unmasked Estep Score: -68714.960938 Penalty: 3189.140869 Iteration 24Q: 3 clusters Score -68714.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -68716.679688 Penalty: 3189.140869 Iteration 25Q: 3 clusters Score -68716.68 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 413 members Entering Unmasked Estep Score: -68716.679688 Penalty: 3189.140869 Iteration 26F: 3 clusters Score -68716.68 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (40630 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40630 members Entering Unmasked Estep Score: -5248046.500000 Penalty: 2631.840820 Iteration 0F: 2 clusters Score -5248046 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20229 members Mstep: Class 2 contains 20401 members Entering Unmasked Estep Score: -5220615.500000 Penalty: 5263.681641 Iteration 0F: 3 clusters Score -5220616 nChanged 18530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19271 members Mstep: Class 2 contains 21359 members Entering Unmasked Estep Score: -5230757.500000 Penalty: 5263.681641 Iteration 1F: 3 clusters Score -5230758 nChanged 1737 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18604 members Mstep: Class 2 contains 22026 members Entering Unmasked Estep Score: -5231389.500000 Penalty: 5263.681641 Iteration 2Q: 3 clusters Score -5231390 nChanged 1926 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17620 members Mstep: Class 2 contains 23010 members Entering Unmasked Estep Score: -5232190.500000 Penalty: 5263.681641 Iteration 3Q: 3 clusters Score -5232190 nChanged 2215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16171 members Mstep: Class 2 contains 24459 members Entering Unmasked Estep Score: -5233275.000000 Penalty: 5263.681641 Iteration 4F: 3 clusters Score -5233275 nChanged 2591 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14152 members Mstep: Class 2 contains 26478 members Entering Unmasked Estep Score: -5234860.000000 Penalty: 5263.681641 Iteration 5F: 3 clusters Score -5234860 nChanged 2982 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11670 members Mstep: Class 2 contains 28960 members Entering Unmasked Estep Score: -5237100.000000 Penalty: 5263.681641 Iteration 6F: 3 clusters Score -5237100 nChanged 3115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8981 members Mstep: Class 2 contains 31649 members Entering Unmasked Estep Score: -5239848.000000 Penalty: 5263.681641 Iteration 7F: 3 clusters Score -5239848 nChanged 2735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6630 members Mstep: Class 2 contains 34000 members Entering Unmasked Estep Score: -5242486.000000 Penalty: 5263.681641 Iteration 8F: 3 clusters Score -5242486 nChanged 1916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5098 members Mstep: Class 2 contains 35532 members Entering Unmasked Estep Score: -5244383.000000 Penalty: 5263.681641 Iteration 9Q: 3 clusters Score -5244383 nChanged 1138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4312 members Mstep: Class 2 contains 36318 members Entering Unmasked Estep Score: -5245324.500000 Penalty: 5263.681641 Iteration 10Q: 3 clusters Score -5245324 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3931 members Mstep: Class 2 contains 36699 members Entering Unmasked Estep Score: -5245757.500000 Penalty: 5263.681641 Iteration 11Q: 3 clusters Score -5245758 nChanged 420 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3699 members Mstep: Class 2 contains 36931 members Entering Unmasked Estep Score: -5245954.000000 Penalty: 5263.681641 Iteration 12Q: 3 clusters Score -5245954 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3507 members Mstep: Class 2 contains 37123 members Entering Unmasked Estep Score: -5246094.000000 Penalty: 5263.681641 Iteration 13Q: 3 clusters Score -5246094 nChanged 194 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3363 members Mstep: Class 2 contains 37267 members Entering Unmasked Estep Score: -5246163.500000 Penalty: 5263.681641 Iteration 14Q: 3 clusters Score -5246164 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3239 members Mstep: Class 2 contains 37391 members Entering Unmasked Estep Score: -5246203.000000 Penalty: 5263.681641 Iteration 15Q: 3 clusters Score -5246203 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3145 members Mstep: Class 2 contains 37485 members Entering Unmasked Estep Score: -5246238.000000 Penalty: 5263.681641 Iteration 16Q: 3 clusters Score -5246238 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3066 members Mstep: Class 2 contains 37564 members Entering Unmasked Estep Score: -5246263.000000 Penalty: 5263.681641 Iteration 17Q: 3 clusters Score -5246263 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3006 members Mstep: Class 2 contains 37624 members Entering Unmasked Estep Score: -5246272.000000 Penalty: 5263.681641 Iteration 18Q: 3 clusters Score -5246272 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2961 members Mstep: Class 2 contains 37669 members Entering Unmasked Estep Score: -5246283.000000 Penalty: 5263.681641 Iteration 19Q: 3 clusters Score -5246283 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2927 members Mstep: Class 2 contains 37703 members Entering Unmasked Estep Score: -5246296.000000 Penalty: 5263.681641 Iteration 20F: 3 clusters Score -5246296 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2904 members Mstep: Class 2 contains 37726 members Entering Unmasked Estep Score: -5246304.000000 Penalty: 5263.681641 Iteration 21Q: 3 clusters Score -5246304 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2884 members Mstep: Class 2 contains 37746 members Entering Unmasked Estep Score: -5246307.000000 Penalty: 5263.681641 Iteration 22Q: 3 clusters Score -5246307 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2861 members Mstep: Class 2 contains 37769 members Entering Unmasked Estep Score: -5246313.500000 Penalty: 5263.681641 Iteration 23Q: 3 clusters Score -5246314 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2841 members Mstep: Class 2 contains 37789 members Entering Unmasked Estep Score: -5246310.000000 Penalty: 5263.681641 Iteration 24Q: 3 clusters Score -5246310 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2827 members Mstep: Class 2 contains 37803 members Entering Unmasked Estep Score: -5246305.000000 Penalty: 5263.681641 Iteration 25Q: 3 clusters Score -5246305 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2809 members Mstep: Class 2 contains 37821 members Entering Unmasked Estep Score: -5246324.000000 Penalty: 5263.681641 Iteration 26Q: 3 clusters Score -5246324 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2789 members Mstep: Class 2 contains 37841 members Entering Unmasked Estep Score: -5246321.000000 Penalty: 5263.681641 Iteration 27Q: 3 clusters Score -5246321 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2779 members Mstep: Class 2 contains 37851 members Entering Unmasked Estep Score: -5246322.500000 Penalty: 5263.681641 Iteration 28Q: 3 clusters Score -5246322 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2763 members Mstep: Class 2 contains 37867 members Entering Unmasked Estep Score: -5246327.000000 Penalty: 5263.681641 Iteration 29Q: 3 clusters Score -5246327 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 37887 members Entering Unmasked Estep Score: -5246324.000000 Penalty: 5263.681641 Iteration 30Q: 3 clusters Score -5246324 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 37899 members Entering Unmasked Estep Score: -5246319.500000 Penalty: 5263.681641 Iteration 31Q: 3 clusters Score -5246320 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 37909 members Entering Unmasked Estep Score: -5246322.500000 Penalty: 5263.681641 Iteration 32Q: 3 clusters Score -5246322 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2714 members Mstep: Class 2 contains 37916 members Entering Unmasked Estep Score: -5246317.500000 Penalty: 5263.681641 Iteration 33Q: 3 clusters Score -5246318 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2711 members Mstep: Class 2 contains 37919 members Entering Unmasked Estep Score: -5246311.000000 Penalty: 5263.681641 Iteration 34Q: 3 clusters Score -5246311 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2705 members Mstep: Class 2 contains 37925 members Entering Unmasked Estep Score: -5246317.000000 Penalty: 5263.681641 Iteration 35Q: 3 clusters Score -5246317 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2701 members Mstep: Class 2 contains 37929 members Entering Unmasked Estep Score: -5246315.500000 Penalty: 5263.681641 Iteration 36Q: 3 clusters Score -5246316 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2695 members Mstep: Class 2 contains 37935 members Entering Unmasked Estep Score: -5246322.000000 Penalty: 5263.681641 Iteration 37Q: 3 clusters Score -5246322 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2694 members Mstep: Class 2 contains 37936 members Entering Unmasked Estep Score: -5246315.500000 Penalty: 5263.681641 Iteration 38Q: 3 clusters Score -5246316 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2691 members Mstep: Class 2 contains 37939 members Entering Unmasked Estep Score: -5246316.000000 Penalty: 5263.681641 Iteration 39Q: 3 clusters Score -5246316 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2690 members Mstep: Class 2 contains 37940 members Entering Unmasked Estep Score: -5246311.500000 Penalty: 5263.681641 Iteration 40F: 3 clusters Score -5246312 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1861 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Entering Unmasked Estep Score: -235908.171875 Penalty: 1867.159546 Iteration 0F: 2 clusters Score -235908.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 975 members Entering Unmasked Estep Score: -233390.000000 Penalty: 3734.319092 Iteration 0F: 3 clusters Score -233390 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 810 members Mstep: Class 2 contains 1051 members Entering Unmasked Estep Score: -233781.812500 Penalty: 3734.319092 Iteration 1F: 3 clusters Score -233781.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 764 members Mstep: Class 2 contains 1097 members Entering Unmasked Estep Score: -233890.718750 Penalty: 3734.319092 Iteration 2F: 3 clusters Score -233890.7 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 1132 members Entering Unmasked Estep Score: -233951.718750 Penalty: 3734.319092 Iteration 3Q: 3 clusters Score -233951.7 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 1159 members Entering Unmasked Estep Score: -233988.609375 Penalty: 3734.319092 Iteration 4Q: 3 clusters Score -233988.6 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 683 members Mstep: Class 2 contains 1178 members Entering Unmasked Estep Score: -234008.140625 Penalty: 3734.319092 Iteration 5Q: 3 clusters Score -234008.1 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 669 members Mstep: Class 2 contains 1192 members Entering Unmasked Estep Score: -234035.484375 Penalty: 3734.319092 Iteration 6Q: 3 clusters Score -234035.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 1205 members Entering Unmasked Estep Score: -234055.234375 Penalty: 3734.319092 Iteration 7Q: 3 clusters Score -234055.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 646 members Mstep: Class 2 contains 1215 members Entering Unmasked Estep Score: -234066.906250 Penalty: 3734.319092 Iteration 8Q: 3 clusters Score -234066.9 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 634 members Mstep: Class 2 contains 1227 members Entering Unmasked Estep Score: -234083.765625 Penalty: 3734.319092 Iteration 9Q: 3 clusters Score -234083.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 623 members Mstep: Class 2 contains 1238 members Entering Unmasked Estep Score: -234095.093750 Penalty: 3734.319092 Iteration 10Q: 3 clusters Score -234095.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 1242 members Entering Unmasked Estep Score: -234101.765625 Penalty: 3734.319092 Iteration 11Q: 3 clusters Score -234101.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 615 members Mstep: Class 2 contains 1246 members Entering Unmasked Estep Score: -234107.578125 Penalty: 3734.319092 Iteration 12Q: 3 clusters Score -234107.6 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 610 members Mstep: Class 2 contains 1251 members Entering Unmasked Estep Score: -234110.406250 Penalty: 3734.319092 Iteration 13Q: 3 clusters Score -234110.4 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 1253 members Entering Unmasked Estep Score: -234111.765625 Penalty: 3734.319092 Iteration 14Q: 3 clusters Score -234111.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 1259 members Entering Unmasked Estep Score: -234116.937500 Penalty: 3734.319092 Iteration 15Q: 3 clusters Score -234116.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -234120.343750 Penalty: 3734.319092 Iteration 16Q: 3 clusters Score -234120.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 597 members Mstep: Class 2 contains 1264 members Entering Unmasked Estep Score: -234122.687500 Penalty: 3734.319092 Iteration 17Q: 3 clusters Score -234122.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 1267 members Entering Unmasked Estep Score: -234124.984375 Penalty: 3734.319092 Iteration 18Q: 3 clusters Score -234125 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 593 members Mstep: Class 2 contains 1268 members Entering Unmasked Estep Score: -234126.500000 Penalty: 3734.319092 Iteration 19Q: 3 clusters Score -234126.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 1269 members Entering Unmasked Estep Score: -234127.187500 Penalty: 3734.319092 Iteration 20F: 3 clusters Score -234127.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 589 members Mstep: Class 2 contains 1272 members Entering Unmasked Estep Score: -234130.765625 Penalty: 3734.319092 Iteration 21Q: 3 clusters Score -234130.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 587 members Mstep: Class 2 contains 1274 members Entering Unmasked Estep Score: -234132.265625 Penalty: 3734.319092 Iteration 22Q: 3 clusters Score -234132.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -234132.968750 Penalty: 3734.319092 Iteration 23Q: 3 clusters Score -234133 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 586 members Mstep: Class 2 contains 1275 members Entering Unmasked Estep Score: -234134.796875 Penalty: 3734.319092 Iteration 24Q: 3 clusters Score -234134.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 1276 members Entering Unmasked Estep Score: -234135.531250 Penalty: 3734.319092 Iteration 25Q: 3 clusters Score -234135.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -234136.890625 Penalty: 3734.319092 Iteration 26Q: 3 clusters Score -234136.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 582 members Mstep: Class 2 contains 1279 members Entering Unmasked Estep Score: -234136.890625 Penalty: 3734.319092 Iteration 27F: 3 clusters Score -234136.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1172 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Entering Unmasked Estep Score: -148835.500000 Penalty: 1752.483765 Iteration 0F: 2 clusters Score -148835.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 608 members Mstep: Class 2 contains 564 members Entering Unmasked Estep Score: -146763.515625 Penalty: 3504.967529 Iteration 0F: 3 clusters Score -146763.5 nChanged 322 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 618 members Mstep: Class 2 contains 554 members Entering Unmasked Estep Score: -147057.156250 Penalty: 3504.967529 Iteration 1F: 3 clusters Score -147057.2 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 540 members Entering Unmasked Estep Score: -147145.562500 Penalty: 3504.967529 Iteration 2F: 3 clusters Score -147145.6 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 639 members Mstep: Class 2 contains 533 members Entering Unmasked Estep Score: -147194.546875 Penalty: 3504.967529 Iteration 3Q: 3 clusters Score -147194.5 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 641 members Mstep: Class 2 contains 531 members Entering Unmasked Estep Score: -147222.828125 Penalty: 3504.967529 Iteration 4Q: 3 clusters Score -147222.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 643 members Mstep: Class 2 contains 529 members Entering Unmasked Estep Score: -147240.187500 Penalty: 3504.967529 Iteration 5Q: 3 clusters Score -147240.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 644 members Mstep: Class 2 contains 528 members Entering Unmasked Estep Score: -147250.218750 Penalty: 3504.967529 Iteration 6Q: 3 clusters Score -147250.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 645 members Mstep: Class 2 contains 527 members Entering Unmasked Estep Score: -147256.718750 Penalty: 3504.967529 Iteration 7Q: 3 clusters Score -147256.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 647 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -147262.703125 Penalty: 3504.967529 Iteration 8Q: 3 clusters Score -147262.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -147268.843750 Penalty: 3504.967529 Iteration 9Q: 3 clusters Score -147268.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -147272.937500 Penalty: 3504.967529 Iteration 10Q: 3 clusters Score -147272.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -147274.062500 Penalty: 3504.967529 Iteration 11Q: 3 clusters Score -147274.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -147276.812500 Penalty: 3504.967529 Iteration 12Q: 3 clusters Score -147276.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 655 members Mstep: Class 2 contains 517 members Entering Unmasked Estep Score: -147279.062500 Penalty: 3504.967529 Iteration 13Q: 3 clusters Score -147279.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 654 members Mstep: Class 2 contains 518 members Entering Unmasked Estep Score: -147279.531250 Penalty: 3504.967529 Iteration 14Q: 3 clusters Score -147279.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 519 members Entering Unmasked Estep Score: -147280.437500 Penalty: 3504.967529 Iteration 15Q: 3 clusters Score -147280.4 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 652 members Mstep: Class 2 contains 520 members Entering Unmasked Estep Score: -147281.640625 Penalty: 3504.967529 Iteration 16Q: 3 clusters Score -147281.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 521 members Entering Unmasked Estep Score: -147282.218750 Penalty: 3504.967529 Iteration 17Q: 3 clusters Score -147282.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -147285.703125 Penalty: 3504.967529 Iteration 18Q: 3 clusters Score -147285.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -147289.296875 Penalty: 3504.967529 Iteration 19Q: 3 clusters Score -147289.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 524 members Entering Unmasked Estep Score: -147292.875000 Penalty: 3504.967529 Iteration 20F: 3 clusters Score -147292.9 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -147297.281250 Penalty: 3504.967529 Iteration 21Q: 3 clusters Score -147297.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 649 members Mstep: Class 2 contains 523 members Entering Unmasked Estep Score: -147300.593750 Penalty: 3504.967529 Iteration 22Q: 3 clusters Score -147300.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -147304.296875 Penalty: 3504.967529 Iteration 23Q: 3 clusters Score -147304.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 650 members Mstep: Class 2 contains 522 members Entering Unmasked Estep Score: -147304.296875 Penalty: 3504.967529 Iteration 24F: 3 clusters Score -147304.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (533 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Entering Unmasked Estep Score: -62709.703125 Penalty: 1557.073364 Iteration 0F: 2 clusters Score -62709.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 252 members Entering Unmasked Estep Score: -61144.058594 Penalty: 3114.146729 Iteration 0F: 3 clusters Score -61144.06 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 283 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -61319.195312 Penalty: 3114.146729 Iteration 1F: 3 clusters Score -61319.2 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -61380.109375 Penalty: 3114.146729 Iteration 2Q: 3 clusters Score -61380.11 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 247 members Entering Unmasked Estep Score: -61424.511719 Penalty: 3114.146729 Iteration 3Q: 3 clusters Score -61424.51 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 246 members Entering Unmasked Estep Score: -61460.312500 Penalty: 3114.146729 Iteration 4Q: 3 clusters Score -61460.31 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -61481.847656 Penalty: 3114.146729 Iteration 5Q: 3 clusters Score -61481.85 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -61494.968750 Penalty: 3114.146729 Iteration 6Q: 3 clusters Score -61494.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -61499.128906 Penalty: 3114.146729 Iteration 7Q: 3 clusters Score -61499.13 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -61500.511719 Penalty: 3114.146729 Iteration 8Q: 3 clusters Score -61500.51 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 289 members Mstep: Class 2 contains 244 members Entering Unmasked Estep Score: -61500.511719 Penalty: 3114.146729 Iteration 9F: 3 clusters Score -61500.51 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (465 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Entering Unmasked Estep Score: -54139.875000 Penalty: 1523.225220 Iteration 0F: 2 clusters Score -54139.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -52661.687500 Penalty: 3046.450439 Iteration 0F: 3 clusters Score -52661.69 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -52840.437500 Penalty: 3046.450439 Iteration 1F: 3 clusters Score -52840.44 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -52902.558594 Penalty: 3046.450439 Iteration 2F: 3 clusters Score -52902.56 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -52918.984375 Penalty: 3046.450439 Iteration 3Q: 3 clusters Score -52918.98 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -52928.277344 Penalty: 3046.450439 Iteration 4Q: 3 clusters Score -52928.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -52938.339844 Penalty: 3046.450439 Iteration 5Q: 3 clusters Score -52938.34 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -52938.339844 Penalty: 3046.450439 Iteration 6F: 3 clusters Score -52938.34 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2832 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2832 members Entering Unmasked Estep Score: -349678.812500 Penalty: 1971.287109 Iteration 0F: 2 clusters Score -349678.8 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -346487.250000 Penalty: 3942.574219 Iteration 0F: 3 clusters Score -346487.2 nChanged 972 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1464 members Entering Unmasked Estep Score: -347091.906250 Penalty: 3942.574219 Iteration 1F: 3 clusters Score -347091.9 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1324 members Mstep: Class 2 contains 1508 members Entering Unmasked Estep Score: -347285.968750 Penalty: 3942.574219 Iteration 2F: 3 clusters Score -347286 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1294 members Mstep: Class 2 contains 1538 members Entering Unmasked Estep Score: -347386.781250 Penalty: 3942.574219 Iteration 3F: 3 clusters Score -347386.8 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1276 members Mstep: Class 2 contains 1556 members Entering Unmasked Estep Score: -347462.968750 Penalty: 3942.574219 Iteration 4Q: 3 clusters Score -347463 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1252 members Mstep: Class 2 contains 1580 members Entering Unmasked Estep Score: -347551.781250 Penalty: 3942.574219 Iteration 5Q: 3 clusters Score -347551.8 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1215 members Mstep: Class 2 contains 1617 members Entering Unmasked Estep Score: -347642.687500 Penalty: 3942.574219 Iteration 6Q: 3 clusters Score -347642.7 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1187 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -347781.312500 Penalty: 3942.574219 Iteration 7Q: 3 clusters Score -347781.3 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1161 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -347950.281250 Penalty: 3942.574219 Iteration 8Q: 3 clusters Score -347950.3 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -348127.656250 Penalty: 3942.574219 Iteration 9Q: 3 clusters Score -348127.7 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -348282.843750 Penalty: 3942.574219 Iteration 10Q: 3 clusters Score -348282.8 nChanged 122 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1176 members Mstep: Class 2 contains 1656 members Entering Unmasked Estep Score: -348441.656250 Penalty: 3942.574219 Iteration 11Q: 3 clusters Score -348441.7 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1171 members Mstep: Class 2 contains 1661 members Entering Unmasked Estep Score: -348566.406250 Penalty: 3942.574219 Iteration 12Q: 3 clusters Score -348566.4 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1174 members Mstep: Class 2 contains 1658 members Entering Unmasked Estep Score: -348683.593750 Penalty: 3942.574219 Iteration 13Q: 3 clusters Score -348683.6 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1167 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -348762.781250 Penalty: 3942.574219 Iteration 14Q: 3 clusters Score -348762.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1162 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -348814.812500 Penalty: 3942.574219 Iteration 15Q: 3 clusters Score -348814.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1159 members Mstep: Class 2 contains 1673 members Entering Unmasked Estep Score: -348836.718750 Penalty: 3942.574219 Iteration 16Q: 3 clusters Score -348836.7 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -348843.468750 Penalty: 3942.574219 Iteration 17Q: 3 clusters Score -348843.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1168 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -348849.156250 Penalty: 3942.574219 Iteration 18Q: 3 clusters Score -348849.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Mstep: Class 2 contains 1660 members Entering Unmasked Estep Score: -348852.312500 Penalty: 3942.574219 Iteration 19Q: 3 clusters Score -348852.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1173 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -348852.781250 Penalty: 3942.574219 Iteration 20F: 3 clusters Score -348852.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (24768 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24768 members Entering Unmasked Estep Score: -3172879.250000 Penalty: 2509.092285 Iteration 0F: 2 clusters Score -3172879 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12385 members Mstep: Class 2 contains 12383 members Entering Unmasked Estep Score: -3155710.000000 Penalty: 5018.184570 Iteration 0F: 3 clusters Score -3155710 nChanged 11014 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12283 members Mstep: Class 2 contains 12485 members Entering Unmasked Estep Score: -3161912.250000 Penalty: 5018.184570 Iteration 1F: 3 clusters Score -3161912 nChanged 1271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12172 members Mstep: Class 2 contains 12596 members Entering Unmasked Estep Score: -3162389.000000 Penalty: 5018.184570 Iteration 2F: 3 clusters Score -3162389 nChanged 1126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12016 members Mstep: Class 2 contains 12752 members Entering Unmasked Estep Score: -3162880.250000 Penalty: 5018.184570 Iteration 3Q: 3 clusters Score -3162880 nChanged 1104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11852 members Mstep: Class 2 contains 12916 members Entering Unmasked Estep Score: -3163373.750000 Penalty: 5018.184570 Iteration 4Q: 3 clusters Score -3163374 nChanged 1050 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11640 members Mstep: Class 2 contains 13128 members Entering Unmasked Estep Score: -3163808.750000 Penalty: 5018.184570 Iteration 5Q: 3 clusters Score -3163809 nChanged 1033 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11333 members Mstep: Class 2 contains 13435 members Entering Unmasked Estep Score: -3164186.250000 Penalty: 5018.184570 Iteration 6Q: 3 clusters Score -3164186 nChanged 899 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10934 members Mstep: Class 2 contains 13834 members Entering Unmasked Estep Score: -3164558.500000 Penalty: 5018.184570 Iteration 7Q: 3 clusters Score -3164558 nChanged 964 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10352 members Mstep: Class 2 contains 14416 members Entering Unmasked Estep Score: -3165020.500000 Penalty: 5018.184570 Iteration 8Q: 3 clusters Score -3165020 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9606 members Mstep: Class 2 contains 15162 members Entering Unmasked Estep Score: -3165613.250000 Penalty: 5018.184570 Iteration 9Q: 3 clusters Score -3165613 nChanged 1142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8722 members Mstep: Class 2 contains 16046 members Entering Unmasked Estep Score: -3166246.000000 Penalty: 5018.184570 Iteration 10Q: 3 clusters Score -3166246 nChanged 1127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7779 members Mstep: Class 2 contains 16989 members Entering Unmasked Estep Score: -3166914.500000 Penalty: 5018.184570 Iteration 11Q: 3 clusters Score -3166914 nChanged 1070 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6857 members Mstep: Class 2 contains 17911 members Entering Unmasked Estep Score: -3167570.000000 Penalty: 5018.184570 Iteration 12Q: 3 clusters Score -3167570 nChanged 1029 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5936 members Mstep: Class 2 contains 18832 members Entering Unmasked Estep Score: -3168284.750000 Penalty: 5018.184570 Iteration 13Q: 3 clusters Score -3168285 nChanged 937 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 19687 members Entering Unmasked Estep Score: -3168980.250000 Penalty: 5018.184570 Iteration 14Q: 3 clusters Score -3168980 nChanged 787 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4390 members Mstep: Class 2 contains 20378 members Entering Unmasked Estep Score: -3169588.000000 Penalty: 5018.184570 Iteration 15Q: 3 clusters Score -3169588 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3834 members Mstep: Class 2 contains 20934 members Entering Unmasked Estep Score: -3170052.500000 Penalty: 5018.184570 Iteration 16Q: 3 clusters Score -3170052 nChanged 451 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3419 members Mstep: Class 2 contains 21349 members Entering Unmasked Estep Score: -3170390.250000 Penalty: 5018.184570 Iteration 17Q: 3 clusters Score -3170390 nChanged 370 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3071 members Mstep: Class 2 contains 21697 members Entering Unmasked Estep Score: -3170629.500000 Penalty: 5018.184570 Iteration 18Q: 3 clusters Score -3170630 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2798 members Mstep: Class 2 contains 21970 members Entering Unmasked Estep Score: -3170792.250000 Penalty: 5018.184570 Iteration 19Q: 3 clusters Score -3170792 nChanged 230 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 22194 members Entering Unmasked Estep Score: -3170950.000000 Penalty: 5018.184570 Iteration 20F: 3 clusters Score -3170950 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2366 members Mstep: Class 2 contains 22402 members Entering Unmasked Estep Score: -3171140.000000 Penalty: 5018.184570 Iteration 21Q: 3 clusters Score -3171140 nChanged 183 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 22581 members Entering Unmasked Estep Score: -3171278.000000 Penalty: 5018.184570 Iteration 22Q: 3 clusters Score -3171278 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2050 members Mstep: Class 2 contains 22718 members Entering Unmasked Estep Score: -3171354.250000 Penalty: 5018.184570 Iteration 23Q: 3 clusters Score -3171354 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1951 members Mstep: Class 2 contains 22817 members Entering Unmasked Estep Score: -3171406.000000 Penalty: 5018.184570 Iteration 24Q: 3 clusters Score -3171406 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1868 members Mstep: Class 2 contains 22900 members Entering Unmasked Estep Score: -3171454.000000 Penalty: 5018.184570 Iteration 25Q: 3 clusters Score -3171454 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1798 members Mstep: Class 2 contains 22970 members Entering Unmasked Estep Score: -3171497.000000 Penalty: 5018.184570 Iteration 26Q: 3 clusters Score -3171497 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 23027 members Entering Unmasked Estep Score: -3171513.000000 Penalty: 5018.184570 Iteration 27Q: 3 clusters Score -3171513 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1692 members Mstep: Class 2 contains 23076 members Entering Unmasked Estep Score: -3171537.750000 Penalty: 5018.184570 Iteration 28Q: 3 clusters Score -3171538 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1651 members Mstep: Class 2 contains 23117 members Entering Unmasked Estep Score: -3171558.000000 Penalty: 5018.184570 Iteration 29Q: 3 clusters Score -3171558 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1614 members Mstep: Class 2 contains 23154 members Entering Unmasked Estep Score: -3171577.250000 Penalty: 5018.184570 Iteration 30Q: 3 clusters Score -3171577 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 23182 members Entering Unmasked Estep Score: -3171584.250000 Penalty: 5018.184570 Iteration 31Q: 3 clusters Score -3171584 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1568 members Mstep: Class 2 contains 23200 members Entering Unmasked Estep Score: -3171592.250000 Penalty: 5018.184570 Iteration 32Q: 3 clusters Score -3171592 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 23215 members Entering Unmasked Estep Score: -3171594.000000 Penalty: 5018.184570 Iteration 33Q: 3 clusters Score -3171594 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1537 members Mstep: Class 2 contains 23231 members Entering Unmasked Estep Score: -3171601.250000 Penalty: 5018.184570 Iteration 34Q: 3 clusters Score -3171601 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1519 members Mstep: Class 2 contains 23249 members Entering Unmasked Estep Score: -3171601.750000 Penalty: 5018.184570 Iteration 35Q: 3 clusters Score -3171602 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1513 members Mstep: Class 2 contains 23255 members Entering Unmasked Estep Score: -3171607.250000 Penalty: 5018.184570 Iteration 36Q: 3 clusters Score -3171607 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1507 members Mstep: Class 2 contains 23261 members Entering Unmasked Estep Score: -3171610.500000 Penalty: 5018.184570 Iteration 37Q: 3 clusters Score -3171610 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1503 members Mstep: Class 2 contains 23265 members Entering Unmasked Estep Score: -3171613.750000 Penalty: 5018.184570 Iteration 38Q: 3 clusters Score -3171614 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1498 members Mstep: Class 2 contains 23270 members Entering Unmasked Estep Score: -3171612.500000 Penalty: 5018.184570 Iteration 39Q: 3 clusters Score -3171612 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 23276 members Entering Unmasked Estep Score: -3171611.000000 Penalty: 5018.184570 Iteration 40F: 3 clusters Score -3171611 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1487 members Mstep: Class 2 contains 23281 members Entering Unmasked Estep Score: -3171612.000000 Penalty: 5018.184570 Iteration 41Q: 3 clusters Score -3171612 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1483 members Mstep: Class 2 contains 23285 members Entering Unmasked Estep Score: -3171612.750000 Penalty: 5018.184570 Iteration 42Q: 3 clusters Score -3171613 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 23289 members Entering Unmasked Estep Score: -3171612.250000 Penalty: 5018.184570 Iteration 43Q: 3 clusters Score -3171612 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 23292 members Entering Unmasked Estep Score: -3171617.000000 Penalty: 5018.184570 Iteration 44Q: 3 clusters Score -3171617 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1475 members Mstep: Class 2 contains 23293 members Entering Unmasked Estep Score: -3171614.500000 Penalty: 5018.184570 Iteration 45Q: 3 clusters Score -3171614 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 23294 members Entering Unmasked Estep Score: -3171617.000000 Penalty: 5018.184570 Iteration 46Q: 3 clusters Score -3171617 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1472 members Mstep: Class 2 contains 23296 members Entering Unmasked Estep Score: -3171615.750000 Penalty: 5018.184570 Iteration 47Q: 3 clusters Score -3171616 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1471 members Mstep: Class 2 contains 23297 members Entering Unmasked Estep Score: -3171613.000000 Penalty: 5018.184570 Iteration 48Q: 3 clusters Score -3171613 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1467 members Mstep: Class 2 contains 23301 members Entering Unmasked Estep Score: -3171615.000000 Penalty: 5018.184570 Iteration 49Q: 3 clusters Score -3171615 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1464 members Mstep: Class 2 contains 23304 members Entering Unmasked Estep Score: -3171611.000000 Penalty: 5018.184570 Iteration 50Q: 3 clusters Score -3171611 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 23305 members Entering Unmasked Estep Score: -3171611.000000 Penalty: 5018.184570 Iteration 51Q: 3 clusters Score -3171611 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1463 members Mstep: Class 2 contains 23305 members Entering Unmasked Estep Score: -3171611.000000 Penalty: 5018.184570 Iteration 52F: 3 clusters Score -3171611 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (20353 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20353 members Entering Unmasked Estep Score: -2624763.750000 Penalty: 2460.403809 Iteration 0F: 2 clusters Score -2624764 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10120 members Mstep: Class 2 contains 10233 members Entering Unmasked Estep Score: -2610387.000000 Penalty: 4920.807617 Iteration 0F: 3 clusters Score -2610387 nChanged 9003 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10051 members Mstep: Class 2 contains 10302 members Entering Unmasked Estep Score: -2615357.500000 Penalty: 4920.807617 Iteration 1F: 3 clusters Score -2615358 nChanged 1095 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9978 members Mstep: Class 2 contains 10375 members Entering Unmasked Estep Score: -2615819.750000 Penalty: 4920.807617 Iteration 2F: 3 clusters Score -2615820 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9904 members Mstep: Class 2 contains 10449 members Entering Unmasked Estep Score: -2616258.000000 Penalty: 4920.807617 Iteration 3Q: 3 clusters Score -2616258 nChanged 910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9752 members Mstep: Class 2 contains 10601 members Entering Unmasked Estep Score: -2616632.500000 Penalty: 4920.807617 Iteration 4Q: 3 clusters Score -2616632 nChanged 832 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9610 members Mstep: Class 2 contains 10743 members Entering Unmasked Estep Score: -2616992.250000 Penalty: 4920.807617 Iteration 5Q: 3 clusters Score -2616992 nChanged 807 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9393 members Mstep: Class 2 contains 10960 members Entering Unmasked Estep Score: -2617333.750000 Penalty: 4920.807617 Iteration 6Q: 3 clusters Score -2617334 nChanged 736 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9187 members Mstep: Class 2 contains 11166 members Entering Unmasked Estep Score: -2617632.750000 Penalty: 4920.807617 Iteration 7Q: 3 clusters Score -2617633 nChanged 709 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8942 members Mstep: Class 2 contains 11411 members Entering Unmasked Estep Score: -2617938.250000 Penalty: 4920.807617 Iteration 8Q: 3 clusters Score -2617938 nChanged 734 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8662 members Mstep: Class 2 contains 11691 members Entering Unmasked Estep Score: -2618305.250000 Penalty: 4920.807617 Iteration 9Q: 3 clusters Score -2618305 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8331 members Mstep: Class 2 contains 12022 members Entering Unmasked Estep Score: -2618678.000000 Penalty: 4920.807617 Iteration 10Q: 3 clusters Score -2618678 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7982 members Mstep: Class 2 contains 12371 members Entering Unmasked Estep Score: -2619041.500000 Penalty: 4920.807617 Iteration 11Q: 3 clusters Score -2619042 nChanged 729 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7621 members Mstep: Class 2 contains 12732 members Entering Unmasked Estep Score: -2619375.000000 Penalty: 4920.807617 Iteration 12Q: 3 clusters Score -2619375 nChanged 612 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7287 members Mstep: Class 2 contains 13066 members Entering Unmasked Estep Score: -2619673.000000 Penalty: 4920.807617 Iteration 13Q: 3 clusters Score -2619673 nChanged 557 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6968 members Mstep: Class 2 contains 13385 members Entering Unmasked Estep Score: -2619909.500000 Penalty: 4920.807617 Iteration 14Q: 3 clusters Score -2619910 nChanged 462 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6692 members Mstep: Class 2 contains 13661 members Entering Unmasked Estep Score: -2620078.500000 Penalty: 4920.807617 Iteration 15Q: 3 clusters Score -2620078 nChanged 379 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6415 members Mstep: Class 2 contains 13938 members Entering Unmasked Estep Score: -2620210.000000 Penalty: 4920.807617 Iteration 16Q: 3 clusters Score -2620210 nChanged 348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6141 members Mstep: Class 2 contains 14212 members Entering Unmasked Estep Score: -2620326.250000 Penalty: 4920.807617 Iteration 17Q: 3 clusters Score -2620326 nChanged 285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5886 members Mstep: Class 2 contains 14467 members Entering Unmasked Estep Score: -2620434.000000 Penalty: 4920.807617 Iteration 18Q: 3 clusters Score -2620434 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5622 members Mstep: Class 2 contains 14731 members Entering Unmasked Estep Score: -2620535.750000 Penalty: 4920.807617 Iteration 19Q: 3 clusters Score -2620536 nChanged 273 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5363 members Mstep: Class 2 contains 14990 members Entering Unmasked Estep Score: -2620629.500000 Penalty: 4920.807617 Iteration 20F: 3 clusters Score -2620630 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5114 members Mstep: Class 2 contains 15239 members Entering Unmasked Estep Score: -2620721.750000 Penalty: 4920.807617 Iteration 21Q: 3 clusters Score -2620722 nChanged 278 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 15497 members Entering Unmasked Estep Score: -2620815.000000 Penalty: 4920.807617 Iteration 22Q: 3 clusters Score -2620815 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4610 members Mstep: Class 2 contains 15743 members Entering Unmasked Estep Score: -2620920.750000 Penalty: 4920.807617 Iteration 23Q: 3 clusters Score -2620921 nChanged 258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4364 members Mstep: Class 2 contains 15989 members Entering Unmasked Estep Score: -2621021.250000 Penalty: 4920.807617 Iteration 24Q: 3 clusters Score -2621021 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4123 members Mstep: Class 2 contains 16230 members Entering Unmasked Estep Score: -2621114.250000 Penalty: 4920.807617 Iteration 25Q: 3 clusters Score -2621114 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3894 members Mstep: Class 2 contains 16459 members Entering Unmasked Estep Score: -2621218.250000 Penalty: 4920.807617 Iteration 26Q: 3 clusters Score -2621218 nChanged 234 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3668 members Mstep: Class 2 contains 16685 members Entering Unmasked Estep Score: -2621321.750000 Penalty: 4920.807617 Iteration 27Q: 3 clusters Score -2621322 nChanged 251 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3429 members Mstep: Class 2 contains 16924 members Entering Unmasked Estep Score: -2621446.500000 Penalty: 4920.807617 Iteration 28Q: 3 clusters Score -2621446 nChanged 260 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3177 members Mstep: Class 2 contains 17176 members Entering Unmasked Estep Score: -2621561.500000 Penalty: 4920.807617 Iteration 29Q: 3 clusters Score -2621562 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2913 members Mstep: Class 2 contains 17440 members Entering Unmasked Estep Score: -2621685.500000 Penalty: 4920.807617 Iteration 30Q: 3 clusters Score -2621686 nChanged 242 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2677 members Mstep: Class 2 contains 17676 members Entering Unmasked Estep Score: -2621798.250000 Penalty: 4920.807617 Iteration 31Q: 3 clusters Score -2621798 nChanged 221 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 17885 members Entering Unmasked Estep Score: -2621909.750000 Penalty: 4920.807617 Iteration 32Q: 3 clusters Score -2621910 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2264 members Mstep: Class 2 contains 18089 members Entering Unmasked Estep Score: -2621991.750000 Penalty: 4920.807617 Iteration 33Q: 3 clusters Score -2621992 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2067 members Mstep: Class 2 contains 18286 members Entering Unmasked Estep Score: -2622094.750000 Penalty: 4920.807617 Iteration 34Q: 3 clusters Score -2622095 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1887 members Mstep: Class 2 contains 18466 members Entering Unmasked Estep Score: -2622193.000000 Penalty: 4920.807617 Iteration 35Q: 3 clusters Score -2622193 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 18622 members Entering Unmasked Estep Score: -2622270.500000 Penalty: 4920.807617 Iteration 36Q: 3 clusters Score -2622270 nChanged 167 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 18787 members Entering Unmasked Estep Score: -2622369.500000 Penalty: 4920.807617 Iteration 37Q: 3 clusters Score -2622370 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 18933 members Entering Unmasked Estep Score: -2622465.750000 Penalty: 4920.807617 Iteration 38Q: 3 clusters Score -2622466 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1279 members Mstep: Class 2 contains 19074 members Entering Unmasked Estep Score: -2622591.250000 Penalty: 4920.807617 Iteration 39Q: 3 clusters Score -2622591 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1146 members Mstep: Class 2 contains 19207 members Entering Unmasked Estep Score: -2622728.750000 Penalty: 4920.807617 Iteration 40F: 3 clusters Score -2622729 nChanged 134 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1042 members Mstep: Class 2 contains 19311 members Entering Unmasked Estep Score: -2622874.250000 Penalty: 4920.807617 Iteration 41Q: 3 clusters Score -2622874 nChanged 105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 975 members Mstep: Class 2 contains 19378 members Entering Unmasked Estep Score: -2622988.250000 Penalty: 4920.807617 Iteration 42Q: 3 clusters Score -2622988 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 19437 members Entering Unmasked Estep Score: -2623102.250000 Penalty: 4920.807617 Iteration 43Q: 3 clusters Score -2623102 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 876 members Mstep: Class 2 contains 19477 members Entering Unmasked Estep Score: -2623170.500000 Penalty: 4920.807617 Iteration 44Q: 3 clusters Score -2623170 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 847 members Mstep: Class 2 contains 19506 members Entering Unmasked Estep Score: -2623225.000000 Penalty: 4920.807617 Iteration 45Q: 3 clusters Score -2623225 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 836 members Mstep: Class 2 contains 19517 members Entering Unmasked Estep Score: -2623271.000000 Penalty: 4920.807617 Iteration 46Q: 3 clusters Score -2623271 nChanged 51 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 825 members Mstep: Class 2 contains 19528 members Entering Unmasked Estep Score: -2623317.250000 Penalty: 4920.807617 Iteration 47Q: 3 clusters Score -2623317 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 826 members Mstep: Class 2 contains 19527 members Entering Unmasked Estep Score: -2623343.500000 Penalty: 4920.807617 Iteration 48Q: 3 clusters Score -2623344 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 19516 members Entering Unmasked Estep Score: -2623358.250000 Penalty: 4920.807617 Iteration 49Q: 3 clusters Score -2623358 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 19516 members Entering Unmasked Estep Score: -2623369.000000 Penalty: 4920.807617 Iteration 50Q: 3 clusters Score -2623369 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 19516 members Entering Unmasked Estep Score: -2623377.000000 Penalty: 4920.807617 Iteration 51Q: 3 clusters Score -2623377 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 19513 members Entering Unmasked Estep Score: -2623379.750000 Penalty: 4920.807617 Iteration 52Q: 3 clusters Score -2623380 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 19511 members Entering Unmasked Estep Score: -2623381.750000 Penalty: 4920.807617 Iteration 53Q: 3 clusters Score -2623382 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 842 members Mstep: Class 2 contains 19511 members Entering Unmasked Estep Score: -2623385.750000 Penalty: 4920.807617 Iteration 54Q: 3 clusters Score -2623386 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 19508 members Entering Unmasked Estep Score: -2623388.500000 Penalty: 4920.807617 Iteration 55Q: 3 clusters Score -2623388 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 845 members Mstep: Class 2 contains 19508 members Entering Unmasked Estep Score: -2623396.000000 Penalty: 4920.807617 Iteration 56F: 3 clusters Score -2623396 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 858 members Mstep: Class 2 contains 19495 members Entering Unmasked Estep Score: -2623406.250000 Penalty: 4920.807617 Iteration 57Q: 3 clusters Score -2623406 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 864 members Mstep: Class 2 contains 19489 members Entering Unmasked Estep Score: -2623417.000000 Penalty: 4920.807617 Iteration 58Q: 3 clusters Score -2623417 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 878 members Mstep: Class 2 contains 19475 members Entering Unmasked Estep Score: -2623435.250000 Penalty: 4920.807617 Iteration 59Q: 3 clusters Score -2623435 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 19458 members Entering Unmasked Estep Score: -2623441.250000 Penalty: 4920.807617 Iteration 60F: 3 clusters Score -2623441 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 19451 members Entering Unmasked Estep Score: -2623453.250000 Penalty: 4920.807617 Iteration 61Q: 3 clusters Score -2623453 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 916 members Mstep: Class 2 contains 19437 members Entering Unmasked Estep Score: -2623456.250000 Penalty: 4920.807617 Iteration 62Q: 3 clusters Score -2623456 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 924 members Mstep: Class 2 contains 19429 members Entering Unmasked Estep Score: -2623461.000000 Penalty: 4920.807617 Iteration 63Q: 3 clusters Score -2623461 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 19415 members Entering Unmasked Estep Score: -2623474.500000 Penalty: 4920.807617 Iteration 64Q: 3 clusters Score -2623474 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 950 members Mstep: Class 2 contains 19403 members Entering Unmasked Estep Score: -2623483.000000 Penalty: 4920.807617 Iteration 65Q: 3 clusters Score -2623483 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 966 members Mstep: Class 2 contains 19387 members Entering Unmasked Estep Score: -2623493.250000 Penalty: 4920.807617 Iteration 66Q: 3 clusters Score -2623493 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 19370 members Entering Unmasked Estep Score: -2623498.500000 Penalty: 4920.807617 Iteration 67Q: 3 clusters Score -2623498 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1000 members Mstep: Class 2 contains 19353 members Entering Unmasked Estep Score: -2623507.000000 Penalty: 4920.807617 Iteration 68Q: 3 clusters Score -2623507 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1021 members Mstep: Class 2 contains 19332 members Entering Unmasked Estep Score: -2623516.250000 Penalty: 4920.807617 Iteration 69Q: 3 clusters Score -2623516 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1037 members Mstep: Class 2 contains 19316 members Entering Unmasked Estep Score: -2623523.250000 Penalty: 4920.807617 Iteration 70Q: 3 clusters Score -2623523 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1050 members Mstep: Class 2 contains 19303 members Entering Unmasked Estep Score: -2623530.500000 Penalty: 4920.807617 Iteration 71Q: 3 clusters Score -2623530 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 19288 members Entering Unmasked Estep Score: -2623539.000000 Penalty: 4920.807617 Iteration 72Q: 3 clusters Score -2623539 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 19269 members Entering Unmasked Estep Score: -2623547.000000 Penalty: 4920.807617 Iteration 73Q: 3 clusters Score -2623547 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1099 members Mstep: Class 2 contains 19254 members Entering Unmasked Estep Score: -2623552.000000 Penalty: 4920.807617 Iteration 74Q: 3 clusters Score -2623552 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1115 members Mstep: Class 2 contains 19238 members Entering Unmasked Estep Score: -2623559.500000 Penalty: 4920.807617 Iteration 75Q: 3 clusters Score -2623560 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1130 members Mstep: Class 2 contains 19223 members Entering Unmasked Estep Score: -2623567.500000 Penalty: 4920.807617 Iteration 76Q: 3 clusters Score -2623568 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 19210 members Entering Unmasked Estep Score: -2623576.500000 Penalty: 4920.807617 Iteration 77Q: 3 clusters Score -2623576 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 19190 members Entering Unmasked Estep Score: -2623584.000000 Penalty: 4920.807617 Iteration 78Q: 3 clusters Score -2623584 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1186 members Mstep: Class 2 contains 19167 members Entering Unmasked Estep Score: -2623599.750000 Penalty: 4920.807617 Iteration 79Q: 3 clusters Score -2623600 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1217 members Mstep: Class 2 contains 19136 members Entering Unmasked Estep Score: -2623625.500000 Penalty: 4920.807617 Iteration 80F: 3 clusters Score -2623626 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 19096 members Entering Unmasked Estep Score: -2623661.250000 Penalty: 4920.807617 Iteration 81Q: 3 clusters Score -2623661 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1313 members Mstep: Class 2 contains 19040 members Entering Unmasked Estep Score: -2623694.000000 Penalty: 4920.807617 Iteration 82Q: 3 clusters Score -2623694 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 19000 members Entering Unmasked Estep Score: -2623715.000000 Penalty: 4920.807617 Iteration 83Q: 3 clusters Score -2623715 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 18954 members Entering Unmasked Estep Score: -2623746.500000 Penalty: 4920.807617 Iteration 84Q: 3 clusters Score -2623746 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1451 members Mstep: Class 2 contains 18902 members Entering Unmasked Estep Score: -2623779.500000 Penalty: 4920.807617 Iteration 85Q: 3 clusters Score -2623780 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1499 members Mstep: Class 2 contains 18854 members Entering Unmasked Estep Score: -2623801.250000 Penalty: 4920.807617 Iteration 86Q: 3 clusters Score -2623801 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 18812 members Entering Unmasked Estep Score: -2623819.000000 Penalty: 4920.807617 Iteration 87Q: 3 clusters Score -2623819 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1578 members Mstep: Class 2 contains 18775 members Entering Unmasked Estep Score: -2623828.000000 Penalty: 4920.807617 Iteration 88Q: 3 clusters Score -2623828 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1616 members Mstep: Class 2 contains 18737 members Entering Unmasked Estep Score: -2623839.500000 Penalty: 4920.807617 Iteration 89Q: 3 clusters Score -2623840 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1652 members Mstep: Class 2 contains 18701 members Entering Unmasked Estep Score: -2623855.500000 Penalty: 4920.807617 Iteration 90Q: 3 clusters Score -2623856 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1678 members Mstep: Class 2 contains 18675 members Entering Unmasked Estep Score: -2623872.250000 Penalty: 4920.807617 Iteration 91Q: 3 clusters Score -2623872 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1705 members Mstep: Class 2 contains 18648 members Entering Unmasked Estep Score: -2623880.500000 Penalty: 4920.807617 Iteration 92Q: 3 clusters Score -2623880 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 18612 members Entering Unmasked Estep Score: -2623889.250000 Penalty: 4920.807617 Iteration 93Q: 3 clusters Score -2623889 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1774 members Mstep: Class 2 contains 18579 members Entering Unmasked Estep Score: -2623899.750000 Penalty: 4920.807617 Iteration 94Q: 3 clusters Score -2623900 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1795 members Mstep: Class 2 contains 18558 members Entering Unmasked Estep Score: -2623912.000000 Penalty: 4920.807617 Iteration 95Q: 3 clusters Score -2623912 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1813 members Mstep: Class 2 contains 18540 members Entering Unmasked Estep Score: -2623923.000000 Penalty: 4920.807617 Iteration 96Q: 3 clusters Score -2623923 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1832 members Mstep: Class 2 contains 18521 members Entering Unmasked Estep Score: -2623933.250000 Penalty: 4920.807617 Iteration 97Q: 3 clusters Score -2623933 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 18501 members Entering Unmasked Estep Score: -2623939.250000 Penalty: 4920.807617 Iteration 98Q: 3 clusters Score -2623939 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1875 members Mstep: Class 2 contains 18478 members Entering Unmasked Estep Score: -2623942.250000 Penalty: 4920.807617 Iteration 99Q: 3 clusters Score -2623942 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1890 members Mstep: Class 2 contains 18463 members Entering Unmasked Estep Score: -2623945.000000 Penalty: 4920.807617 Iteration 100F: 3 clusters Score -2623945 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1907 members Mstep: Class 2 contains 18446 members Entering Unmasked Estep Score: -2623949.000000 Penalty: 4920.807617 Iteration 101Q: 3 clusters Score -2623949 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1923 members Mstep: Class 2 contains 18430 members Entering Unmasked Estep Score: -2623955.750000 Penalty: 4920.807617 Iteration 102Q: 3 clusters Score -2623956 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 18417 members Entering Unmasked Estep Score: -2623960.250000 Penalty: 4920.807617 Iteration 103Q: 3 clusters Score -2623960 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1953 members Mstep: Class 2 contains 18400 members Entering Unmasked Estep Score: -2623969.000000 Penalty: 4920.807617 Iteration 104Q: 3 clusters Score -2623969 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1971 members Mstep: Class 2 contains 18382 members Entering Unmasked Estep Score: -2623968.000000 Penalty: 4920.807617 Iteration 105Q: 3 clusters Score -2623968 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1987 members Mstep: Class 2 contains 18366 members Entering Unmasked Estep Score: -2623971.500000 Penalty: 4920.807617 Iteration 106Q: 3 clusters Score -2623972 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2005 members Mstep: Class 2 contains 18348 members Entering Unmasked Estep Score: -2623976.250000 Penalty: 4920.807617 Iteration 107Q: 3 clusters Score -2623976 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2018 members Mstep: Class 2 contains 18335 members Entering Unmasked Estep Score: -2623980.750000 Penalty: 4920.807617 Iteration 108Q: 3 clusters Score -2623981 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2037 members Mstep: Class 2 contains 18316 members Entering Unmasked Estep Score: -2623987.500000 Penalty: 4920.807617 Iteration 109Q: 3 clusters Score -2623988 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2052 members Mstep: Class 2 contains 18301 members Entering Unmasked Estep Score: -2623987.750000 Penalty: 4920.807617 Iteration 110Q: 3 clusters Score -2623988 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2074 members Mstep: Class 2 contains 18279 members Entering Unmasked Estep Score: -2623996.500000 Penalty: 4920.807617 Iteration 111Q: 3 clusters Score -2623996 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2087 members Mstep: Class 2 contains 18266 members Entering Unmasked Estep Score: -2623996.750000 Penalty: 4920.807617 Iteration 112Q: 3 clusters Score -2623997 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2102 members Mstep: Class 2 contains 18251 members Entering Unmasked Estep Score: -2623999.750000 Penalty: 4920.807617 Iteration 113Q: 3 clusters Score -2624000 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2116 members Mstep: Class 2 contains 18237 members Entering Unmasked Estep Score: -2624006.250000 Penalty: 4920.807617 Iteration 114Q: 3 clusters Score -2624006 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2124 members Mstep: Class 2 contains 18229 members Entering Unmasked Estep Score: -2624009.500000 Penalty: 4920.807617 Iteration 115Q: 3 clusters Score -2624010 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2131 members Mstep: Class 2 contains 18222 members Entering Unmasked Estep Score: -2624009.000000 Penalty: 4920.807617 Iteration 116Q: 3 clusters Score -2624009 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2138 members Mstep: Class 2 contains 18215 members Entering Unmasked Estep Score: -2624008.000000 Penalty: 4920.807617 Iteration 117Q: 3 clusters Score -2624008 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2147 members Mstep: Class 2 contains 18206 members Entering Unmasked Estep Score: -2624012.250000 Penalty: 4920.807617 Iteration 118Q: 3 clusters Score -2624012 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2158 members Mstep: Class 2 contains 18195 members Entering Unmasked Estep Score: -2624014.000000 Penalty: 4920.807617 Iteration 119Q: 3 clusters Score -2624014 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2173 members Mstep: Class 2 contains 18180 members Entering Unmasked Estep Score: -2624019.250000 Penalty: 4920.807617 Iteration 120F: 3 clusters Score -2624019 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2187 members Mstep: Class 2 contains 18166 members Entering Unmasked Estep Score: -2624020.750000 Penalty: 4920.807617 Iteration 121Q: 3 clusters Score -2624021 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2198 members Mstep: Class 2 contains 18155 members Entering Unmasked Estep Score: -2624027.500000 Penalty: 4920.807617 Iteration 122Q: 3 clusters Score -2624028 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2207 members Mstep: Class 2 contains 18146 members Entering Unmasked Estep Score: -2624025.500000 Penalty: 4920.807617 Iteration 123Q: 3 clusters Score -2624026 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2213 members Mstep: Class 2 contains 18140 members Entering Unmasked Estep Score: -2624024.000000 Penalty: 4920.807617 Iteration 124Q: 3 clusters Score -2624024 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2218 members Mstep: Class 2 contains 18135 members Entering Unmasked Estep Score: -2624024.250000 Penalty: 4920.807617 Iteration 125Q: 3 clusters Score -2624024 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 18130 members Entering Unmasked Estep Score: -2624024.250000 Penalty: 4920.807617 Iteration 126Q: 3 clusters Score -2624024 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 18123 members Entering Unmasked Estep Score: -2624023.500000 Penalty: 4920.807617 Iteration 127Q: 3 clusters Score -2624024 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2238 members Mstep: Class 2 contains 18115 members Entering Unmasked Estep Score: -2624026.750000 Penalty: 4920.807617 Iteration 128Q: 3 clusters Score -2624027 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2248 members Mstep: Class 2 contains 18105 members Entering Unmasked Estep Score: -2624026.750000 Penalty: 4920.807617 Iteration 129Q: 3 clusters Score -2624027 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2257 members Mstep: Class 2 contains 18096 members Entering Unmasked Estep Score: -2624026.750000 Penalty: 4920.807617 Iteration 130Q: 3 clusters Score -2624027 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 18091 members Entering Unmasked Estep Score: -2624032.500000 Penalty: 4920.807617 Iteration 131Q: 3 clusters Score -2624032 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2268 members Mstep: Class 2 contains 18085 members Entering Unmasked Estep Score: -2624034.250000 Penalty: 4920.807617 Iteration 132Q: 3 clusters Score -2624034 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2274 members Mstep: Class 2 contains 18079 members Entering Unmasked Estep Score: -2624039.750000 Penalty: 4920.807617 Iteration 133Q: 3 clusters Score -2624040 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2280 members Mstep: Class 2 contains 18073 members Entering Unmasked Estep Score: -2624037.250000 Penalty: 4920.807617 Iteration 134Q: 3 clusters Score -2624037 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2284 members Mstep: Class 2 contains 18069 members Entering Unmasked Estep Score: -2624036.250000 Penalty: 4920.807617 Iteration 135Q: 3 clusters Score -2624036 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2290 members Mstep: Class 2 contains 18063 members Entering Unmasked Estep Score: -2624036.000000 Penalty: 4920.807617 Iteration 136Q: 3 clusters Score -2624036 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2297 members Mstep: Class 2 contains 18056 members Entering Unmasked Estep Score: -2624037.750000 Penalty: 4920.807617 Iteration 137Q: 3 clusters Score -2624038 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2303 members Mstep: Class 2 contains 18050 members Entering Unmasked Estep Score: -2624041.750000 Penalty: 4920.807617 Iteration 138Q: 3 clusters Score -2624042 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2310 members Mstep: Class 2 contains 18043 members Entering Unmasked Estep Score: -2624041.000000 Penalty: 4920.807617 Iteration 139Q: 3 clusters Score -2624041 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2313 members Mstep: Class 2 contains 18040 members Entering Unmasked Estep Score: -2624040.250000 Penalty: 4920.807617 Iteration 140F: 3 clusters Score -2624040 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2315 members Mstep: Class 2 contains 18038 members Entering Unmasked Estep Score: -2624038.250000 Penalty: 4920.807617 Iteration 141Q: 3 clusters Score -2624038 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 18037 members Entering Unmasked Estep Score: -2624039.000000 Penalty: 4920.807617 Iteration 142Q: 3 clusters Score -2624039 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2316 members Mstep: Class 2 contains 18037 members Entering Unmasked Estep Score: -2624039.000000 Penalty: 4920.807617 Iteration 143F: 3 clusters Score -2624039 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (5162 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5162 members Entering Unmasked Estep Score: -659045.000000 Penalty: 2120.171631 Iteration 0F: 2 clusters Score -659045 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 2604 members Entering Unmasked Estep Score: -654411.000000 Penalty: 4240.343262 Iteration 0F: 3 clusters Score -654411 nChanged 2011 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2537 members Mstep: Class 2 contains 2625 members Entering Unmasked Estep Score: -655484.750000 Penalty: 4240.343262 Iteration 1F: 3 clusters Score -655484.8 nChanged 402 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2543 members Mstep: Class 2 contains 2619 members Entering Unmasked Estep Score: -655732.937500 Penalty: 4240.343262 Iteration 2F: 3 clusters Score -655732.9 nChanged 288 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2557 members Mstep: Class 2 contains 2605 members Entering Unmasked Estep Score: -655917.312500 Penalty: 4240.343262 Iteration 3F: 3 clusters Score -655917.3 nChanged 215 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2574 members Mstep: Class 2 contains 2588 members Entering Unmasked Estep Score: -656058.062500 Penalty: 4240.343262 Iteration 4Q: 3 clusters Score -656058.1 nChanged 188 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2588 members Mstep: Class 2 contains 2574 members Entering Unmasked Estep Score: -656197.687500 Penalty: 4240.343262 Iteration 5Q: 3 clusters Score -656197.7 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2610 members Mstep: Class 2 contains 2552 members Entering Unmasked Estep Score: -656373.750000 Penalty: 4240.343262 Iteration 6Q: 3 clusters Score -656373.8 nChanged 225 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 2537 members Entering Unmasked Estep Score: -656538.125000 Penalty: 4240.343262 Iteration 7Q: 3 clusters Score -656538.1 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -656684.000000 Penalty: 4240.343262 Iteration 8Q: 3 clusters Score -656684 nChanged 187 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2674 members Mstep: Class 2 contains 2488 members Entering Unmasked Estep Score: -656836.750000 Penalty: 4240.343262 Iteration 9Q: 3 clusters Score -656836.8 nChanged 198 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -657053.125000 Penalty: 4240.343262 Iteration 10Q: 3 clusters Score -657053.1 nChanged 239 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 2403 members Entering Unmasked Estep Score: -657343.250000 Penalty: 4240.343262 Iteration 11Q: 3 clusters Score -657343.2 nChanged 246 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Mstep: Class 2 contains 2413 members Entering Unmasked Estep Score: -657646.000000 Penalty: 4240.343262 Iteration 12Q: 3 clusters Score -657646 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2717 members Mstep: Class 2 contains 2445 members Entering Unmasked Estep Score: -657936.937500 Penalty: 4240.343262 Iteration 13Q: 3 clusters Score -657936.9 nChanged 245 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2652 members Mstep: Class 2 contains 2510 members Entering Unmasked Estep Score: -658212.812500 Penalty: 4240.343262 Iteration 14Q: 3 clusters Score -658212.8 nChanged 174 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2596 members Mstep: Class 2 contains 2566 members Entering Unmasked Estep Score: -658380.937500 Penalty: 4240.343262 Iteration 15Q: 3 clusters Score -658380.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2556 members Mstep: Class 2 contains 2606 members Entering Unmasked Estep Score: -658459.937500 Penalty: 4240.343262 Iteration 16Q: 3 clusters Score -658459.9 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2529 members Mstep: Class 2 contains 2633 members Entering Unmasked Estep Score: -658498.000000 Penalty: 4240.343262 Iteration 17Q: 3 clusters Score -658498 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2504 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -658512.687500 Penalty: 4240.343262 Iteration 18Q: 3 clusters Score -658512.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2490 members Mstep: Class 2 contains 2672 members Entering Unmasked Estep Score: -658523.750000 Penalty: 4240.343262 Iteration 19Q: 3 clusters Score -658523.8 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2478 members Mstep: Class 2 contains 2684 members Entering Unmasked Estep Score: -658528.937500 Penalty: 4240.343262 Iteration 20F: 3 clusters Score -658528.9 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2471 members Mstep: Class 2 contains 2691 members Entering Unmasked Estep Score: -658530.812500 Penalty: 4240.343262 Iteration 21Q: 3 clusters Score -658530.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2468 members Mstep: Class 2 contains 2694 members Entering Unmasked Estep Score: -658531.000000 Penalty: 4240.343262 Iteration 22Q: 3 clusters Score -658531 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2466 members Mstep: Class 2 contains 2696 members Entering Unmasked Estep Score: -658530.625000 Penalty: 4240.343262 Iteration 23Q: 3 clusters Score -658530.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -658530.437500 Penalty: 4240.343262 Iteration 24Q: 3 clusters Score -658530.4 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2465 members Mstep: Class 2 contains 2697 members Entering Unmasked Estep Score: -658530.437500 Penalty: 4240.343262 Iteration 25F: 3 clusters Score -658530.4 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (507 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Entering Unmasked Estep Score: -55973.757812 Penalty: 1544.670654 Iteration 0F: 2 clusters Score -55973.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -54482.164062 Penalty: 3089.341309 Iteration 0F: 3 clusters Score -54482.16 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -54719.085938 Penalty: 3089.341309 Iteration 1F: 3 clusters Score -54719.09 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -54832.523438 Penalty: 3089.341309 Iteration 2F: 3 clusters Score -54832.52 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 283 members Entering Unmasked Estep Score: -54925.242188 Penalty: 3089.341309 Iteration 3Q: 3 clusters Score -54925.24 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 277 members Entering Unmasked Estep Score: -55034.753906 Penalty: 3089.341309 Iteration 4Q: 3 clusters Score -55034.75 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 273 members Entering Unmasked Estep Score: -55105.183594 Penalty: 3089.341309 Iteration 5Q: 3 clusters Score -55105.18 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 275 members Entering Unmasked Estep Score: -55234.242188 Penalty: 3089.341309 Iteration 6Q: 3 clusters Score -55234.24 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -55304.945312 Penalty: 3089.341309 Iteration 7Q: 3 clusters Score -55304.95 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 286 members Entering Unmasked Estep Score: -55343.546875 Penalty: 3089.341309 Iteration 8Q: 3 clusters Score -55343.55 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 296 members Entering Unmasked Estep Score: -55382.839844 Penalty: 3089.341309 Iteration 9Q: 3 clusters Score -55382.84 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 301 members Entering Unmasked Estep Score: -55400.406250 Penalty: 3089.341309 Iteration 10Q: 3 clusters Score -55400.41 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 303 members Entering Unmasked Estep Score: -55408.175781 Penalty: 3089.341309 Iteration 11Q: 3 clusters Score -55408.18 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -55432.437500 Penalty: 3089.341309 Iteration 12Q: 3 clusters Score -55432.44 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -55443.500000 Penalty: 3089.341309 Iteration 13Q: 3 clusters Score -55443.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -55460.191406 Penalty: 3089.341309 Iteration 14Q: 3 clusters Score -55460.19 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 316 members Entering Unmasked Estep Score: -55486.679688 Penalty: 3089.341309 Iteration 15Q: 3 clusters Score -55486.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -55516.898438 Penalty: 3089.341309 Iteration 16Q: 3 clusters Score -55516.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -55533.761719 Penalty: 3089.341309 Iteration 17Q: 3 clusters Score -55533.76 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -55536.855469 Penalty: 3089.341309 Iteration 18Q: 3 clusters Score -55536.86 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -55541.027344 Penalty: 3089.341309 Iteration 19Q: 3 clusters Score -55541.03 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 326 members Entering Unmasked Estep Score: -55554.023438 Penalty: 3089.341309 Iteration 20F: 3 clusters Score -55554.02 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 328 members Entering Unmasked Estep Score: -55565.218750 Penalty: 3089.341309 Iteration 21Q: 3 clusters Score -55565.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 330 members Entering Unmasked Estep Score: -55578.816406 Penalty: 3089.341309 Iteration 22Q: 3 clusters Score -55578.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 334 members Entering Unmasked Estep Score: -55607.121094 Penalty: 3089.341309 Iteration 23Q: 3 clusters Score -55607.12 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -55616.386719 Penalty: 3089.341309 Iteration 24Q: 3 clusters Score -55616.39 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172 members Mstep: Class 2 contains 335 members Entering Unmasked Estep Score: -55616.386719 Penalty: 3089.341309 Iteration 25F: 3 clusters Score -55616.39 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Entering Unmasked Estep Score: -41970.933594 Penalty: 1473.162476 Iteration 0F: 2 clusters Score -41970.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -40607.546875 Penalty: 2946.324951 Iteration 0F: 3 clusters Score -40607.55 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -40737.289062 Penalty: 2946.324951 Iteration 1F: 3 clusters Score -40737.29 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -40761.785156 Penalty: 2946.324951 Iteration 2Q: 3 clusters Score -40761.79 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -40784.113281 Penalty: 2946.324951 Iteration 3Q: 3 clusters Score -40784.11 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 181 members Mstep: Class 2 contains 199 members Entering Unmasked Estep Score: -40817.894531 Penalty: 2946.324951 Iteration 4Q: 3 clusters Score -40817.89 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 197 members Entering Unmasked Estep Score: -40833.773438 Penalty: 2946.324951 Iteration 5Q: 3 clusters Score -40833.77 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -40863.804688 Penalty: 2946.324951 Iteration 6Q: 3 clusters Score -40863.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 191 members Entering Unmasked Estep Score: -40886.742188 Penalty: 2946.324951 Iteration 7Q: 3 clusters Score -40886.74 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -40907.460938 Penalty: 2946.324951 Iteration 8Q: 3 clusters Score -40907.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -40911.066406 Penalty: 2946.324951 Iteration 9Q: 3 clusters Score -40911.07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 188 members Entering Unmasked Estep Score: -40911.066406 Penalty: 2946.324951 Iteration 10F: 3 clusters Score -40911.07 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (21793 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21793 members Entering Unmasked Estep Score: -2696899.750000 Penalty: 2477.357178 Iteration 0F: 2 clusters Score -2696900 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10834 members Mstep: Class 2 contains 10959 members Entering Unmasked Estep Score: -2681535.750000 Penalty: 4954.714355 Iteration 0F: 3 clusters Score -2681536 nChanged 9794 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10508 members Mstep: Class 2 contains 11285 members Entering Unmasked Estep Score: -2686855.250000 Penalty: 4954.714355 Iteration 1F: 3 clusters Score -2686855 nChanged 1149 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10209 members Mstep: Class 2 contains 11584 members Entering Unmasked Estep Score: -2687271.250000 Penalty: 4954.714355 Iteration 2F: 3 clusters Score -2687271 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9769 members Mstep: Class 2 contains 12024 members Entering Unmasked Estep Score: -2687663.750000 Penalty: 4954.714355 Iteration 3Q: 3 clusters Score -2687664 nChanged 1002 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9153 members Mstep: Class 2 contains 12640 members Entering Unmasked Estep Score: -2688133.500000 Penalty: 4954.714355 Iteration 4Q: 3 clusters Score -2688134 nChanged 1192 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8315 members Mstep: Class 2 contains 13478 members Entering Unmasked Estep Score: -2688961.500000 Penalty: 4954.714355 Iteration 5F: 3 clusters Score -2688962 nChanged 1486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7255 members Mstep: Class 2 contains 14538 members Entering Unmasked Estep Score: -2690229.500000 Penalty: 4954.714355 Iteration 6F: 3 clusters Score -2690230 nChanged 1724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5993 members Mstep: Class 2 contains 15800 members Entering Unmasked Estep Score: -2691794.750000 Penalty: 4954.714355 Iteration 7F: 3 clusters Score -2691795 nChanged 1696 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 17102 members Entering Unmasked Estep Score: -2693282.750000 Penalty: 4954.714355 Iteration 8F: 3 clusters Score -2693283 nChanged 1348 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3571 members Mstep: Class 2 contains 18222 members Entering Unmasked Estep Score: -2694387.750000 Penalty: 4954.714355 Iteration 9F: 3 clusters Score -2694388 nChanged 916 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2757 members Mstep: Class 2 contains 19036 members Entering Unmasked Estep Score: -2695095.500000 Penalty: 4954.714355 Iteration 10Q: 3 clusters Score -2695096 nChanged 549 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2254 members Mstep: Class 2 contains 19539 members Entering Unmasked Estep Score: -2695487.750000 Penalty: 4954.714355 Iteration 11Q: 3 clusters Score -2695488 nChanged 353 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1941 members Mstep: Class 2 contains 19852 members Entering Unmasked Estep Score: -2695724.000000 Penalty: 4954.714355 Iteration 12Q: 3 clusters Score -2695724 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1720 members Mstep: Class 2 contains 20073 members Entering Unmasked Estep Score: -2695960.500000 Penalty: 4954.714355 Iteration 13Q: 3 clusters Score -2695960 nChanged 163 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1571 members Mstep: Class 2 contains 20222 members Entering Unmasked Estep Score: -2696125.000000 Penalty: 4954.714355 Iteration 14Q: 3 clusters Score -2696125 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 20323 members Entering Unmasked Estep Score: -2696205.750000 Penalty: 4954.714355 Iteration 15Q: 3 clusters Score -2696206 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 20394 members Entering Unmasked Estep Score: -2696265.000000 Penalty: 4954.714355 Iteration 16Q: 3 clusters Score -2696265 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1341 members Mstep: Class 2 contains 20452 members Entering Unmasked Estep Score: -2696297.000000 Penalty: 4954.714355 Iteration 17Q: 3 clusters Score -2696297 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1306 members Mstep: Class 2 contains 20487 members Entering Unmasked Estep Score: -2696300.250000 Penalty: 4954.714355 Iteration 18Q: 3 clusters Score -2696300 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1287 members Mstep: Class 2 contains 20506 members Entering Unmasked Estep Score: -2696315.250000 Penalty: 4954.714355 Iteration 19Q: 3 clusters Score -2696315 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1280 members Mstep: Class 2 contains 20513 members Entering Unmasked Estep Score: -2696315.000000 Penalty: 4954.714355 Iteration 20F: 3 clusters Score -2696315 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1269 members Mstep: Class 2 contains 20524 members Entering Unmasked Estep Score: -2696319.750000 Penalty: 4954.714355 Iteration 21Q: 3 clusters Score -2696320 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1259 members Mstep: Class 2 contains 20534 members Entering Unmasked Estep Score: -2696323.500000 Penalty: 4954.714355 Iteration 22Q: 3 clusters Score -2696324 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1257 members Mstep: Class 2 contains 20536 members Entering Unmasked Estep Score: -2696325.000000 Penalty: 4954.714355 Iteration 23Q: 3 clusters Score -2696325 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 20539 members Entering Unmasked Estep Score: -2696326.250000 Penalty: 4954.714355 Iteration 24Q: 3 clusters Score -2696326 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 20539 members Entering Unmasked Estep Score: -2696326.250000 Penalty: 4954.714355 Iteration 25F: 3 clusters Score -2696326 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (19480 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19480 members Entering Unmasked Estep Score: -2519824.250000 Penalty: 2449.531738 Iteration 0F: 2 clusters Score -2519824 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 9761 members Entering Unmasked Estep Score: -2506015.000000 Penalty: 4899.063477 Iteration 0F: 3 clusters Score -2506015 nChanged 8631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9660 members Mstep: Class 2 contains 9820 members Entering Unmasked Estep Score: -2510672.500000 Penalty: 4899.063477 Iteration 1F: 3 clusters Score -2510672 nChanged 1032 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9582 members Mstep: Class 2 contains 9898 members Entering Unmasked Estep Score: -2511030.250000 Penalty: 4899.063477 Iteration 2F: 3 clusters Score -2511030 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9472 members Mstep: Class 2 contains 10008 members Entering Unmasked Estep Score: -2511299.500000 Penalty: 4899.063477 Iteration 3Q: 3 clusters Score -2511300 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9324 members Mstep: Class 2 contains 10156 members Entering Unmasked Estep Score: -2511519.000000 Penalty: 4899.063477 Iteration 4Q: 3 clusters Score -2511519 nChanged 650 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9124 members Mstep: Class 2 contains 10356 members Entering Unmasked Estep Score: -2511730.750000 Penalty: 4899.063477 Iteration 5Q: 3 clusters Score -2511731 nChanged 634 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8856 members Mstep: Class 2 contains 10624 members Entering Unmasked Estep Score: -2511932.500000 Penalty: 4899.063477 Iteration 6Q: 3 clusters Score -2511932 nChanged 666 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8484 members Mstep: Class 2 contains 10996 members Entering Unmasked Estep Score: -2512193.250000 Penalty: 4899.063477 Iteration 7Q: 3 clusters Score -2512193 nChanged 783 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7977 members Mstep: Class 2 contains 11503 members Entering Unmasked Estep Score: -2512539.000000 Penalty: 4899.063477 Iteration 8Q: 3 clusters Score -2512539 nChanged 834 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7355 members Mstep: Class 2 contains 12125 members Entering Unmasked Estep Score: -2512991.750000 Penalty: 4899.063477 Iteration 9Q: 3 clusters Score -2512992 nChanged 933 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6596 members Mstep: Class 2 contains 12884 members Entering Unmasked Estep Score: -2513638.750000 Penalty: 4899.063477 Iteration 10Q: 3 clusters Score -2513639 nChanged 1000 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5828 members Mstep: Class 2 contains 13652 members Entering Unmasked Estep Score: -2514406.250000 Penalty: 4899.063477 Iteration 11F: 3 clusters Score -2514406 nChanged 969 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5089 members Mstep: Class 2 contains 14391 members Entering Unmasked Estep Score: -2515185.250000 Penalty: 4899.063477 Iteration 12Q: 3 clusters Score -2515185 nChanged 803 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4526 members Mstep: Class 2 contains 14954 members Entering Unmasked Estep Score: -2515836.000000 Penalty: 4899.063477 Iteration 13Q: 3 clusters Score -2515836 nChanged 623 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4073 members Mstep: Class 2 contains 15407 members Entering Unmasked Estep Score: -2516252.250000 Penalty: 4899.063477 Iteration 14Q: 3 clusters Score -2516252 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3759 members Mstep: Class 2 contains 15721 members Entering Unmasked Estep Score: -2516476.500000 Penalty: 4899.063477 Iteration 15Q: 3 clusters Score -2516476 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3502 members Mstep: Class 2 contains 15978 members Entering Unmasked Estep Score: -2516635.250000 Penalty: 4899.063477 Iteration 16Q: 3 clusters Score -2516635 nChanged 233 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3283 members Mstep: Class 2 contains 16197 members Entering Unmasked Estep Score: -2516733.000000 Penalty: 4899.063477 Iteration 17Q: 3 clusters Score -2516733 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3104 members Mstep: Class 2 contains 16376 members Entering Unmasked Estep Score: -2516815.250000 Penalty: 4899.063477 Iteration 18Q: 3 clusters Score -2516815 nChanged 173 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2935 members Mstep: Class 2 contains 16545 members Entering Unmasked Estep Score: -2516887.000000 Penalty: 4899.063477 Iteration 19Q: 3 clusters Score -2516887 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2781 members Mstep: Class 2 contains 16699 members Entering Unmasked Estep Score: -2516946.250000 Penalty: 4899.063477 Iteration 20F: 3 clusters Score -2516946 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2626 members Mstep: Class 2 contains 16854 members Entering Unmasked Estep Score: -2517009.500000 Penalty: 4899.063477 Iteration 21Q: 3 clusters Score -2517010 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2477 members Mstep: Class 2 contains 17003 members Entering Unmasked Estep Score: -2517062.250000 Penalty: 4899.063477 Iteration 22Q: 3 clusters Score -2517062 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 17140 members Entering Unmasked Estep Score: -2517123.250000 Penalty: 4899.063477 Iteration 23Q: 3 clusters Score -2517123 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2210 members Mstep: Class 2 contains 17270 members Entering Unmasked Estep Score: -2517171.250000 Penalty: 4899.063477 Iteration 24Q: 3 clusters Score -2517171 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2082 members Mstep: Class 2 contains 17398 members Entering Unmasked Estep Score: -2517228.500000 Penalty: 4899.063477 Iteration 25Q: 3 clusters Score -2517228 nChanged 130 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1952 members Mstep: Class 2 contains 17528 members Entering Unmasked Estep Score: -2517274.750000 Penalty: 4899.063477 Iteration 26Q: 3 clusters Score -2517275 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1856 members Mstep: Class 2 contains 17624 members Entering Unmasked Estep Score: -2517315.000000 Penalty: 4899.063477 Iteration 27Q: 3 clusters Score -2517315 nChanged 90 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1768 members Mstep: Class 2 contains 17712 members Entering Unmasked Estep Score: -2517352.000000 Penalty: 4899.063477 Iteration 28Q: 3 clusters Score -2517352 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1681 members Mstep: Class 2 contains 17799 members Entering Unmasked Estep Score: -2517390.250000 Penalty: 4899.063477 Iteration 29Q: 3 clusters Score -2517390 nChanged 76 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1605 members Mstep: Class 2 contains 17875 members Entering Unmasked Estep Score: -2517419.000000 Penalty: 4899.063477 Iteration 30Q: 3 clusters Score -2517419 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 17939 members Entering Unmasked Estep Score: -2517442.000000 Penalty: 4899.063477 Iteration 31Q: 3 clusters Score -2517442 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1479 members Mstep: Class 2 contains 18001 members Entering Unmasked Estep Score: -2517469.500000 Penalty: 4899.063477 Iteration 32Q: 3 clusters Score -2517470 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 18060 members Entering Unmasked Estep Score: -2517492.000000 Penalty: 4899.063477 Iteration 33Q: 3 clusters Score -2517492 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1363 members Mstep: Class 2 contains 18117 members Entering Unmasked Estep Score: -2517522.750000 Penalty: 4899.063477 Iteration 34Q: 3 clusters Score -2517523 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1308 members Mstep: Class 2 contains 18172 members Entering Unmasked Estep Score: -2517548.250000 Penalty: 4899.063477 Iteration 35Q: 3 clusters Score -2517548 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1254 members Mstep: Class 2 contains 18226 members Entering Unmasked Estep Score: -2517565.000000 Penalty: 4899.063477 Iteration 36Q: 3 clusters Score -2517565 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1204 members Mstep: Class 2 contains 18276 members Entering Unmasked Estep Score: -2517585.750000 Penalty: 4899.063477 Iteration 37Q: 3 clusters Score -2517586 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1163 members Mstep: Class 2 contains 18317 members Entering Unmasked Estep Score: -2517598.250000 Penalty: 4899.063477 Iteration 38Q: 3 clusters Score -2517598 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1134 members Mstep: Class 2 contains 18346 members Entering Unmasked Estep Score: -2517619.500000 Penalty: 4899.063477 Iteration 39Q: 3 clusters Score -2517620 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1102 members Mstep: Class 2 contains 18378 members Entering Unmasked Estep Score: -2517632.000000 Penalty: 4899.063477 Iteration 40F: 3 clusters Score -2517632 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1078 members Mstep: Class 2 contains 18402 members Entering Unmasked Estep Score: -2517644.500000 Penalty: 4899.063477 Iteration 41Q: 3 clusters Score -2517644 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 18415 members Entering Unmasked Estep Score: -2517647.250000 Penalty: 4899.063477 Iteration 42Q: 3 clusters Score -2517647 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1053 members Mstep: Class 2 contains 18427 members Entering Unmasked Estep Score: -2517650.750000 Penalty: 4899.063477 Iteration 43Q: 3 clusters Score -2517651 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 18436 members Entering Unmasked Estep Score: -2517653.250000 Penalty: 4899.063477 Iteration 44Q: 3 clusters Score -2517653 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 18451 members Entering Unmasked Estep Score: -2517657.000000 Penalty: 4899.063477 Iteration 45Q: 3 clusters Score -2517657 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 18467 members Entering Unmasked Estep Score: -2517664.000000 Penalty: 4899.063477 Iteration 46Q: 3 clusters Score -2517664 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 996 members Mstep: Class 2 contains 18484 members Entering Unmasked Estep Score: -2517677.000000 Penalty: 4899.063477 Iteration 47Q: 3 clusters Score -2517677 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 980 members Mstep: Class 2 contains 18500 members Entering Unmasked Estep Score: -2517684.250000 Penalty: 4899.063477 Iteration 48Q: 3 clusters Score -2517684 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 968 members Mstep: Class 2 contains 18512 members Entering Unmasked Estep Score: -2517692.750000 Penalty: 4899.063477 Iteration 49Q: 3 clusters Score -2517693 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 956 members Mstep: Class 2 contains 18524 members Entering Unmasked Estep Score: -2517694.500000 Penalty: 4899.063477 Iteration 50Q: 3 clusters Score -2517694 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 946 members Mstep: Class 2 contains 18534 members Entering Unmasked Estep Score: -2517698.000000 Penalty: 4899.063477 Iteration 51Q: 3 clusters Score -2517698 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 933 members Mstep: Class 2 contains 18547 members Entering Unmasked Estep Score: -2517706.750000 Penalty: 4899.063477 Iteration 52Q: 3 clusters Score -2517707 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 18559 members Entering Unmasked Estep Score: -2517714.000000 Penalty: 4899.063477 Iteration 53Q: 3 clusters Score -2517714 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 907 members Mstep: Class 2 contains 18573 members Entering Unmasked Estep Score: -2517728.000000 Penalty: 4899.063477 Iteration 54Q: 3 clusters Score -2517728 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 18581 members Entering Unmasked Estep Score: -2517728.500000 Penalty: 4899.063477 Iteration 55Q: 3 clusters Score -2517728 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 888 members Mstep: Class 2 contains 18592 members Entering Unmasked Estep Score: -2517734.750000 Penalty: 4899.063477 Iteration 56Q: 3 clusters Score -2517735 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 877 members Mstep: Class 2 contains 18603 members Entering Unmasked Estep Score: -2517731.500000 Penalty: 4899.063477 Iteration 57Q: 3 clusters Score -2517732 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 867 members Mstep: Class 2 contains 18613 members Entering Unmasked Estep Score: -2517738.750000 Penalty: 4899.063477 Iteration 58Q: 3 clusters Score -2517739 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 860 members Mstep: Class 2 contains 18620 members Entering Unmasked Estep Score: -2517741.750000 Penalty: 4899.063477 Iteration 59Q: 3 clusters Score -2517742 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 854 members Mstep: Class 2 contains 18626 members Entering Unmasked Estep Score: -2517738.750000 Penalty: 4899.063477 Iteration 60F: 3 clusters Score -2517739 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 850 members Mstep: Class 2 contains 18630 members Entering Unmasked Estep Score: -2517740.750000 Penalty: 4899.063477 Iteration 61Q: 3 clusters Score -2517741 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 846 members Mstep: Class 2 contains 18634 members Entering Unmasked Estep Score: -2517741.250000 Penalty: 4899.063477 Iteration 62Q: 3 clusters Score -2517741 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 844 members Mstep: Class 2 contains 18636 members Entering Unmasked Estep Score: -2517747.250000 Penalty: 4899.063477 Iteration 63Q: 3 clusters Score -2517747 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 841 members Mstep: Class 2 contains 18639 members Entering Unmasked Estep Score: -2517745.250000 Penalty: 4899.063477 Iteration 64Q: 3 clusters Score -2517745 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 840 members Mstep: Class 2 contains 18640 members Entering Unmasked Estep Score: -2517746.500000 Penalty: 4899.063477 Iteration 65Q: 3 clusters Score -2517746 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 18643 members Entering Unmasked Estep Score: -2517746.000000 Penalty: 4899.063477 Iteration 66Q: 3 clusters Score -2517746 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 832 members Mstep: Class 2 contains 18648 members Entering Unmasked Estep Score: -2517749.000000 Penalty: 4899.063477 Iteration 67Q: 3 clusters Score -2517749 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 827 members Mstep: Class 2 contains 18653 members Entering Unmasked Estep Score: -2517751.500000 Penalty: 4899.063477 Iteration 68Q: 3 clusters Score -2517752 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 822 members Mstep: Class 2 contains 18658 members Entering Unmasked Estep Score: -2517754.000000 Penalty: 4899.063477 Iteration 69Q: 3 clusters Score -2517754 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 815 members Mstep: Class 2 contains 18665 members Entering Unmasked Estep Score: -2517754.500000 Penalty: 4899.063477 Iteration 70Q: 3 clusters Score -2517754 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 807 members Mstep: Class 2 contains 18673 members Entering Unmasked Estep Score: -2517757.500000 Penalty: 4899.063477 Iteration 71Q: 3 clusters Score -2517758 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 802 members Mstep: Class 2 contains 18678 members Entering Unmasked Estep Score: -2517758.500000 Penalty: 4899.063477 Iteration 72Q: 3 clusters Score -2517758 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 796 members Mstep: Class 2 contains 18684 members Entering Unmasked Estep Score: -2517765.250000 Penalty: 4899.063477 Iteration 73Q: 3 clusters Score -2517765 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 794 members Mstep: Class 2 contains 18686 members Entering Unmasked Estep Score: -2517762.250000 Penalty: 4899.063477 Iteration 74Q: 3 clusters Score -2517762 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 791 members Mstep: Class 2 contains 18689 members Entering Unmasked Estep Score: -2517768.750000 Penalty: 4899.063477 Iteration 75Q: 3 clusters Score -2517769 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 788 members Mstep: Class 2 contains 18692 members Entering Unmasked Estep Score: -2517767.500000 Penalty: 4899.063477 Iteration 76Q: 3 clusters Score -2517768 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 787 members Mstep: Class 2 contains 18693 members Entering Unmasked Estep Score: -2517769.500000 Penalty: 4899.063477 Iteration 77Q: 3 clusters Score -2517770 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 18694 members Entering Unmasked Estep Score: -2517770.000000 Penalty: 4899.063477 Iteration 78Q: 3 clusters Score -2517770 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 18694 members Entering Unmasked Estep Score: -2517770.000000 Penalty: 4899.063477 Iteration 79F: 3 clusters Score -2517770 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Entering Unmasked Estep Score: -350345.968750 Penalty: 1961.826538 Iteration 0F: 2 clusters Score -350346 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1395 members Mstep: Class 2 contains 1331 members Entering Unmasked Estep Score: -347259.343750 Penalty: 3923.653076 Iteration 0F: 3 clusters Score -347259.3 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1427 members Mstep: Class 2 contains 1299 members Entering Unmasked Estep Score: -347854.406250 Penalty: 3923.653076 Iteration 1F: 3 clusters Score -347854.4 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1271 members Entering Unmasked Estep Score: -348018.875000 Penalty: 3923.653076 Iteration 2F: 3 clusters Score -348018.9 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1493 members Mstep: Class 2 contains 1233 members Entering Unmasked Estep Score: -348123.750000 Penalty: 3923.653076 Iteration 3Q: 3 clusters Score -348123.8 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1533 members Mstep: Class 2 contains 1193 members Entering Unmasked Estep Score: -348212.093750 Penalty: 3923.653076 Iteration 4Q: 3 clusters Score -348212.1 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1573 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -348285.843750 Penalty: 3923.653076 Iteration 5Q: 3 clusters Score -348285.8 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1596 members Mstep: Class 2 contains 1130 members Entering Unmasked Estep Score: -348349.843750 Penalty: 3923.653076 Iteration 6Q: 3 clusters Score -348349.8 nChanged 77 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1621 members Mstep: Class 2 contains 1105 members Entering Unmasked Estep Score: -348417.406250 Penalty: 3923.653076 Iteration 7Q: 3 clusters Score -348417.4 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1653 members Mstep: Class 2 contains 1073 members Entering Unmasked Estep Score: -348508.437500 Penalty: 3923.653076 Iteration 8Q: 3 clusters Score -348508.4 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1699 members Mstep: Class 2 contains 1027 members Entering Unmasked Estep Score: -348577.875000 Penalty: 3923.653076 Iteration 9Q: 3 clusters Score -348577.9 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1741 members Mstep: Class 2 contains 985 members Entering Unmasked Estep Score: -348631.906250 Penalty: 3923.653076 Iteration 10Q: 3 clusters Score -348631.9 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1769 members Mstep: Class 2 contains 957 members Entering Unmasked Estep Score: -348673.562500 Penalty: 3923.653076 Iteration 11Q: 3 clusters Score -348673.6 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1803 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -348716.593750 Penalty: 3923.653076 Iteration 12Q: 3 clusters Score -348716.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1834 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -348743.937500 Penalty: 3923.653076 Iteration 13Q: 3 clusters Score -348743.9 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1852 members Mstep: Class 2 contains 874 members Entering Unmasked Estep Score: -348765.843750 Penalty: 3923.653076 Iteration 14Q: 3 clusters Score -348765.8 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1873 members Mstep: Class 2 contains 853 members Entering Unmasked Estep Score: -348785.468750 Penalty: 3923.653076 Iteration 15Q: 3 clusters Score -348785.5 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1885 members Mstep: Class 2 contains 841 members Entering Unmasked Estep Score: -348808.218750 Penalty: 3923.653076 Iteration 16Q: 3 clusters Score -348808.2 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -348821.718750 Penalty: 3923.653076 Iteration 17Q: 3 clusters Score -348821.7 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -348831.500000 Penalty: 3923.653076 Iteration 18Q: 3 clusters Score -348831.5 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1902 members Mstep: Class 2 contains 824 members Entering Unmasked Estep Score: -348837.375000 Penalty: 3923.653076 Iteration 19Q: 3 clusters Score -348837.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1900 members Mstep: Class 2 contains 826 members Entering Unmasked Estep Score: -348842.125000 Penalty: 3923.653076 Iteration 20F: 3 clusters Score -348842.1 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 821 members Entering Unmasked Estep Score: -348847.187500 Penalty: 3923.653076 Iteration 21Q: 3 clusters Score -348847.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1909 members Mstep: Class 2 contains 817 members Entering Unmasked Estep Score: -348850.062500 Penalty: 3923.653076 Iteration 22Q: 3 clusters Score -348850.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1910 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -348852.812500 Penalty: 3923.653076 Iteration 23Q: 3 clusters Score -348852.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -348855.687500 Penalty: 3923.653076 Iteration 24Q: 3 clusters Score -348855.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -348855.968750 Penalty: 3923.653076 Iteration 25Q: 3 clusters Score -348856 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1911 members Mstep: Class 2 contains 815 members Entering Unmasked Estep Score: -348855.968750 Penalty: 3923.653076 Iteration 26F: 3 clusters Score -348856 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (219 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Entering Unmasked Estep Score: -25395.318359 Penalty: 1336.489868 Iteration 0F: 2 clusters Score -25395.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -24227.111328 Penalty: 2672.979736 Iteration 0F: 3 clusters Score -24227.11 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 108 members Mstep: Class 2 contains 111 members Entering Unmasked Estep Score: -24285.201172 Penalty: 2672.979736 Iteration 1F: 3 clusters Score -24285.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8244 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8244 members Entering Unmasked Estep Score: -1065937.000000 Penalty: 2236.275635 Iteration 0F: 2 clusters Score -1065937 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -1059433.125000 Penalty: 4472.551270 Iteration 0F: 3 clusters Score -1059433 nChanged 3258 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4121 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -1061121.875000 Penalty: 4472.551270 Iteration 1F: 3 clusters Score -1061122 nChanged 552 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4111 members Mstep: Class 2 contains 4133 members Entering Unmasked Estep Score: -1061401.750000 Penalty: 4472.551270 Iteration 2F: 3 clusters Score -1061402 nChanged 422 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4139 members Mstep: Class 2 contains 4105 members Entering Unmasked Estep Score: -1061590.375000 Penalty: 4472.551270 Iteration 3F: 3 clusters Score -1061590 nChanged 311 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -1061731.000000 Penalty: 4472.551270 Iteration 4Q: 3 clusters Score -1061731 nChanged 270 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4194 members Mstep: Class 2 contains 4050 members Entering Unmasked Estep Score: -1061842.000000 Penalty: 4472.551270 Iteration 5Q: 3 clusters Score -1061842 nChanged 232 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4212 members Mstep: Class 2 contains 4032 members Entering Unmasked Estep Score: -1061941.000000 Penalty: 4472.551270 Iteration 6Q: 3 clusters Score -1061941 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4217 members Mstep: Class 2 contains 4027 members Entering Unmasked Estep Score: -1062013.375000 Penalty: 4472.551270 Iteration 7Q: 3 clusters Score -1062013 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4225 members Mstep: Class 2 contains 4019 members Entering Unmasked Estep Score: -1062072.500000 Penalty: 4472.551270 Iteration 8Q: 3 clusters Score -1062072 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4228 members Mstep: Class 2 contains 4016 members Entering Unmasked Estep Score: -1062116.375000 Penalty: 4472.551270 Iteration 9Q: 3 clusters Score -1062116 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4240 members Mstep: Class 2 contains 4004 members Entering Unmasked Estep Score: -1062161.375000 Penalty: 4472.551270 Iteration 10Q: 3 clusters Score -1062161 nChanged 135 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4281 members Mstep: Class 2 contains 3963 members Entering Unmasked Estep Score: -1062200.125000 Penalty: 4472.551270 Iteration 11Q: 3 clusters Score -1062200 nChanged 113 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4322 members Mstep: Class 2 contains 3922 members Entering Unmasked Estep Score: -1062233.375000 Penalty: 4472.551270 Iteration 12Q: 3 clusters Score -1062233 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4365 members Mstep: Class 2 contains 3879 members Entering Unmasked Estep Score: -1062268.125000 Penalty: 4472.551270 Iteration 13Q: 3 clusters Score -1062268 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4393 members Mstep: Class 2 contains 3851 members Entering Unmasked Estep Score: -1062302.750000 Penalty: 4472.551270 Iteration 14Q: 3 clusters Score -1062303 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4432 members Mstep: Class 2 contains 3812 members Entering Unmasked Estep Score: -1062335.375000 Penalty: 4472.551270 Iteration 15Q: 3 clusters Score -1062335 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4475 members Mstep: Class 2 contains 3769 members Entering Unmasked Estep Score: -1062365.000000 Penalty: 4472.551270 Iteration 16Q: 3 clusters Score -1062365 nChanged 89 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4520 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -1062393.500000 Penalty: 4472.551270 Iteration 17Q: 3 clusters Score -1062394 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4556 members Mstep: Class 2 contains 3688 members Entering Unmasked Estep Score: -1062423.750000 Penalty: 4472.551270 Iteration 18Q: 3 clusters Score -1062424 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 3638 members Entering Unmasked Estep Score: -1062455.875000 Penalty: 4472.551270 Iteration 19Q: 3 clusters Score -1062456 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4652 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -1062481.125000 Penalty: 4472.551270 Iteration 20F: 3 clusters Score -1062481 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4700 members Mstep: Class 2 contains 3544 members Entering Unmasked Estep Score: -1062516.875000 Penalty: 4472.551270 Iteration 21Q: 3 clusters Score -1062517 nChanged 95 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4741 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -1062543.750000 Penalty: 4472.551270 Iteration 22Q: 3 clusters Score -1062544 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4781 members Mstep: Class 2 contains 3463 members Entering Unmasked Estep Score: -1062561.500000 Penalty: 4472.551270 Iteration 23Q: 3 clusters Score -1062562 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4836 members Mstep: Class 2 contains 3408 members Entering Unmasked Estep Score: -1062585.625000 Penalty: 4472.551270 Iteration 24Q: 3 clusters Score -1062586 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4897 members Mstep: Class 2 contains 3347 members Entering Unmasked Estep Score: -1062617.125000 Penalty: 4472.551270 Iteration 25Q: 3 clusters Score -1062617 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4973 members Mstep: Class 2 contains 3271 members Entering Unmasked Estep Score: -1062649.625000 Penalty: 4472.551270 Iteration 26Q: 3 clusters Score -1062650 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5065 members Mstep: Class 2 contains 3179 members Entering Unmasked Estep Score: -1062693.125000 Penalty: 4472.551270 Iteration 27Q: 3 clusters Score -1062693 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5141 members Mstep: Class 2 contains 3103 members Entering Unmasked Estep Score: -1062726.750000 Penalty: 4472.551270 Iteration 28Q: 3 clusters Score -1062727 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5220 members Mstep: Class 2 contains 3024 members Entering Unmasked Estep Score: -1062759.375000 Penalty: 4472.551270 Iteration 29Q: 3 clusters Score -1062759 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5292 members Mstep: Class 2 contains 2952 members Entering Unmasked Estep Score: -1062792.750000 Penalty: 4472.551270 Iteration 30Q: 3 clusters Score -1062793 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5370 members Mstep: Class 2 contains 2874 members Entering Unmasked Estep Score: -1062826.000000 Penalty: 4472.551270 Iteration 31Q: 3 clusters Score -1062826 nChanged 102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5450 members Mstep: Class 2 contains 2794 members Entering Unmasked Estep Score: -1062857.500000 Penalty: 4472.551270 Iteration 32Q: 3 clusters Score -1062858 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5526 members Mstep: Class 2 contains 2718 members Entering Unmasked Estep Score: -1062898.750000 Penalty: 4472.551270 Iteration 33Q: 3 clusters Score -1062899 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5598 members Mstep: Class 2 contains 2646 members Entering Unmasked Estep Score: -1062935.625000 Penalty: 4472.551270 Iteration 34Q: 3 clusters Score -1062936 nChanged 107 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5691 members Mstep: Class 2 contains 2553 members Entering Unmasked Estep Score: -1062984.500000 Penalty: 4472.551270 Iteration 35Q: 3 clusters Score -1062984 nChanged 120 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 2443 members Entering Unmasked Estep Score: -1063039.375000 Penalty: 4472.551270 Iteration 36Q: 3 clusters Score -1063039 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5913 members Mstep: Class 2 contains 2331 members Entering Unmasked Estep Score: -1063094.000000 Penalty: 4472.551270 Iteration 37Q: 3 clusters Score -1063094 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6023 members Mstep: Class 2 contains 2221 members Entering Unmasked Estep Score: -1063151.875000 Penalty: 4472.551270 Iteration 38Q: 3 clusters Score -1063152 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6126 members Mstep: Class 2 contains 2118 members Entering Unmasked Estep Score: -1063213.875000 Penalty: 4472.551270 Iteration 39Q: 3 clusters Score -1063214 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6217 members Mstep: Class 2 contains 2027 members Entering Unmasked Estep Score: -1063265.125000 Penalty: 4472.551270 Iteration 40F: 3 clusters Score -1063265 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6304 members Mstep: Class 2 contains 1940 members Entering Unmasked Estep Score: -1063316.250000 Penalty: 4472.551270 Iteration 41Q: 3 clusters Score -1063316 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6375 members Mstep: Class 2 contains 1869 members Entering Unmasked Estep Score: -1063352.750000 Penalty: 4472.551270 Iteration 42Q: 3 clusters Score -1063353 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6449 members Mstep: Class 2 contains 1795 members Entering Unmasked Estep Score: -1063393.500000 Penalty: 4472.551270 Iteration 43Q: 3 clusters Score -1063394 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6522 members Mstep: Class 2 contains 1722 members Entering Unmasked Estep Score: -1063431.625000 Penalty: 4472.551270 Iteration 44Q: 3 clusters Score -1063432 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6585 members Mstep: Class 2 contains 1659 members Entering Unmasked Estep Score: -1063465.625000 Penalty: 4472.551270 Iteration 45Q: 3 clusters Score -1063466 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -1063498.125000 Penalty: 4472.551270 Iteration 46Q: 3 clusters Score -1063498 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6701 members Mstep: Class 2 contains 1543 members Entering Unmasked Estep Score: -1063535.875000 Penalty: 4472.551270 Iteration 47Q: 3 clusters Score -1063536 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6770 members Mstep: Class 2 contains 1474 members Entering Unmasked Estep Score: -1063582.625000 Penalty: 4472.551270 Iteration 48Q: 3 clusters Score -1063583 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6826 members Mstep: Class 2 contains 1418 members Entering Unmasked Estep Score: -1063615.125000 Penalty: 4472.551270 Iteration 49Q: 3 clusters Score -1063615 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6876 members Mstep: Class 2 contains 1368 members Entering Unmasked Estep Score: -1063638.500000 Penalty: 4472.551270 Iteration 50Q: 3 clusters Score -1063638 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6919 members Mstep: Class 2 contains 1325 members Entering Unmasked Estep Score: -1063668.000000 Penalty: 4472.551270 Iteration 51Q: 3 clusters Score -1063668 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6963 members Mstep: Class 2 contains 1281 members Entering Unmasked Estep Score: -1063686.625000 Penalty: 4472.551270 Iteration 52Q: 3 clusters Score -1063687 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6995 members Mstep: Class 2 contains 1249 members Entering Unmasked Estep Score: -1063706.750000 Penalty: 4472.551270 Iteration 53Q: 3 clusters Score -1063707 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7028 members Mstep: Class 2 contains 1216 members Entering Unmasked Estep Score: -1063726.000000 Penalty: 4472.551270 Iteration 54Q: 3 clusters Score -1063726 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7063 members Mstep: Class 2 contains 1181 members Entering Unmasked Estep Score: -1063741.000000 Penalty: 4472.551270 Iteration 55Q: 3 clusters Score -1063741 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7096 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -1063753.875000 Penalty: 4472.551270 Iteration 56Q: 3 clusters Score -1063754 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7130 members Mstep: Class 2 contains 1114 members Entering Unmasked Estep Score: -1063766.750000 Penalty: 4472.551270 Iteration 57Q: 3 clusters Score -1063767 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7164 members Mstep: Class 2 contains 1080 members Entering Unmasked Estep Score: -1063786.000000 Penalty: 4472.551270 Iteration 58Q: 3 clusters Score -1063786 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7200 members Mstep: Class 2 contains 1044 members Entering Unmasked Estep Score: -1063807.250000 Penalty: 4472.551270 Iteration 59Q: 3 clusters Score -1063807 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7226 members Mstep: Class 2 contains 1018 members Entering Unmasked Estep Score: -1063816.875000 Penalty: 4472.551270 Iteration 60F: 3 clusters Score -1063817 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7247 members Mstep: Class 2 contains 997 members Entering Unmasked Estep Score: -1063825.125000 Penalty: 4472.551270 Iteration 61Q: 3 clusters Score -1063825 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7264 members Mstep: Class 2 contains 980 members Entering Unmasked Estep Score: -1063836.000000 Penalty: 4472.551270 Iteration 62Q: 3 clusters Score -1063836 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7280 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -1063841.250000 Penalty: 4472.551270 Iteration 63Q: 3 clusters Score -1063841 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7289 members Mstep: Class 2 contains 955 members Entering Unmasked Estep Score: -1063844.000000 Penalty: 4472.551270 Iteration 64Q: 3 clusters Score -1063844 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7301 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -1063846.500000 Penalty: 4472.551270 Iteration 65Q: 3 clusters Score -1063846 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7311 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -1063847.375000 Penalty: 4472.551270 Iteration 66Q: 3 clusters Score -1063847 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7321 members Mstep: Class 2 contains 923 members Entering Unmasked Estep Score: -1063854.125000 Penalty: 4472.551270 Iteration 67Q: 3 clusters Score -1063854 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7331 members Mstep: Class 2 contains 913 members Entering Unmasked Estep Score: -1063858.250000 Penalty: 4472.551270 Iteration 68Q: 3 clusters Score -1063858 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7339 members Mstep: Class 2 contains 905 members Entering Unmasked Estep Score: -1063862.375000 Penalty: 4472.551270 Iteration 69Q: 3 clusters Score -1063862 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7345 members Mstep: Class 2 contains 899 members Entering Unmasked Estep Score: -1063864.500000 Penalty: 4472.551270 Iteration 70Q: 3 clusters Score -1063864 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7349 members Mstep: Class 2 contains 895 members Entering Unmasked Estep Score: -1063866.250000 Penalty: 4472.551270 Iteration 71Q: 3 clusters Score -1063866 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7355 members Mstep: Class 2 contains 889 members Entering Unmasked Estep Score: -1063866.750000 Penalty: 4472.551270 Iteration 72Q: 3 clusters Score -1063867 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7362 members Mstep: Class 2 contains 882 members Entering Unmasked Estep Score: -1063872.500000 Penalty: 4472.551270 Iteration 73Q: 3 clusters Score -1063872 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7368 members Mstep: Class 2 contains 876 members Entering Unmasked Estep Score: -1063873.375000 Penalty: 4472.551270 Iteration 74Q: 3 clusters Score -1063873 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7373 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -1063875.750000 Penalty: 4472.551270 Iteration 75Q: 3 clusters Score -1063876 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7377 members Mstep: Class 2 contains 867 members Entering Unmasked Estep Score: -1063878.500000 Penalty: 4472.551270 Iteration 76Q: 3 clusters Score -1063878 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7382 members Mstep: Class 2 contains 862 members Entering Unmasked Estep Score: -1063878.125000 Penalty: 4472.551270 Iteration 77Q: 3 clusters Score -1063878 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7385 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -1063880.125000 Penalty: 4472.551270 Iteration 78Q: 3 clusters Score -1063880 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7394 members Mstep: Class 2 contains 850 members Entering Unmasked Estep Score: -1063884.125000 Penalty: 4472.551270 Iteration 79Q: 3 clusters Score -1063884 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7406 members Mstep: Class 2 contains 838 members Entering Unmasked Estep Score: -1063889.000000 Penalty: 4472.551270 Iteration 80F: 3 clusters Score -1063889 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7413 members Mstep: Class 2 contains 831 members Entering Unmasked Estep Score: -1063894.500000 Penalty: 4472.551270 Iteration 81Q: 3 clusters Score -1063894 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7421 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -1063896.875000 Penalty: 4472.551270 Iteration 82Q: 3 clusters Score -1063897 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7432 members Mstep: Class 2 contains 812 members Entering Unmasked Estep Score: -1063904.500000 Penalty: 4472.551270 Iteration 83Q: 3 clusters Score -1063904 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7442 members Mstep: Class 2 contains 802 members Entering Unmasked Estep Score: -1063907.125000 Penalty: 4472.551270 Iteration 84Q: 3 clusters Score -1063907 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7447 members Mstep: Class 2 contains 797 members Entering Unmasked Estep Score: -1063912.750000 Penalty: 4472.551270 Iteration 85Q: 3 clusters Score -1063913 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7459 members Mstep: Class 2 contains 785 members Entering Unmasked Estep Score: -1063921.250000 Penalty: 4472.551270 Iteration 86Q: 3 clusters Score -1063921 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7468 members Mstep: Class 2 contains 776 members Entering Unmasked Estep Score: -1063928.250000 Penalty: 4472.551270 Iteration 87Q: 3 clusters Score -1063928 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7480 members Mstep: Class 2 contains 764 members Entering Unmasked Estep Score: -1063935.500000 Penalty: 4472.551270 Iteration 88Q: 3 clusters Score -1063936 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7488 members Mstep: Class 2 contains 756 members Entering Unmasked Estep Score: -1063941.000000 Penalty: 4472.551270 Iteration 89Q: 3 clusters Score -1063941 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7497 members Mstep: Class 2 contains 747 members Entering Unmasked Estep Score: -1063944.500000 Penalty: 4472.551270 Iteration 90Q: 3 clusters Score -1063944 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7511 members Mstep: Class 2 contains 733 members Entering Unmasked Estep Score: -1063951.625000 Penalty: 4472.551270 Iteration 91Q: 3 clusters Score -1063952 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7522 members Mstep: Class 2 contains 722 members Entering Unmasked Estep Score: -1063956.000000 Penalty: 4472.551270 Iteration 92Q: 3 clusters Score -1063956 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7534 members Mstep: Class 2 contains 710 members Entering Unmasked Estep Score: -1063964.500000 Penalty: 4472.551270 Iteration 93Q: 3 clusters Score -1063964 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7545 members Mstep: Class 2 contains 699 members Entering Unmasked Estep Score: -1063969.875000 Penalty: 4472.551270 Iteration 94Q: 3 clusters Score -1063970 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7548 members Mstep: Class 2 contains 696 members Entering Unmasked Estep Score: -1063972.375000 Penalty: 4472.551270 Iteration 95Q: 3 clusters Score -1063972 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7553 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -1063975.250000 Penalty: 4472.551270 Iteration 96Q: 3 clusters Score -1063975 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7558 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -1063976.500000 Penalty: 4472.551270 Iteration 97Q: 3 clusters Score -1063976 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7558 members Mstep: Class 2 contains 686 members Entering Unmasked Estep Score: -1063980.500000 Penalty: 4472.551270 Iteration 98Q: 3 clusters Score -1063980 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7561 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -1063980.500000 Penalty: 4472.551270 Iteration 99Q: 3 clusters Score -1063980 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7562 members Mstep: Class 2 contains 682 members Entering Unmasked Estep Score: -1063980.875000 Penalty: 4472.551270 Iteration 100F: 3 clusters Score -1063981 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7564 members Mstep: Class 2 contains 680 members Entering Unmasked Estep Score: -1063983.000000 Penalty: 4472.551270 Iteration 101Q: 3 clusters Score -1063983 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7566 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -1063981.000000 Penalty: 4472.551270 Iteration 102Q: 3 clusters Score -1063981 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7569 members Mstep: Class 2 contains 675 members Entering Unmasked Estep Score: -1063984.750000 Penalty: 4472.551270 Iteration 103Q: 3 clusters Score -1063985 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7573 members Mstep: Class 2 contains 671 members Entering Unmasked Estep Score: -1063989.875000 Penalty: 4472.551270 Iteration 104Q: 3 clusters Score -1063990 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7574 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -1063989.375000 Penalty: 4472.551270 Iteration 105Q: 3 clusters Score -1063989 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7575 members Mstep: Class 2 contains 669 members Entering Unmasked Estep Score: -1063989.750000 Penalty: 4472.551270 Iteration 106Q: 3 clusters Score -1063990 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7574 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -1063989.625000 Penalty: 4472.551270 Iteration 107Q: 3 clusters Score -1063990 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7574 members Mstep: Class 2 contains 670 members Entering Unmasked Estep Score: -1063989.625000 Penalty: 4472.551270 Iteration 108Q: 3 clusters Score -1063990 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7577 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -1063993.250000 Penalty: 4472.551270 Iteration 109Q: 3 clusters Score -1063993 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7577 members Mstep: Class 2 contains 667 members Entering Unmasked Estep Score: -1063993.375000 Penalty: 4472.551270 Iteration 110Q: 3 clusters Score -1063993 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7578 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -1063992.750000 Penalty: 4472.551270 Iteration 111Q: 3 clusters Score -1063993 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7580 members Mstep: Class 2 contains 664 members Entering Unmasked Estep Score: -1063994.000000 Penalty: 4472.551270 Iteration 112Q: 3 clusters Score -1063994 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7579 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -1063994.625000 Penalty: 4472.551270 Iteration 113Q: 3 clusters Score -1063995 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7579 members Mstep: Class 2 contains 665 members Entering Unmasked Estep Score: -1063994.625000 Penalty: 4472.551270 Iteration 114F: 3 clusters Score -1063995 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (62344 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62344 members Entering Unmasked Estep Score: -8024086.500000 Penalty: 2738.024658 Iteration 0F: 2 clusters Score -8024086 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31202 members Mstep: Class 2 contains 31142 members Entering Unmasked Estep Score: -7982356.500000 Penalty: 5476.049316 Iteration 0F: 3 clusters Score -7982356 nChanged 28961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31061 members Mstep: Class 2 contains 31283 members Entering Unmasked Estep Score: -7998512.000000 Penalty: 5476.049316 Iteration 1F: 3 clusters Score -7998512 nChanged 2069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30990 members Mstep: Class 2 contains 31354 members Entering Unmasked Estep Score: -7999035.500000 Penalty: 5476.049316 Iteration 2Q: 3 clusters Score -7999036 nChanged 2041 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30951 members Mstep: Class 2 contains 31393 members Entering Unmasked Estep Score: -7999493.000000 Penalty: 5476.049316 Iteration 3Q: 3 clusters Score -7999493 nChanged 1891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30876 members Mstep: Class 2 contains 31468 members Entering Unmasked Estep Score: -7999947.500000 Penalty: 5476.049316 Iteration 4Q: 3 clusters Score -7999948 nChanged 1922 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30750 members Mstep: Class 2 contains 31594 members Entering Unmasked Estep Score: -8000440.000000 Penalty: 5476.049316 Iteration 5Q: 3 clusters Score -8000440 nChanged 1947 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30543 members Mstep: Class 2 contains 31801 members Entering Unmasked Estep Score: -8001022.500000 Penalty: 5476.049316 Iteration 6Q: 3 clusters Score -8001022 nChanged 2147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30312 members Mstep: Class 2 contains 32032 members Entering Unmasked Estep Score: -8001802.000000 Penalty: 5476.049316 Iteration 7Q: 3 clusters Score -8001802 nChanged 2438 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30020 members Mstep: Class 2 contains 32324 members Entering Unmasked Estep Score: -8002907.000000 Penalty: 5476.049316 Iteration 8Q: 3 clusters Score -8002907 nChanged 2873 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29689 members Mstep: Class 2 contains 32655 members Entering Unmasked Estep Score: -8004439.000000 Penalty: 5476.049316 Iteration 9Q: 3 clusters Score -8004439 nChanged 3324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29331 members Mstep: Class 2 contains 33013 members Entering Unmasked Estep Score: -8006538.500000 Penalty: 5476.049316 Iteration 10F: 3 clusters Score -8006538 nChanged 3615 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28990 members Mstep: Class 2 contains 33354 members Entering Unmasked Estep Score: -8009103.500000 Penalty: 5476.049316 Iteration 11F: 3 clusters Score -8009104 nChanged 3446 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28728 members Mstep: Class 2 contains 33616 members Entering Unmasked Estep Score: -8011062.000000 Penalty: 5476.049316 Iteration 12F: 3 clusters Score -8011062 nChanged 2596 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28518 members Mstep: Class 2 contains 33826 members Entering Unmasked Estep Score: -8012086.000000 Penalty: 5476.049316 Iteration 13Q: 3 clusters Score -8012086 nChanged 1641 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28279 members Mstep: Class 2 contains 34065 members Entering Unmasked Estep Score: -8012522.500000 Penalty: 5476.049316 Iteration 14Q: 3 clusters Score -8012522 nChanged 1025 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28016 members Mstep: Class 2 contains 34328 members Entering Unmasked Estep Score: -8012736.000000 Penalty: 5476.049316 Iteration 15Q: 3 clusters Score -8012736 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27714 members Mstep: Class 2 contains 34630 members Entering Unmasked Estep Score: -8012888.000000 Penalty: 5476.049316 Iteration 16Q: 3 clusters Score -8012888 nChanged 662 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27364 members Mstep: Class 2 contains 34980 members Entering Unmasked Estep Score: -8013037.000000 Penalty: 5476.049316 Iteration 17Q: 3 clusters Score -8013037 nChanged 642 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27010 members Mstep: Class 2 contains 35334 members Entering Unmasked Estep Score: -8013181.500000 Penalty: 5476.049316 Iteration 18Q: 3 clusters Score -8013182 nChanged 610 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26634 members Mstep: Class 2 contains 35710 members Entering Unmasked Estep Score: -8013284.500000 Penalty: 5476.049316 Iteration 19Q: 3 clusters Score -8013284 nChanged 611 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 26241 members Mstep: Class 2 contains 36103 members Entering Unmasked Estep Score: -8013419.500000 Penalty: 5476.049316 Iteration 20F: 3 clusters Score -8013420 nChanged 597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25832 members Mstep: Class 2 contains 36512 members Entering Unmasked Estep Score: -8013493.500000 Penalty: 5476.049316 Iteration 21Q: 3 clusters Score -8013494 nChanged 609 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25439 members Mstep: Class 2 contains 36905 members Entering Unmasked Estep Score: -8013687.000000 Penalty: 5476.049316 Iteration 22Q: 3 clusters Score -8013687 nChanged 621 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25030 members Mstep: Class 2 contains 37314 members Entering Unmasked Estep Score: -8013814.000000 Penalty: 5476.049316 Iteration 23Q: 3 clusters Score -8013814 nChanged 673 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24523 members Mstep: Class 2 contains 37821 members Entering Unmasked Estep Score: -8013906.500000 Penalty: 5476.049316 Iteration 24Q: 3 clusters Score -8013906 nChanged 698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23975 members Mstep: Class 2 contains 38369 members Entering Unmasked Estep Score: -8014115.000000 Penalty: 5476.049316 Iteration 25Q: 3 clusters Score -8014115 nChanged 715 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23444 members Mstep: Class 2 contains 38900 members Entering Unmasked Estep Score: -8014321.000000 Penalty: 5476.049316 Iteration 26Q: 3 clusters Score -8014321 nChanged 725 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22875 members Mstep: Class 2 contains 39469 members Entering Unmasked Estep Score: -8014504.000000 Penalty: 5476.049316 Iteration 27Q: 3 clusters Score -8014504 nChanged 738 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22255 members Mstep: Class 2 contains 40089 members Entering Unmasked Estep Score: -8014722.500000 Penalty: 5476.049316 Iteration 28Q: 3 clusters Score -8014722 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21606 members Mstep: Class 2 contains 40738 members Entering Unmasked Estep Score: -8014924.500000 Penalty: 5476.049316 Iteration 29Q: 3 clusters Score -8014924 nChanged 739 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20975 members Mstep: Class 2 contains 41369 members Entering Unmasked Estep Score: -8015193.000000 Penalty: 5476.049316 Iteration 30Q: 3 clusters Score -8015193 nChanged 720 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20349 members Mstep: Class 2 contains 41995 members Entering Unmasked Estep Score: -8015374.500000 Penalty: 5476.049316 Iteration 31Q: 3 clusters Score -8015374 nChanged 684 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19757 members Mstep: Class 2 contains 42587 members Entering Unmasked Estep Score: -8015569.000000 Penalty: 5476.049316 Iteration 32Q: 3 clusters Score -8015569 nChanged 681 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19156 members Mstep: Class 2 contains 43188 members Entering Unmasked Estep Score: -8015738.500000 Penalty: 5476.049316 Iteration 33Q: 3 clusters Score -8015738 nChanged 700 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18520 members Mstep: Class 2 contains 43824 members Entering Unmasked Estep Score: -8015929.000000 Penalty: 5476.049316 Iteration 34Q: 3 clusters Score -8015929 nChanged 724 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17850 members Mstep: Class 2 contains 44494 members Entering Unmasked Estep Score: -8016148.000000 Penalty: 5476.049316 Iteration 35Q: 3 clusters Score -8016148 nChanged 672 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17206 members Mstep: Class 2 contains 45138 members Entering Unmasked Estep Score: -8016330.500000 Penalty: 5476.049316 Iteration 36Q: 3 clusters Score -8016330 nChanged 657 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16571 members Mstep: Class 2 contains 45773 members Entering Unmasked Estep Score: -8016498.000000 Penalty: 5476.049316 Iteration 37Q: 3 clusters Score -8016498 nChanged 695 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15890 members Mstep: Class 2 contains 46454 members Entering Unmasked Estep Score: -8016716.500000 Penalty: 5476.049316 Iteration 38Q: 3 clusters Score -8016716 nChanged 726 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15172 members Mstep: Class 2 contains 47172 members Entering Unmasked Estep Score: -8016893.500000 Penalty: 5476.049316 Iteration 39Q: 3 clusters Score -8016894 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14433 members Mstep: Class 2 contains 47911 members Entering Unmasked Estep Score: -8017140.500000 Penalty: 5476.049316 Iteration 40F: 3 clusters Score -8017140 nChanged 730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13703 members Mstep: Class 2 contains 48641 members Entering Unmasked Estep Score: -8017371.500000 Penalty: 5476.049316 Iteration 41Q: 3 clusters Score -8017372 nChanged 741 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12962 members Mstep: Class 2 contains 49382 members Entering Unmasked Estep Score: -8017579.000000 Penalty: 5476.049316 Iteration 42Q: 3 clusters Score -8017579 nChanged 735 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12227 members Mstep: Class 2 contains 50117 members Entering Unmasked Estep Score: -8017775.000000 Penalty: 5476.049316 Iteration 43Q: 3 clusters Score -8017775 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11520 members Mstep: Class 2 contains 50824 members Entering Unmasked Estep Score: -8018003.500000 Penalty: 5476.049316 Iteration 44Q: 3 clusters Score -8018004 nChanged 713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10807 members Mstep: Class 2 contains 51537 members Entering Unmasked Estep Score: -8018202.500000 Penalty: 5476.049316 Iteration 45Q: 3 clusters Score -8018202 nChanged 680 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10127 members Mstep: Class 2 contains 52217 members Entering Unmasked Estep Score: -8018412.500000 Penalty: 5476.049316 Iteration 46Q: 3 clusters Score -8018412 nChanged 660 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9467 members Mstep: Class 2 contains 52877 members Entering Unmasked Estep Score: -8018624.500000 Penalty: 5476.049316 Iteration 47Q: 3 clusters Score -8018624 nChanged 631 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8836 members Mstep: Class 2 contains 53508 members Entering Unmasked Estep Score: -8018815.500000 Penalty: 5476.049316 Iteration 48Q: 3 clusters Score -8018816 nChanged 640 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8196 members Mstep: Class 2 contains 54148 members Entering Unmasked Estep Score: -8019063.000000 Penalty: 5476.049316 Iteration 49Q: 3 clusters Score -8019063 nChanged 598 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7598 members Mstep: Class 2 contains 54746 members Entering Unmasked Estep Score: -8019263.500000 Penalty: 5476.049316 Iteration 50Q: 3 clusters Score -8019264 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7036 members Mstep: Class 2 contains 55308 members Entering Unmasked Estep Score: -8019453.500000 Penalty: 5476.049316 Iteration 51Q: 3 clusters Score -8019454 nChanged 516 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6520 members Mstep: Class 2 contains 55824 members Entering Unmasked Estep Score: -8019634.000000 Penalty: 5476.049316 Iteration 52Q: 3 clusters Score -8019634 nChanged 468 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6052 members Mstep: Class 2 contains 56292 members Entering Unmasked Estep Score: -8019785.500000 Penalty: 5476.049316 Iteration 53Q: 3 clusters Score -8019786 nChanged 450 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5602 members Mstep: Class 2 contains 56742 members Entering Unmasked Estep Score: -8019920.500000 Penalty: 5476.049316 Iteration 54Q: 3 clusters Score -8019920 nChanged 458 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5144 members Mstep: Class 2 contains 57200 members Entering Unmasked Estep Score: -8020044.000000 Penalty: 5476.049316 Iteration 55Q: 3 clusters Score -8020044 nChanged 392 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4752 members Mstep: Class 2 contains 57592 members Entering Unmasked Estep Score: -8020171.000000 Penalty: 5476.049316 Iteration 56Q: 3 clusters Score -8020171 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4403 members Mstep: Class 2 contains 57941 members Entering Unmasked Estep Score: -8020297.000000 Penalty: 5476.049316 Iteration 57Q: 3 clusters Score -8020297 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 58283 members Entering Unmasked Estep Score: -8020409.500000 Penalty: 5476.049316 Iteration 58Q: 3 clusters Score -8020410 nChanged 366 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3695 members Mstep: Class 2 contains 58649 members Entering Unmasked Estep Score: -8020563.500000 Penalty: 5476.049316 Iteration 59Q: 3 clusters Score -8020564 nChanged 346 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3353 members Mstep: Class 2 contains 58991 members Entering Unmasked Estep Score: -8020742.000000 Penalty: 5476.049316 Iteration 60F: 3 clusters Score -8020742 nChanged 320 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3033 members Mstep: Class 2 contains 59311 members Entering Unmasked Estep Score: -8020895.000000 Penalty: 5476.049316 Iteration 61Q: 3 clusters Score -8020895 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2762 members Mstep: Class 2 contains 59582 members Entering Unmasked Estep Score: -8020965.500000 Penalty: 5476.049316 Iteration 62Q: 3 clusters Score -8020966 nChanged 255 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2507 members Mstep: Class 2 contains 59837 members Entering Unmasked Estep Score: -8021028.000000 Penalty: 5476.049316 Iteration 63Q: 3 clusters Score -8021028 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2279 members Mstep: Class 2 contains 60065 members Entering Unmasked Estep Score: -8021126.500000 Penalty: 5476.049316 Iteration 64Q: 3 clusters Score -8021126 nChanged 205 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2076 members Mstep: Class 2 contains 60268 members Entering Unmasked Estep Score: -8021229.500000 Penalty: 5476.049316 Iteration 65Q: 3 clusters Score -8021230 nChanged 186 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1894 members Mstep: Class 2 contains 60450 members Entering Unmasked Estep Score: -8021333.500000 Penalty: 5476.049316 Iteration 66Q: 3 clusters Score -8021334 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1724 members Mstep: Class 2 contains 60620 members Entering Unmasked Estep Score: -8021410.500000 Penalty: 5476.049316 Iteration 67Q: 3 clusters Score -8021410 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 60778 members Entering Unmasked Estep Score: -8021470.500000 Penalty: 5476.049316 Iteration 68Q: 3 clusters Score -8021470 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1449 members Mstep: Class 2 contains 60895 members Entering Unmasked Estep Score: -8021505.000000 Penalty: 5476.049316 Iteration 69Q: 3 clusters Score -8021505 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 60987 members Entering Unmasked Estep Score: -8021540.000000 Penalty: 5476.049316 Iteration 70Q: 3 clusters Score -8021540 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 61067 members Entering Unmasked Estep Score: -8021558.500000 Penalty: 5476.049316 Iteration 71Q: 3 clusters Score -8021558 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1199 members Mstep: Class 2 contains 61145 members Entering Unmasked Estep Score: -8021595.500000 Penalty: 5476.049316 Iteration 72Q: 3 clusters Score -8021596 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1140 members Mstep: Class 2 contains 61204 members Entering Unmasked Estep Score: -8021629.500000 Penalty: 5476.049316 Iteration 73Q: 3 clusters Score -8021630 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1084 members Mstep: Class 2 contains 61260 members Entering Unmasked Estep Score: -8021649.500000 Penalty: 5476.049316 Iteration 74Q: 3 clusters Score -8021650 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 61303 members Entering Unmasked Estep Score: -8021663.500000 Penalty: 5476.049316 Iteration 75Q: 3 clusters Score -8021664 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1013 members Mstep: Class 2 contains 61331 members Entering Unmasked Estep Score: -8021671.000000 Penalty: 5476.049316 Iteration 76Q: 3 clusters Score -8021671 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 983 members Mstep: Class 2 contains 61361 members Entering Unmasked Estep Score: -8021696.000000 Penalty: 5476.049316 Iteration 77Q: 3 clusters Score -8021696 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 951 members Mstep: Class 2 contains 61393 members Entering Unmasked Estep Score: -8021712.500000 Penalty: 5476.049316 Iteration 78Q: 3 clusters Score -8021712 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 917 members Mstep: Class 2 contains 61427 members Entering Unmasked Estep Score: -8021729.500000 Penalty: 5476.049316 Iteration 79Q: 3 clusters Score -8021730 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 61453 members Entering Unmasked Estep Score: -8021764.500000 Penalty: 5476.049316 Iteration 80F: 3 clusters Score -8021764 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 61474 members Entering Unmasked Estep Score: -8021765.500000 Penalty: 5476.049316 Iteration 81Q: 3 clusters Score -8021766 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 61488 members Entering Unmasked Estep Score: -8021772.500000 Penalty: 5476.049316 Iteration 82Q: 3 clusters Score -8021772 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 837 members Mstep: Class 2 contains 61507 members Entering Unmasked Estep Score: -8021793.500000 Penalty: 5476.049316 Iteration 83Q: 3 clusters Score -8021794 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 823 members Mstep: Class 2 contains 61521 members Entering Unmasked Estep Score: -8021780.000000 Penalty: 5476.049316 Iteration 84Q: 3 clusters Score -8021780 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 809 members Mstep: Class 2 contains 61535 members Entering Unmasked Estep Score: -8021781.500000 Penalty: 5476.049316 Iteration 85Q: 3 clusters Score -8021782 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 798 members Mstep: Class 2 contains 61546 members Entering Unmasked Estep Score: -8021797.500000 Penalty: 5476.049316 Iteration 86Q: 3 clusters Score -8021798 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 61558 members Entering Unmasked Estep Score: -8021808.000000 Penalty: 5476.049316 Iteration 87Q: 3 clusters Score -8021808 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 779 members Mstep: Class 2 contains 61565 members Entering Unmasked Estep Score: -8021806.500000 Penalty: 5476.049316 Iteration 88Q: 3 clusters Score -8021806 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 775 members Mstep: Class 2 contains 61569 members Entering Unmasked Estep Score: -8021808.000000 Penalty: 5476.049316 Iteration 89Q: 3 clusters Score -8021808 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 769 members Mstep: Class 2 contains 61575 members Entering Unmasked Estep Score: -8021814.000000 Penalty: 5476.049316 Iteration 90Q: 3 clusters Score -8021814 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 763 members Mstep: Class 2 contains 61581 members Entering Unmasked Estep Score: -8021813.500000 Penalty: 5476.049316 Iteration 91Q: 3 clusters Score -8021814 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 61583 members Entering Unmasked Estep Score: -8021819.500000 Penalty: 5476.049316 Iteration 92Q: 3 clusters Score -8021820 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 61583 members Entering Unmasked Estep Score: -8021819.500000 Penalty: 5476.049316 Iteration 93F: 3 clusters Score -8021820 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Entering Unmasked Estep Score: -347622.937500 Penalty: 1963.910156 Iteration 0F: 2 clusters Score -347622.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1368 members Mstep: Class 2 contains 1381 members Entering Unmasked Estep Score: -344570.500000 Penalty: 3927.820312 Iteration 0F: 3 clusters Score -344570.5 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1406 members Mstep: Class 2 contains 1343 members Entering Unmasked Estep Score: -345139.750000 Penalty: 3927.820312 Iteration 1F: 3 clusters Score -345139.8 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -345296.468750 Penalty: 3927.820312 Iteration 2F: 3 clusters Score -345296.5 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1416 members Mstep: Class 2 contains 1333 members Entering Unmasked Estep Score: -345380.343750 Penalty: 3927.820312 Iteration 3Q: 3 clusters Score -345380.3 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1404 members Mstep: Class 2 contains 1345 members Entering Unmasked Estep Score: -345440.343750 Penalty: 3927.820312 Iteration 4Q: 3 clusters Score -345440.3 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1409 members Mstep: Class 2 contains 1340 members Entering Unmasked Estep Score: -345485.656250 Penalty: 3927.820312 Iteration 5Q: 3 clusters Score -345485.7 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1407 members Mstep: Class 2 contains 1342 members Entering Unmasked Estep Score: -345508.500000 Penalty: 3927.820312 Iteration 6Q: 3 clusters Score -345508.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1411 members Mstep: Class 2 contains 1338 members Entering Unmasked Estep Score: -345525.687500 Penalty: 3927.820312 Iteration 7Q: 3 clusters Score -345525.7 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1403 members Mstep: Class 2 contains 1346 members Entering Unmasked Estep Score: -345538.093750 Penalty: 3927.820312 Iteration 8Q: 3 clusters Score -345538.1 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1402 members Mstep: Class 2 contains 1347 members Entering Unmasked Estep Score: -345552.312500 Penalty: 3927.820312 Iteration 9Q: 3 clusters Score -345552.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1400 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -345561.218750 Penalty: 3927.820312 Iteration 10Q: 3 clusters Score -345561.2 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1399 members Mstep: Class 2 contains 1350 members Entering Unmasked Estep Score: -345564.968750 Penalty: 3927.820312 Iteration 11Q: 3 clusters Score -345565 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1394 members Mstep: Class 2 contains 1355 members Entering Unmasked Estep Score: -345568.312500 Penalty: 3927.820312 Iteration 12Q: 3 clusters Score -345568.3 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -345570.625000 Penalty: 3927.820312 Iteration 13Q: 3 clusters Score -345570.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1390 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -345571.375000 Penalty: 3927.820312 Iteration 14Q: 3 clusters Score -345571.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -345572.312500 Penalty: 3927.820312 Iteration 15Q: 3 clusters Score -345572.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -345573.968750 Penalty: 3927.820312 Iteration 16Q: 3 clusters Score -345574 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1391 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -345576.281250 Penalty: 3927.820312 Iteration 17Q: 3 clusters Score -345576.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -345577.562500 Penalty: 3927.820312 Iteration 18Q: 3 clusters Score -345577.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1388 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -345577.562500 Penalty: 3927.820312 Iteration 19F: 3 clusters Score -345577.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (480 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Entering Unmasked Estep Score: -54471.777344 Penalty: 1531.098999 Iteration 0F: 2 clusters Score -54471.78 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 233 members Entering Unmasked Estep Score: -52955.171875 Penalty: 3062.197998 Iteration 0F: 3 clusters Score -52955.17 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -53160.960938 Penalty: 3062.197998 Iteration 1F: 3 clusters Score -53160.96 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 260 members Mstep: Class 2 contains 220 members Entering Unmasked Estep Score: -53266.496094 Penalty: 3062.197998 Iteration 2Q: 3 clusters Score -53266.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 271 members Mstep: Class 2 contains 209 members Entering Unmasked Estep Score: -53412.183594 Penalty: 3062.197998 Iteration 3F: 3 clusters Score -53412.18 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 278 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -53596.539062 Penalty: 3062.197998 Iteration 4F: 3 clusters Score -53596.54 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 286 members Mstep: Class 2 contains 194 members Entering Unmasked Estep Score: -53753.062500 Penalty: 3062.197998 Iteration 5Q: 3 clusters Score -53753.06 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 285 members Mstep: Class 2 contains 195 members Entering Unmasked Estep Score: -53840.035156 Penalty: 3062.197998 Iteration 6Q: 3 clusters Score -53840.04 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 192 members Entering Unmasked Estep Score: -53891.382812 Penalty: 3062.197998 Iteration 7Q: 3 clusters Score -53891.38 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -53923.195312 Penalty: 3062.197998 Iteration 8Q: 3 clusters Score -53923.2 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -53932.941406 Penalty: 3062.197998 Iteration 9Q: 3 clusters Score -53932.94 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -53937.476562 Penalty: 3062.197998 Iteration 10Q: 3 clusters Score -53937.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 291 members Mstep: Class 2 contains 189 members Entering Unmasked Estep Score: -53941.984375 Penalty: 3062.197998 Iteration 11Q: 3 clusters Score -53941.98 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 187 members Entering Unmasked Estep Score: -53951.886719 Penalty: 3062.197998 Iteration 12Q: 3 clusters Score -53951.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 295 members Mstep: Class 2 contains 185 members Entering Unmasked Estep Score: -53962.957031 Penalty: 3062.197998 Iteration 13Q: 3 clusters Score -53962.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 296 members Mstep: Class 2 contains 184 members Entering Unmasked Estep Score: -53968.867188 Penalty: 3062.197998 Iteration 14Q: 3 clusters Score -53968.87 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 183 members Entering Unmasked Estep Score: -53977.074219 Penalty: 3062.197998 Iteration 15Q: 3 clusters Score -53977.07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 181 members Entering Unmasked Estep Score: -53985.476562 Penalty: 3062.197998 Iteration 16Q: 3 clusters Score -53985.48 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 301 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -54005.640625 Penalty: 3062.197998 Iteration 17Q: 3 clusters Score -54005.64 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 176 members Entering Unmasked Estep Score: -54021.625000 Penalty: 3062.197998 Iteration 18Q: 3 clusters Score -54021.62 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 306 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -54032.230469 Penalty: 3062.197998 Iteration 19Q: 3 clusters Score -54032.23 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 307 members Mstep: Class 2 contains 173 members Entering Unmasked Estep Score: -54039.207031 Penalty: 3062.197998 Iteration 20F: 3 clusters Score -54039.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -54044.007812 Penalty: 3062.197998 Iteration 21Q: 3 clusters Score -54044.01 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 308 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -54044.007812 Penalty: 3062.197998 Iteration 22F: 3 clusters Score -54044.01 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7165 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7165 members Entering Unmasked Estep Score: -917551.937500 Penalty: 2201.487061 Iteration 0F: 2 clusters Score -917551.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3593 members Mstep: Class 2 contains 3572 members Entering Unmasked Estep Score: -911599.937500 Penalty: 4402.974121 Iteration 0F: 3 clusters Score -911599.9 nChanged 2894 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3663 members Mstep: Class 2 contains 3502 members Entering Unmasked Estep Score: -913147.375000 Penalty: 4402.974121 Iteration 1F: 3 clusters Score -913147.4 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3705 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -913431.687500 Penalty: 4402.974121 Iteration 2F: 3 clusters Score -913431.7 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3733 members Mstep: Class 2 contains 3432 members Entering Unmasked Estep Score: -913621.562500 Penalty: 4402.974121 Iteration 3F: 3 clusters Score -913621.6 nChanged 280 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3775 members Mstep: Class 2 contains 3390 members Entering Unmasked Estep Score: -913771.062500 Penalty: 4402.974121 Iteration 4Q: 3 clusters Score -913771.1 nChanged 281 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3830 members Mstep: Class 2 contains 3335 members Entering Unmasked Estep Score: -913914.062500 Penalty: 4402.974121 Iteration 5Q: 3 clusters Score -913914.1 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3912 members Mstep: Class 2 contains 3253 members Entering Unmasked Estep Score: -914035.250000 Penalty: 4402.974121 Iteration 6Q: 3 clusters Score -914035.2 nChanged 227 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3997 members Mstep: Class 2 contains 3168 members Entering Unmasked Estep Score: -914146.875000 Penalty: 4402.974121 Iteration 7Q: 3 clusters Score -914146.9 nChanged 203 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4068 members Mstep: Class 2 contains 3097 members Entering Unmasked Estep Score: -914233.812500 Penalty: 4402.974121 Iteration 8Q: 3 clusters Score -914233.8 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4156 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -914309.750000 Penalty: 4402.974121 Iteration 9Q: 3 clusters Score -914309.8 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4270 members Mstep: Class 2 contains 2895 members Entering Unmasked Estep Score: -914380.562500 Penalty: 4402.974121 Iteration 10Q: 3 clusters Score -914380.6 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 2780 members Entering Unmasked Estep Score: -914445.062500 Penalty: 4402.974121 Iteration 11Q: 3 clusters Score -914445.1 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4522 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -914523.562500 Penalty: 4402.974121 Iteration 12Q: 3 clusters Score -914523.6 nChanged 170 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4644 members Mstep: Class 2 contains 2521 members Entering Unmasked Estep Score: -914599.500000 Penalty: 4402.974121 Iteration 13Q: 3 clusters Score -914599.5 nChanged 172 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4782 members Mstep: Class 2 contains 2383 members Entering Unmasked Estep Score: -914683.125000 Penalty: 4402.974121 Iteration 14Q: 3 clusters Score -914683.1 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4914 members Mstep: Class 2 contains 2251 members Entering Unmasked Estep Score: -914753.125000 Penalty: 4402.974121 Iteration 15Q: 3 clusters Score -914753.1 nChanged 161 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5071 members Mstep: Class 2 contains 2094 members Entering Unmasked Estep Score: -914842.687500 Penalty: 4402.974121 Iteration 16Q: 3 clusters Score -914842.7 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5230 members Mstep: Class 2 contains 1935 members Entering Unmasked Estep Score: -914925.312500 Penalty: 4402.974121 Iteration 17Q: 3 clusters Score -914925.3 nChanged 156 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5366 members Mstep: Class 2 contains 1799 members Entering Unmasked Estep Score: -915010.062500 Penalty: 4402.974121 Iteration 18Q: 3 clusters Score -915010.1 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5516 members Mstep: Class 2 contains 1649 members Entering Unmasked Estep Score: -915096.750000 Penalty: 4402.974121 Iteration 19Q: 3 clusters Score -915096.8 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5668 members Mstep: Class 2 contains 1497 members Entering Unmasked Estep Score: -915189.312500 Penalty: 4402.974121 Iteration 20F: 3 clusters Score -915189.3 nChanged 147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5807 members Mstep: Class 2 contains 1358 members Entering Unmasked Estep Score: -915282.750000 Penalty: 4402.974121 Iteration 21Q: 3 clusters Score -915282.8 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5954 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -915396.000000 Penalty: 4402.974121 Iteration 22Q: 3 clusters Score -915396 nChanged 133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6083 members Mstep: Class 2 contains 1082 members Entering Unmasked Estep Score: -915495.687500 Penalty: 4402.974121 Iteration 23Q: 3 clusters Score -915495.7 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6212 members Mstep: Class 2 contains 953 members Entering Unmasked Estep Score: -915591.000000 Penalty: 4402.974121 Iteration 24Q: 3 clusters Score -915591 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6306 members Mstep: Class 2 contains 859 members Entering Unmasked Estep Score: -915657.812500 Penalty: 4402.974121 Iteration 25Q: 3 clusters Score -915657.8 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6371 members Mstep: Class 2 contains 794 members Entering Unmasked Estep Score: -915708.250000 Penalty: 4402.974121 Iteration 26Q: 3 clusters Score -915708.2 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6437 members Mstep: Class 2 contains 728 members Entering Unmasked Estep Score: -915759.875000 Penalty: 4402.974121 Iteration 27Q: 3 clusters Score -915759.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6487 members Mstep: Class 2 contains 678 members Entering Unmasked Estep Score: -915798.937500 Penalty: 4402.974121 Iteration 28Q: 3 clusters Score -915798.9 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6524 members Mstep: Class 2 contains 641 members Entering Unmasked Estep Score: -915829.375000 Penalty: 4402.974121 Iteration 29Q: 3 clusters Score -915829.4 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6557 members Mstep: Class 2 contains 608 members Entering Unmasked Estep Score: -915850.125000 Penalty: 4402.974121 Iteration 30Q: 3 clusters Score -915850.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6583 members Mstep: Class 2 contains 582 members Entering Unmasked Estep Score: -915868.562500 Penalty: 4402.974121 Iteration 31Q: 3 clusters Score -915868.6 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6597 members Mstep: Class 2 contains 568 members Entering Unmasked Estep Score: -915876.187500 Penalty: 4402.974121 Iteration 32Q: 3 clusters Score -915876.2 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6606 members Mstep: Class 2 contains 559 members Entering Unmasked Estep Score: -915883.312500 Penalty: 4402.974121 Iteration 33Q: 3 clusters Score -915883.3 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6614 members Mstep: Class 2 contains 551 members Entering Unmasked Estep Score: -915889.250000 Penalty: 4402.974121 Iteration 34Q: 3 clusters Score -915889.2 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6621 members Mstep: Class 2 contains 544 members Entering Unmasked Estep Score: -915895.000000 Penalty: 4402.974121 Iteration 35Q: 3 clusters Score -915895 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6628 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -915900.062500 Penalty: 4402.974121 Iteration 36Q: 3 clusters Score -915900.1 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6640 members Mstep: Class 2 contains 525 members Entering Unmasked Estep Score: -915912.562500 Penalty: 4402.974121 Iteration 37Q: 3 clusters Score -915912.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 510 members Entering Unmasked Estep Score: -915918.437500 Penalty: 4402.974121 Iteration 38Q: 3 clusters Score -915918.4 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6664 members Mstep: Class 2 contains 501 members Entering Unmasked Estep Score: -915928.312500 Penalty: 4402.974121 Iteration 39Q: 3 clusters Score -915928.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6669 members Mstep: Class 2 contains 496 members Entering Unmasked Estep Score: -915932.562500 Penalty: 4402.974121 Iteration 40F: 3 clusters Score -915932.6 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6673 members Mstep: Class 2 contains 492 members Entering Unmasked Estep Score: -915934.125000 Penalty: 4402.974121 Iteration 41Q: 3 clusters Score -915934.1 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6676 members Mstep: Class 2 contains 489 members Entering Unmasked Estep Score: -915937.062500 Penalty: 4402.974121 Iteration 42Q: 3 clusters Score -915937.1 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6681 members Mstep: Class 2 contains 484 members Entering Unmasked Estep Score: -915941.187500 Penalty: 4402.974121 Iteration 43Q: 3 clusters Score -915941.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -915943.250000 Penalty: 4402.974121 Iteration 44Q: 3 clusters Score -915943.2 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6684 members Mstep: Class 2 contains 481 members Entering Unmasked Estep Score: -915943.250000 Penalty: 4402.974121 Iteration 45F: 3 clusters Score -915943.2 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (192676 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192676 members Entering Unmasked Estep Score: -24291710.000000 Penalty: 3017.853760 Iteration 0F: 2 clusters Score -2.429171e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96630 members Mstep: Class 2 contains 96046 members Entering Unmasked Estep Score: -24163938.000000 Penalty: 6035.707520 Iteration 0F: 3 clusters Score -2.416394e+07 nChanged 92375 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 103021 members Mstep: Class 2 contains 89655 members Entering Unmasked Estep Score: -24219202.000000 Penalty: 6035.707520 Iteration 1F: 3 clusters Score -2.42192e+07 nChanged 7016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 107183 members Mstep: Class 2 contains 85493 members Entering Unmasked Estep Score: -24221380.000000 Penalty: 6035.707520 Iteration 2Q: 3 clusters Score -2.422138e+07 nChanged 8279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 113268 members Mstep: Class 2 contains 79408 members Entering Unmasked Estep Score: -24225030.000000 Penalty: 6035.707520 Iteration 3Q: 3 clusters Score -2.422503e+07 nChanged 9821 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 121659 members Mstep: Class 2 contains 71017 members Entering Unmasked Estep Score: -24229962.000000 Penalty: 6035.707520 Iteration 4F: 3 clusters Score -2.422996e+07 nChanged 11866 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 132727 members Mstep: Class 2 contains 59949 members Entering Unmasked Estep Score: -24237112.000000 Penalty: 6035.707520 Iteration 5F: 3 clusters Score -2.423711e+07 nChanged 14223 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 146698 members Mstep: Class 2 contains 45978 members Entering Unmasked Estep Score: -24248000.000000 Penalty: 6035.707520 Iteration 6F: 3 clusters Score -2.4248e+07 nChanged 15406 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 162024 members Mstep: Class 2 contains 30652 members Entering Unmasked Estep Score: -24261764.000000 Penalty: 6035.707520 Iteration 7F: 3 clusters Score -2.426176e+07 nChanged 13900 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175912 members Mstep: Class 2 contains 16764 members Entering Unmasked Estep Score: -24274938.000000 Penalty: 6035.707520 Iteration 8F: 3 clusters Score -2.427494e+07 nChanged 9461 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185371 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -24283550.000000 Penalty: 6035.707520 Iteration 9Q: 3 clusters Score -2.428355e+07 nChanged 4488 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189853 members Mstep: Class 2 contains 2823 members Entering Unmasked Estep Score: -24287246.000000 Penalty: 6035.707520 Iteration 10Q: 3 clusters Score -2.428725e+07 nChanged 1571 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191416 members Mstep: Class 2 contains 1260 members Entering Unmasked Estep Score: -24288506.000000 Penalty: 6035.707520 Iteration 11Q: 3 clusters Score -2.428851e+07 nChanged 493 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191875 members Mstep: Class 2 contains 801 members Entering Unmasked Estep Score: -24288944.000000 Penalty: 6035.707520 Iteration 12Q: 3 clusters Score -2.428894e+07 nChanged 199 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192046 members Mstep: Class 2 contains 630 members Entering Unmasked Estep Score: -24289150.000000 Penalty: 6035.707520 Iteration 13Q: 3 clusters Score -2.428915e+07 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192114 members Mstep: Class 2 contains 562 members Entering Unmasked Estep Score: -24289286.000000 Penalty: 6035.707520 Iteration 14Q: 3 clusters Score -2.428929e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192138 members Mstep: Class 2 contains 538 members Entering Unmasked Estep Score: -24289342.000000 Penalty: 6035.707520 Iteration 15Q: 3 clusters Score -2.428934e+07 nChanged 59 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192139 members Mstep: Class 2 contains 537 members Entering Unmasked Estep Score: -24289422.000000 Penalty: 6035.707520 Iteration 16Q: 3 clusters Score -2.428942e+07 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192130 members Mstep: Class 2 contains 546 members Entering Unmasked Estep Score: -24289510.000000 Penalty: 6035.707520 Iteration 17Q: 3 clusters Score -2.428951e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192126 members Mstep: Class 2 contains 550 members Entering Unmasked Estep Score: -24289538.000000 Penalty: 6035.707520 Iteration 18Q: 3 clusters Score -2.428954e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192115 members Mstep: Class 2 contains 561 members Entering Unmasked Estep Score: -24289608.000000 Penalty: 6035.707520 Iteration 19Q: 3 clusters Score -2.428961e+07 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192092 members Mstep: Class 2 contains 584 members Entering Unmasked Estep Score: -24289634.000000 Penalty: 6035.707520 Iteration 20F: 3 clusters Score -2.428963e+07 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192080 members Mstep: Class 2 contains 596 members Entering Unmasked Estep Score: -24289646.000000 Penalty: 6035.707520 Iteration 21Q: 3 clusters Score -2.428965e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192062 members Mstep: Class 2 contains 614 members Entering Unmasked Estep Score: -24289674.000000 Penalty: 6035.707520 Iteration 22Q: 3 clusters Score -2.428967e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192039 members Mstep: Class 2 contains 637 members Entering Unmasked Estep Score: -24289692.000000 Penalty: 6035.707520 Iteration 23Q: 3 clusters Score -2.428969e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192027 members Mstep: Class 2 contains 649 members Entering Unmasked Estep Score: -24289690.000000 Penalty: 6035.707520 Iteration 24Q: 3 clusters Score -2.428969e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192010 members Mstep: Class 2 contains 666 members Entering Unmasked Estep Score: -24289714.000000 Penalty: 6035.707520 Iteration 25Q: 3 clusters Score -2.428971e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191993 members Mstep: Class 2 contains 683 members Entering Unmasked Estep Score: -24289720.000000 Penalty: 6035.707520 Iteration 26Q: 3 clusters Score -2.428972e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191970 members Mstep: Class 2 contains 706 members Entering Unmasked Estep Score: -24289778.000000 Penalty: 6035.707520 Iteration 27Q: 3 clusters Score -2.428978e+07 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191956 members Mstep: Class 2 contains 720 members Entering Unmasked Estep Score: -24289834.000000 Penalty: 6035.707520 Iteration 28Q: 3 clusters Score -2.428983e+07 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191936 members Mstep: Class 2 contains 740 members Entering Unmasked Estep Score: -24289886.000000 Penalty: 6035.707520 Iteration 29Q: 3 clusters Score -2.428989e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191904 members Mstep: Class 2 contains 772 members Entering Unmasked Estep Score: -24289938.000000 Penalty: 6035.707520 Iteration 30Q: 3 clusters Score -2.428994e+07 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191878 members Mstep: Class 2 contains 798 members Entering Unmasked Estep Score: -24290012.000000 Penalty: 6035.707520 Iteration 31Q: 3 clusters Score -2.429001e+07 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191860 members Mstep: Class 2 contains 816 members Entering Unmasked Estep Score: -24290060.000000 Penalty: 6035.707520 Iteration 32Q: 3 clusters Score -2.429006e+07 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191837 members Mstep: Class 2 contains 839 members Entering Unmasked Estep Score: -24290092.000000 Penalty: 6035.707520 Iteration 33Q: 3 clusters Score -2.429009e+07 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191813 members Mstep: Class 2 contains 863 members Entering Unmasked Estep Score: -24290122.000000 Penalty: 6035.707520 Iteration 34Q: 3 clusters Score -2.429012e+07 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191788 members Mstep: Class 2 contains 888 members Entering Unmasked Estep Score: -24290108.000000 Penalty: 6035.707520 Iteration 35Q: 3 clusters Score -2.429011e+07 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191765 members Mstep: Class 2 contains 911 members Entering Unmasked Estep Score: -24290130.000000 Penalty: 6035.707520 Iteration 36Q: 3 clusters Score -2.429013e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191743 members Mstep: Class 2 contains 933 members Entering Unmasked Estep Score: -24290144.000000 Penalty: 6035.707520 Iteration 37Q: 3 clusters Score -2.429014e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191729 members Mstep: Class 2 contains 947 members Entering Unmasked Estep Score: -24290162.000000 Penalty: 6035.707520 Iteration 38Q: 3 clusters Score -2.429016e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191726 members Mstep: Class 2 contains 950 members Entering Unmasked Estep Score: -24290172.000000 Penalty: 6035.707520 Iteration 39Q: 3 clusters Score -2.429017e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191722 members Mstep: Class 2 contains 954 members Entering Unmasked Estep Score: -24290188.000000 Penalty: 6035.707520 Iteration 40F: 3 clusters Score -2.429019e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191705 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -24290192.000000 Penalty: 6035.707520 Iteration 41Q: 3 clusters Score -2.429019e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191692 members Mstep: Class 2 contains 984 members Entering Unmasked Estep Score: -24290206.000000 Penalty: 6035.707520 Iteration 42Q: 3 clusters Score -2.429021e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191681 members Mstep: Class 2 contains 995 members Entering Unmasked Estep Score: -24290212.000000 Penalty: 6035.707520 Iteration 43Q: 3 clusters Score -2.429021e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191670 members Mstep: Class 2 contains 1006 members Entering Unmasked Estep Score: -24290216.000000 Penalty: 6035.707520 Iteration 44Q: 3 clusters Score -2.429022e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191657 members Mstep: Class 2 contains 1019 members Entering Unmasked Estep Score: -24290224.000000 Penalty: 6035.707520 Iteration 45Q: 3 clusters Score -2.429022e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191647 members Mstep: Class 2 contains 1029 members Entering Unmasked Estep Score: -24290214.000000 Penalty: 6035.707520 Iteration 46Q: 3 clusters Score -2.429021e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191639 members Mstep: Class 2 contains 1037 members Entering Unmasked Estep Score: -24290214.000000 Penalty: 6035.707520 Iteration 47Q: 3 clusters Score -2.429021e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191631 members Mstep: Class 2 contains 1045 members Entering Unmasked Estep Score: -24290234.000000 Penalty: 6035.707520 Iteration 48Q: 3 clusters Score -2.429023e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191626 members Mstep: Class 2 contains 1050 members Entering Unmasked Estep Score: -24290236.000000 Penalty: 6035.707520 Iteration 49Q: 3 clusters Score -2.429024e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191620 members Mstep: Class 2 contains 1056 members Entering Unmasked Estep Score: -24290248.000000 Penalty: 6035.707520 Iteration 50Q: 3 clusters Score -2.429025e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191617 members Mstep: Class 2 contains 1059 members Entering Unmasked Estep Score: -24290240.000000 Penalty: 6035.707520 Iteration 51Q: 3 clusters Score -2.429024e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191613 members Mstep: Class 2 contains 1063 members Entering Unmasked Estep Score: -24290240.000000 Penalty: 6035.707520 Iteration 52Q: 3 clusters Score -2.429024e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191611 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -24290238.000000 Penalty: 6035.707520 Iteration 53Q: 3 clusters Score -2.429024e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191610 members Mstep: Class 2 contains 1066 members Entering Unmasked Estep Score: -24290250.000000 Penalty: 6035.707520 Iteration 54Q: 3 clusters Score -2.429025e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191609 members Mstep: Class 2 contains 1067 members Entering Unmasked Estep Score: -24290246.000000 Penalty: 6035.707520 Iteration 55Q: 3 clusters Score -2.429025e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191608 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -24290252.000000 Penalty: 6035.707520 Iteration 56Q: 3 clusters Score -2.429025e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191608 members Mstep: Class 2 contains 1068 members Entering Unmasked Estep Score: -24290248.000000 Penalty: 6035.707520 Iteration 57Q: 3 clusters Score -2.429025e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191607 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -24290252.000000 Penalty: 6035.707520 Iteration 58Q: 3 clusters Score -2.429025e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191607 members Mstep: Class 2 contains 1069 members Entering Unmasked Estep Score: -24290252.000000 Penalty: 6035.707520 Iteration 59F: 3 clusters Score -2.429025e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4690 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4690 members Entering Unmasked Estep Score: -608226.625000 Penalty: 2096.390625 Iteration 0F: 2 clusters Score -608226.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2344 members Mstep: Class 2 contains 2346 members Entering Unmasked Estep Score: -603921.125000 Penalty: 4192.781250 Iteration 0F: 3 clusters Score -603921.1 nChanged 1698 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2324 members Mstep: Class 2 contains 2366 members Entering Unmasked Estep Score: -604868.812500 Penalty: 4192.781250 Iteration 1F: 3 clusters Score -604868.8 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2340 members Mstep: Class 2 contains 2350 members Entering Unmasked Estep Score: -605061.250000 Penalty: 4192.781250 Iteration 2F: 3 clusters Score -605061.2 nChanged 229 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2357 members Mstep: Class 2 contains 2333 members Entering Unmasked Estep Score: -605182.312500 Penalty: 4192.781250 Iteration 3Q: 3 clusters Score -605182.3 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2363 members Mstep: Class 2 contains 2327 members Entering Unmasked Estep Score: -605259.875000 Penalty: 4192.781250 Iteration 4Q: 3 clusters Score -605259.9 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2362 members Mstep: Class 2 contains 2328 members Entering Unmasked Estep Score: -605322.562500 Penalty: 4192.781250 Iteration 5Q: 3 clusters Score -605322.6 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2358 members Mstep: Class 2 contains 2332 members Entering Unmasked Estep Score: -605361.562500 Penalty: 4192.781250 Iteration 6Q: 3 clusters Score -605361.6 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2339 members Mstep: Class 2 contains 2351 members Entering Unmasked Estep Score: -605387.250000 Penalty: 4192.781250 Iteration 7Q: 3 clusters Score -605387.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2320 members Mstep: Class 2 contains 2370 members Entering Unmasked Estep Score: -605413.000000 Penalty: 4192.781250 Iteration 8Q: 3 clusters Score -605413 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2299 members Mstep: Class 2 contains 2391 members Entering Unmasked Estep Score: -605432.437500 Penalty: 4192.781250 Iteration 9Q: 3 clusters Score -605432.4 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2286 members Mstep: Class 2 contains 2404 members Entering Unmasked Estep Score: -605445.437500 Penalty: 4192.781250 Iteration 10Q: 3 clusters Score -605445.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2273 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -605450.937500 Penalty: 4192.781250 Iteration 11Q: 3 clusters Score -605450.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2262 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -605456.062500 Penalty: 4192.781250 Iteration 12Q: 3 clusters Score -605456.1 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -605460.875000 Penalty: 4192.781250 Iteration 13Q: 3 clusters Score -605460.9 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2259 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -605465.000000 Penalty: 4192.781250 Iteration 14Q: 3 clusters Score -605465 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2255 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -605469.000000 Penalty: 4192.781250 Iteration 15Q: 3 clusters Score -605469 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2249 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -605471.812500 Penalty: 4192.781250 Iteration 16Q: 3 clusters Score -605471.8 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -605477.562500 Penalty: 4192.781250 Iteration 17Q: 3 clusters Score -605477.6 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -605480.062500 Penalty: 4192.781250 Iteration 18Q: 3 clusters Score -605480.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2243 members Mstep: Class 2 contains 2447 members Entering Unmasked Estep Score: -605482.687500 Penalty: 4192.781250 Iteration 19Q: 3 clusters Score -605482.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2241 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -605483.375000 Penalty: 4192.781250 Iteration 20F: 3 clusters Score -605483.4 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -605485.375000 Penalty: 4192.781250 Iteration 21Q: 3 clusters Score -605485.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2237 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -605487.687500 Penalty: 4192.781250 Iteration 22Q: 3 clusters Score -605487.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2236 members Mstep: Class 2 contains 2454 members Entering Unmasked Estep Score: -605488.937500 Penalty: 4192.781250 Iteration 23Q: 3 clusters Score -605488.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2233 members Mstep: Class 2 contains 2457 members Entering Unmasked Estep Score: -605489.437500 Penalty: 4192.781250 Iteration 24Q: 3 clusters Score -605489.4 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2230 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -605489.000000 Penalty: 4192.781250 Iteration 25Q: 3 clusters Score -605489 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2227 members Mstep: Class 2 contains 2463 members Entering Unmasked Estep Score: -605491.250000 Penalty: 4192.781250 Iteration 26Q: 3 clusters Score -605491.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -605490.812500 Penalty: 4192.781250 Iteration 27Q: 3 clusters Score -605490.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2223 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -605491.312500 Penalty: 4192.781250 Iteration 28Q: 3 clusters Score -605491.3 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2224 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -605492.625000 Penalty: 4192.781250 Iteration 29Q: 3 clusters Score -605492.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -605492.562500 Penalty: 4192.781250 Iteration 30Q: 3 clusters Score -605492.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2225 members Mstep: Class 2 contains 2465 members Entering Unmasked Estep Score: -605492.562500 Penalty: 4192.781250 Iteration 31F: 3 clusters Score -605492.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (348 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Entering Unmasked Estep Score: -35870.503906 Penalty: 1451.346191 Iteration 0F: 2 clusters Score -35870.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -34565.394531 Penalty: 2902.692383 Iteration 0F: 3 clusters Score -34565.39 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 179 members Entering Unmasked Estep Score: -34730.992188 Penalty: 2902.692383 Iteration 1F: 3 clusters Score -34730.99 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 171 members Mstep: Class 2 contains 177 members Entering Unmasked Estep Score: -34819.867188 Penalty: 2902.692383 Iteration 2F: 3 clusters Score -34819.87 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174 members Mstep: Class 2 contains 174 members Entering Unmasked Estep Score: -34864.238281 Penalty: 2902.692383 Iteration 3Q: 3 clusters Score -34864.24 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 172 members Entering Unmasked Estep Score: -34914.527344 Penalty: 2902.692383 Iteration 4Q: 3 clusters Score -34914.53 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 169 members Entering Unmasked Estep Score: -34978.894531 Penalty: 2902.692383 Iteration 5Q: 3 clusters Score -34978.89 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183 members Mstep: Class 2 contains 165 members Entering Unmasked Estep Score: -35048.058594 Penalty: 2902.692383 Iteration 6Q: 3 clusters Score -35048.06 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -35093.582031 Penalty: 2902.692383 Iteration 7Q: 3 clusters Score -35093.58 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -35135.039062 Penalty: 2902.692383 Iteration 8Q: 3 clusters Score -35135.04 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -35154.027344 Penalty: 2902.692383 Iteration 9Q: 3 clusters Score -35154.03 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -35173.792969 Penalty: 2902.692383 Iteration 10Q: 3 clusters Score -35173.79 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 197 members Mstep: Class 2 contains 151 members Entering Unmasked Estep Score: -35225.078125 Penalty: 2902.692383 Iteration 11Q: 3 clusters Score -35225.08 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 196 members Mstep: Class 2 contains 152 members Entering Unmasked Estep Score: -35256.675781 Penalty: 2902.692383 Iteration 12Q: 3 clusters Score -35256.68 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 194 members Mstep: Class 2 contains 154 members Entering Unmasked Estep Score: -35291.214844 Penalty: 2902.692383 Iteration 13Q: 3 clusters Score -35291.21 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -35306.351562 Penalty: 2902.692383 Iteration 14Q: 3 clusters Score -35306.35 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -35319.937500 Penalty: 2902.692383 Iteration 15Q: 3 clusters Score -35319.94 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -35323.246094 Penalty: 2902.692383 Iteration 16Q: 3 clusters Score -35323.25 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 191 members Mstep: Class 2 contains 157 members Entering Unmasked Estep Score: -35331.828125 Penalty: 2902.692383 Iteration 17Q: 3 clusters Score -35331.83 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 193 members Mstep: Class 2 contains 155 members Entering Unmasked Estep Score: -35344.730469 Penalty: 2902.692383 Iteration 18Q: 3 clusters Score -35344.73 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192 members Mstep: Class 2 contains 156 members Entering Unmasked Estep Score: -35351.890625 Penalty: 2902.692383 Iteration 19Q: 3 clusters Score -35351.89 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -35378.046875 Penalty: 2902.692383 Iteration 20F: 3 clusters Score -35378.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187 members Mstep: Class 2 contains 161 members Entering Unmasked Estep Score: -35438.703125 Penalty: 2902.692383 Iteration 21Q: 3 clusters Score -35438.7 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189 members Mstep: Class 2 contains 159 members Entering Unmasked Estep Score: -35476.093750 Penalty: 2902.692383 Iteration 22Q: 3 clusters Score -35476.09 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -35481.019531 Penalty: 2902.692383 Iteration 23Q: 3 clusters Score -35481.02 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190 members Mstep: Class 2 contains 158 members Entering Unmasked Estep Score: -35481.019531 Penalty: 2902.692383 Iteration 24F: 3 clusters Score -35481.02 nChanged 0 Entering ConstructFrom: Trying to split cluster 25 (23267 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23267 members Entering Unmasked Estep Score: -2993889.000000 Penalty: 2493.588379 Iteration 0F: 2 clusters Score -2993889 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11549 members Mstep: Class 2 contains 11718 members Entering Unmasked Estep Score: -2977739.250000 Penalty: 4987.176758 Iteration 0F: 3 clusters Score -2977739 nChanged 10351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10816 members Mstep: Class 2 contains 12451 members Entering Unmasked Estep Score: -2983349.500000 Penalty: 4987.176758 Iteration 1F: 3 clusters Score -2983350 nChanged 1200 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10358 members Mstep: Class 2 contains 12909 members Entering Unmasked Estep Score: -2983821.000000 Penalty: 4987.176758 Iteration 2F: 3 clusters Score -2983821 nChanged 1088 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9806 members Mstep: Class 2 contains 13461 members Entering Unmasked Estep Score: -2984249.000000 Penalty: 4987.176758 Iteration 3Q: 3 clusters Score -2984249 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9125 members Mstep: Class 2 contains 14142 members Entering Unmasked Estep Score: -2984700.750000 Penalty: 4987.176758 Iteration 4Q: 3 clusters Score -2984701 nChanged 1043 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8234 members Mstep: Class 2 contains 15033 members Entering Unmasked Estep Score: -2985193.250000 Penalty: 4987.176758 Iteration 5Q: 3 clusters Score -2985193 nChanged 1155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7171 members Mstep: Class 2 contains 16096 members Entering Unmasked Estep Score: -2985845.750000 Penalty: 4987.176758 Iteration 6Q: 3 clusters Score -2985846 nChanged 1324 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5891 members Mstep: Class 2 contains 17376 members Entering Unmasked Estep Score: -2986727.000000 Penalty: 4987.176758 Iteration 7F: 3 clusters Score -2986727 nChanged 1437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4482 members Mstep: Class 2 contains 18785 members Entering Unmasked Estep Score: -2987822.750000 Penalty: 4987.176758 Iteration 8F: 3 clusters Score -2987823 nChanged 1384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3110 members Mstep: Class 2 contains 20157 members Entering Unmasked Estep Score: -2988981.500000 Penalty: 4987.176758 Iteration 9F: 3 clusters Score -2988982 nChanged 1171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1943 members Mstep: Class 2 contains 21324 members Entering Unmasked Estep Score: -2990004.000000 Penalty: 4987.176758 Iteration 10F: 3 clusters Score -2990004 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1118 members Mstep: Class 2 contains 22149 members Entering Unmasked Estep Score: -2990799.500000 Penalty: 4987.176758 Iteration 11Q: 3 clusters Score -2990800 nChanged 428 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 22575 members Entering Unmasked Estep Score: -2991251.750000 Penalty: 4987.176758 Iteration 12Q: 3 clusters Score -2991252 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 486 members Mstep: Class 2 contains 22781 members Entering Unmasked Estep Score: -2991460.750000 Penalty: 4987.176758 Iteration 13Q: 3 clusters Score -2991461 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 390 members Mstep: Class 2 contains 22877 members Entering Unmasked Estep Score: -2991562.250000 Penalty: 4987.176758 Iteration 14Q: 3 clusters Score -2991562 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 347 members Mstep: Class 2 contains 22920 members Entering Unmasked Estep Score: -2991631.000000 Penalty: 4987.176758 Iteration 15Q: 3 clusters Score -2991631 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 324 members Mstep: Class 2 contains 22943 members Entering Unmasked Estep Score: -2991663.500000 Penalty: 4987.176758 Iteration 16Q: 3 clusters Score -2991664 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 312 members Mstep: Class 2 contains 22955 members Entering Unmasked Estep Score: -2991674.000000 Penalty: 4987.176758 Iteration 17Q: 3 clusters Score -2991674 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 304 members Mstep: Class 2 contains 22963 members Entering Unmasked Estep Score: -2991687.000000 Penalty: 4987.176758 Iteration 18Q: 3 clusters Score -2991687 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 22968 members Entering Unmasked Estep Score: -2991687.750000 Penalty: 4987.176758 Iteration 19Q: 3 clusters Score -2991688 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 299 members Mstep: Class 2 contains 22968 members Entering Unmasked Estep Score: -2991692.750000 Penalty: 4987.176758 Iteration 20F: 3 clusters Score -2991693 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 297 members Mstep: Class 2 contains 22970 members Entering Unmasked Estep Score: -2991695.750000 Penalty: 4987.176758 Iteration 21Q: 3 clusters Score -2991696 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 292 members Mstep: Class 2 contains 22975 members Entering Unmasked Estep Score: -2991716.500000 Penalty: 4987.176758 Iteration 22Q: 3 clusters Score -2991716 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 287 members Mstep: Class 2 contains 22980 members Entering Unmasked Estep Score: -2991721.250000 Penalty: 4987.176758 Iteration 23Q: 3 clusters Score -2991721 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 22987 members Entering Unmasked Estep Score: -2991731.250000 Penalty: 4987.176758 Iteration 24Q: 3 clusters Score -2991731 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 277 members Mstep: Class 2 contains 22990 members Entering Unmasked Estep Score: -2991738.750000 Penalty: 4987.176758 Iteration 25Q: 3 clusters Score -2991739 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 22992 members Entering Unmasked Estep Score: -2991741.750000 Penalty: 4987.176758 Iteration 26Q: 3 clusters Score -2991742 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 22993 members Entering Unmasked Estep Score: -2991742.750000 Penalty: 4987.176758 Iteration 27Q: 3 clusters Score -2991743 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 274 members Mstep: Class 2 contains 22993 members Entering Unmasked Estep Score: -2991742.750000 Penalty: 4987.176758 Iteration 28F: 3 clusters Score -2991743 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 40630 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2832 members Mstep: Class 8 contains 24768 members Mstep: Class 9 contains 20353 members Mstep: Class 10 contains 5162 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21793 members Mstep: Class 14 contains 19480 members Mstep: Class 15 contains 2726 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8244 members Mstep: Class 18 contains 62344 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192676 members Mstep: Class 23 contains 4690 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23267 members Entering Unmasked Estep ConsiderDeletion Score: -55723488.000000 Penalty: 80642.781250 Iteration 159Q: 26 clusters Score -5.572349e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 40630 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2828 members Mstep: Class 8 contains 24768 members Mstep: Class 9 contains 20352 members Mstep: Class 10 contains 5162 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21793 members Mstep: Class 14 contains 19479 members Mstep: Class 15 contains 2726 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8244 members Mstep: Class 18 contains 62362 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192661 members Mstep: Class 23 contains 4690 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23270 members Entering Unmasked Estep ConsiderDeletion Score: -55723484.000000 Penalty: 80642.781250 Iteration 160F: 26 clusters Score -5.572348e+07 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 40627 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2826 members Mstep: Class 8 contains 24767 members Mstep: Class 9 contains 20352 members Mstep: Class 10 contains 5162 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21791 members Mstep: Class 14 contains 19477 members Mstep: Class 15 contains 2726 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8244 members Mstep: Class 18 contains 62386 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192645 members Mstep: Class 23 contains 4690 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23272 members Entering Unmasked Estep ConsiderDeletion Score: -55723516.000000 Penalty: 80642.781250 Iteration 161Q: 26 clusters Score -5.572352e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 40625 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2822 members Mstep: Class 8 contains 24765 members Mstep: Class 9 contains 20352 members Mstep: Class 10 contains 5162 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21789 members Mstep: Class 14 contains 19477 members Mstep: Class 15 contains 2726 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8244 members Mstep: Class 18 contains 62400 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192638 members Mstep: Class 23 contains 4690 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23275 members Entering Unmasked Estep ConsiderDeletion Score: -55723504.000000 Penalty: 80642.781250 Iteration 162Q: 26 clusters Score -5.57235e+07 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 40623 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2821 members Mstep: Class 8 contains 24764 members Mstep: Class 9 contains 20352 members Mstep: Class 10 contains 5162 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21788 members Mstep: Class 14 contains 19478 members Mstep: Class 15 contains 2726 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8244 members Mstep: Class 18 contains 62407 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192634 members Mstep: Class 23 contains 4690 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23276 members Entering Unmasked Estep ConsiderDeletion Score: -55723500.000000 Penalty: 80642.781250 Iteration 163Q: 26 clusters Score -5.57235e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 40623 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2820 members Mstep: Class 8 contains 24764 members Mstep: Class 9 contains 20352 members Mstep: Class 10 contains 5162 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21788 members Mstep: Class 14 contains 19478 members Mstep: Class 15 contains 2726 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8244 members Mstep: Class 18 contains 62414 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192627 members Mstep: Class 23 contains 4690 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23277 members Entering Unmasked Estep ConsiderDeletion Score: -55723476.000000 Penalty: 80642.781250 Iteration 164Q: 26 clusters Score -5.572348e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 40623 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2820 members Mstep: Class 8 contains 24764 members Mstep: Class 9 contains 20352 members Mstep: Class 10 contains 5162 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21788 members Mstep: Class 14 contains 19477 members Mstep: Class 15 contains 2726 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8244 members Mstep: Class 18 contains 62420 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192623 members Mstep: Class 23 contains 4690 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23276 members Entering Unmasked Estep ConsiderDeletion Score: -55723468.000000 Penalty: 80642.781250 Iteration 165Q: 26 clusters Score -5.572347e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 40622 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2819 members Mstep: Class 8 contains 24764 members Mstep: Class 9 contains 20352 members Mstep: Class 10 contains 5162 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21788 members Mstep: Class 14 contains 19479 members Mstep: Class 15 contains 2726 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8244 members Mstep: Class 18 contains 62426 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192618 members Mstep: Class 23 contains 4690 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23275 members Entering Unmasked Estep ConsiderDeletion Score: -55723496.000000 Penalty: 80642.781250 Iteration 166Q: 26 clusters Score -5.57235e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 40622 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2819 members Mstep: Class 8 contains 24764 members Mstep: Class 9 contains 20352 members Mstep: Class 10 contains 5162 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21788 members Mstep: Class 14 contains 19481 members Mstep: Class 15 contains 2726 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8243 members Mstep: Class 18 contains 62428 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192615 members Mstep: Class 23 contains 4690 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23275 members Entering Unmasked Estep ConsiderDeletion Score: -55723492.000000 Penalty: 80642.781250 Iteration 167Q: 26 clusters Score -5.572349e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 40621 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2819 members Mstep: Class 8 contains 24764 members Mstep: Class 9 contains 20352 members Mstep: Class 10 contains 5162 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21788 members Mstep: Class 14 contains 19480 members Mstep: Class 15 contains 2726 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8243 members Mstep: Class 18 contains 62432 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192614 members Mstep: Class 23 contains 4689 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23275 members Entering Unmasked Estep ConsiderDeletion Score: -55723444.000000 Penalty: 80642.781250 Iteration 168Q: 26 clusters Score -5.572344e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 40619 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2819 members Mstep: Class 8 contains 24764 members Mstep: Class 9 contains 20352 members Mstep: Class 10 contains 5162 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21788 members Mstep: Class 14 contains 19481 members Mstep: Class 15 contains 2726 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8243 members Mstep: Class 18 contains 62435 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192613 members Mstep: Class 23 contains 4688 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23275 members Entering Unmasked Estep ConsiderDeletion Score: -55723436.000000 Penalty: 80642.781250 Iteration 169Q: 26 clusters Score -5.572344e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 40618 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2819 members Mstep: Class 8 contains 24764 members Mstep: Class 9 contains 20352 members Mstep: Class 10 contains 5162 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21788 members Mstep: Class 14 contains 19481 members Mstep: Class 15 contains 2726 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8243 members Mstep: Class 18 contains 62437 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192613 members Mstep: Class 23 contains 4687 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23275 members Entering Unmasked Estep ConsiderDeletion Score: -55723456.000000 Penalty: 80642.781250 Iteration 170Q: 26 clusters Score -5.572346e+07 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 40618 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2819 members Mstep: Class 8 contains 24764 members Mstep: Class 9 contains 20352 members Mstep: Class 10 contains 5162 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21788 members Mstep: Class 14 contains 19481 members Mstep: Class 15 contains 2726 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8243 members Mstep: Class 18 contains 62438 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192613 members Mstep: Class 23 contains 4687 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23274 members Entering Unmasked Estep ConsiderDeletion Score: -55723464.000000 Penalty: 80642.781250 Iteration 171Q: 26 clusters Score -5.572346e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 40617 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2819 members Mstep: Class 8 contains 24764 members Mstep: Class 9 contains 20352 members Mstep: Class 10 contains 5162 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21788 members Mstep: Class 14 contains 19481 members Mstep: Class 15 contains 2726 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8243 members Mstep: Class 18 contains 62439 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192613 members Mstep: Class 23 contains 4687 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23274 members Entering Unmasked Estep ConsiderDeletion Score: -55723452.000000 Penalty: 80642.781250 Iteration 172Q: 26 clusters Score -5.572345e+07 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 40617 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2819 members Mstep: Class 8 contains 24764 members Mstep: Class 9 contains 20352 members Mstep: Class 10 contains 5162 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21788 members Mstep: Class 14 contains 19481 members Mstep: Class 15 contains 2726 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8243 members Mstep: Class 18 contains 62442 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192610 members Mstep: Class 23 contains 4687 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23274 members Entering Unmasked Estep ConsiderDeletion Score: -55723464.000000 Penalty: 80642.781250 Iteration 173Q: 26 clusters Score -5.572346e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 40617 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2819 members Mstep: Class 8 contains 24764 members Mstep: Class 9 contains 20352 members Mstep: Class 10 contains 5162 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21787 members Mstep: Class 14 contains 19481 members Mstep: Class 15 contains 2726 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8243 members Mstep: Class 18 contains 62443 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192610 members Mstep: Class 23 contains 4687 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23274 members Entering Unmasked Estep ConsiderDeletion Score: -55723480.000000 Penalty: 80642.781250 Iteration 174Q: 26 clusters Score -5.572348e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 40617 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2819 members Mstep: Class 8 contains 24764 members Mstep: Class 9 contains 20352 members Mstep: Class 10 contains 5162 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21787 members Mstep: Class 14 contains 19481 members Mstep: Class 15 contains 2726 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8243 members Mstep: Class 18 contains 62443 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192610 members Mstep: Class 23 contains 4687 members Mstep: Class 24 contains 348 members Mstep: Class 25 contains 23274 members Entering Unmasked Estep ConsiderDeletion Score: -55723480.000000 Penalty: 80642.781250 Iteration 175F: 26 clusters Score -5.572348e+07 nChanged 0 Entering ConstructFrom: Score: -55723480.000000 Penalty: 80642.781250 Entering ConstructFrom: Trying to split cluster 1 (620 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 620 members Entering Unmasked Estep Score: -69777.835938 Penalty: 1594.570435 Iteration 0F: 2 clusters Score -69777.84 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 300 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -68201.546875 Penalty: 3189.140869 Iteration 0F: 3 clusters Score -68201.55 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 293 members Mstep: Class 2 contains 327 members Entering Unmasked Estep Score: -68409.843750 Penalty: 3189.140869 Iteration 1F: 3 clusters Score -68409.84 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 288 members Mstep: Class 2 contains 332 members Entering Unmasked Estep Score: -68494.093750 Penalty: 3189.140869 Iteration 2Q: 3 clusters Score -68494.09 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 284 members Mstep: Class 2 contains 336 members Entering Unmasked Estep Score: -68517.648438 Penalty: 3189.140869 Iteration 3Q: 3 clusters Score -68517.65 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -68536.648438 Penalty: 3189.140869 Iteration 4Q: 3 clusters Score -68536.65 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 282 members Mstep: Class 2 contains 338 members Entering Unmasked Estep Score: -68546.875000 Penalty: 3189.140869 Iteration 5Q: 3 clusters Score -68546.88 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 281 members Mstep: Class 2 contains 339 members Entering Unmasked Estep Score: -68547.679688 Penalty: 3189.140869 Iteration 6Q: 3 clusters Score -68547.68 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -68549.164062 Penalty: 3189.140869 Iteration 7Q: 3 clusters Score -68549.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 280 members Mstep: Class 2 contains 340 members Entering Unmasked Estep Score: -68549.164062 Penalty: 3189.140869 Iteration 8F: 3 clusters Score -68549.16 nChanged 0 Entering ConstructFrom: Trying to split cluster 2 (40617 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 40617 members Entering Unmasked Estep Score: -5246377.500000 Penalty: 2631.761719 Iteration 0F: 2 clusters Score -5246378 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20208 members Mstep: Class 2 contains 20409 members Entering Unmasked Estep Score: -5218877.500000 Penalty: 5263.523438 Iteration 0F: 3 clusters Score -5218878 nChanged 18527 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19661 members Mstep: Class 2 contains 20956 members Entering Unmasked Estep Score: -5229053.000000 Penalty: 5263.523438 Iteration 1F: 3 clusters Score -5229053 nChanged 1795 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19454 members Mstep: Class 2 contains 21163 members Entering Unmasked Estep Score: -5229617.500000 Penalty: 5263.523438 Iteration 2Q: 3 clusters Score -5229618 nChanged 1573 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19187 members Mstep: Class 2 contains 21430 members Entering Unmasked Estep Score: -5230184.500000 Penalty: 5263.523438 Iteration 3Q: 3 clusters Score -5230184 nChanged 1551 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18848 members Mstep: Class 2 contains 21769 members Entering Unmasked Estep Score: -5230761.500000 Penalty: 5263.523438 Iteration 4Q: 3 clusters Score -5230762 nChanged 1536 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18414 members Mstep: Class 2 contains 22203 members Entering Unmasked Estep Score: -5231370.000000 Penalty: 5263.523438 Iteration 5Q: 3 clusters Score -5231370 nChanged 1569 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17831 members Mstep: Class 2 contains 22786 members Entering Unmasked Estep Score: -5232015.000000 Penalty: 5263.523438 Iteration 6Q: 3 clusters Score -5232015 nChanged 1677 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17020 members Mstep: Class 2 contains 23597 members Entering Unmasked Estep Score: -5232732.000000 Penalty: 5263.523438 Iteration 7Q: 3 clusters Score -5232732 nChanged 1717 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15949 members Mstep: Class 2 contains 24668 members Entering Unmasked Estep Score: -5233576.500000 Penalty: 5263.523438 Iteration 8Q: 3 clusters Score -5233576 nChanged 1814 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14647 members Mstep: Class 2 contains 25970 members Entering Unmasked Estep Score: -5234489.000000 Penalty: 5263.523438 Iteration 9Q: 3 clusters Score -5234489 nChanged 2012 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13009 members Mstep: Class 2 contains 27608 members Entering Unmasked Estep Score: -5235633.000000 Penalty: 5263.523438 Iteration 10Q: 3 clusters Score -5235633 nChanged 2176 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11045 members Mstep: Class 2 contains 29572 members Entering Unmasked Estep Score: -5236980.000000 Penalty: 5263.523438 Iteration 11F: 3 clusters Score -5236980 nChanged 2321 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8910 members Mstep: Class 2 contains 31707 members Entering Unmasked Estep Score: -5238627.000000 Penalty: 5263.523438 Iteration 12F: 3 clusters Score -5238627 nChanged 2133 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6869 members Mstep: Class 2 contains 33748 members Entering Unmasked Estep Score: -5240267.500000 Penalty: 5263.523438 Iteration 13F: 3 clusters Score -5240268 nChanged 1730 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5205 members Mstep: Class 2 contains 35412 members Entering Unmasked Estep Score: -5241665.000000 Penalty: 5263.523438 Iteration 14Q: 3 clusters Score -5241665 nChanged 1318 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3963 members Mstep: Class 2 contains 36654 members Entering Unmasked Estep Score: -5242824.000000 Penalty: 5263.523438 Iteration 15Q: 3 clusters Score -5242824 nChanged 915 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3172 members Mstep: Class 2 contains 37445 members Entering Unmasked Estep Score: -5243800.500000 Penalty: 5263.523438 Iteration 16Q: 3 clusters Score -5243800 nChanged 568 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 37831 members Entering Unmasked Estep Score: -5244516.000000 Penalty: 5263.523438 Iteration 17Q: 3 clusters Score -5244516 nChanged 374 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2630 members Mstep: Class 2 contains 37987 members Entering Unmasked Estep Score: -5244904.000000 Penalty: 5263.523438 Iteration 18Q: 3 clusters Score -5244904 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2585 members Mstep: Class 2 contains 38032 members Entering Unmasked Estep Score: -5245073.000000 Penalty: 5263.523438 Iteration 19Q: 3 clusters Score -5245073 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2597 members Mstep: Class 2 contains 38020 members Entering Unmasked Estep Score: -5245164.500000 Penalty: 5263.523438 Iteration 20F: 3 clusters Score -5245164 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2625 members Mstep: Class 2 contains 37992 members Entering Unmasked Estep Score: -5245214.500000 Penalty: 5263.523438 Iteration 21Q: 3 clusters Score -5245214 nChanged 96 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 37966 members Entering Unmasked Estep Score: -5245240.000000 Penalty: 5263.523438 Iteration 22Q: 3 clusters Score -5245240 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2686 members Mstep: Class 2 contains 37931 members Entering Unmasked Estep Score: -5245272.500000 Penalty: 5263.523438 Iteration 23Q: 3 clusters Score -5245272 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 37894 members Entering Unmasked Estep Score: -5245293.000000 Penalty: 5263.523438 Iteration 24Q: 3 clusters Score -5245293 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2759 members Mstep: Class 2 contains 37858 members Entering Unmasked Estep Score: -5245284.500000 Penalty: 5263.523438 Iteration 25Q: 3 clusters Score -5245284 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2793 members Mstep: Class 2 contains 37824 members Entering Unmasked Estep Score: -5245292.500000 Penalty: 5263.523438 Iteration 26Q: 3 clusters Score -5245292 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2816 members Mstep: Class 2 contains 37801 members Entering Unmasked Estep Score: -5245288.500000 Penalty: 5263.523438 Iteration 27Q: 3 clusters Score -5245288 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2835 members Mstep: Class 2 contains 37782 members Entering Unmasked Estep Score: -5245309.000000 Penalty: 5263.523438 Iteration 28Q: 3 clusters Score -5245309 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2844 members Mstep: Class 2 contains 37773 members Entering Unmasked Estep Score: -5245315.500000 Penalty: 5263.523438 Iteration 29Q: 3 clusters Score -5245316 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2851 members Mstep: Class 2 contains 37766 members Entering Unmasked Estep Score: -5245313.000000 Penalty: 5263.523438 Iteration 30Q: 3 clusters Score -5245313 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2854 members Mstep: Class 2 contains 37763 members Entering Unmasked Estep Score: -5245315.000000 Penalty: 5263.523438 Iteration 31Q: 3 clusters Score -5245315 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2859 members Mstep: Class 2 contains 37758 members Entering Unmasked Estep Score: -5245314.500000 Penalty: 5263.523438 Iteration 32Q: 3 clusters Score -5245314 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2864 members Mstep: Class 2 contains 37753 members Entering Unmasked Estep Score: -5245314.000000 Penalty: 5263.523438 Iteration 33Q: 3 clusters Score -5245314 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2867 members Mstep: Class 2 contains 37750 members Entering Unmasked Estep Score: -5245313.500000 Penalty: 5263.523438 Iteration 34Q: 3 clusters Score -5245314 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2869 members Mstep: Class 2 contains 37748 members Entering Unmasked Estep Score: -5245314.000000 Penalty: 5263.523438 Iteration 35Q: 3 clusters Score -5245314 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2871 members Mstep: Class 2 contains 37746 members Entering Unmasked Estep Score: -5245313.500000 Penalty: 5263.523438 Iteration 36Q: 3 clusters Score -5245314 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2873 members Mstep: Class 2 contains 37744 members Entering Unmasked Estep Score: -5245315.000000 Penalty: 5263.523438 Iteration 37Q: 3 clusters Score -5245315 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2876 members Mstep: Class 2 contains 37741 members Entering Unmasked Estep Score: -5245312.500000 Penalty: 5263.523438 Iteration 38Q: 3 clusters Score -5245312 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2882 members Mstep: Class 2 contains 37735 members Entering Unmasked Estep Score: -5245314.500000 Penalty: 5263.523438 Iteration 39Q: 3 clusters Score -5245314 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 37729 members Entering Unmasked Estep Score: -5245321.500000 Penalty: 5263.523438 Iteration 40F: 3 clusters Score -5245322 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 37727 members Entering Unmasked Estep Score: -5245320.500000 Penalty: 5263.523438 Iteration 41Q: 3 clusters Score -5245320 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 37729 members Entering Unmasked Estep Score: -5245328.000000 Penalty: 5263.523438 Iteration 42Q: 3 clusters Score -5245328 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 37729 members Entering Unmasked Estep Score: -5245324.000000 Penalty: 5263.523438 Iteration 43Q: 3 clusters Score -5245324 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2888 members Mstep: Class 2 contains 37729 members Entering Unmasked Estep Score: -5245326.500000 Penalty: 5263.523438 Iteration 44Q: 3 clusters Score -5245326 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 37727 members Entering Unmasked Estep Score: -5245326.500000 Penalty: 5263.523438 Iteration 45Q: 3 clusters Score -5245326 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2890 members Mstep: Class 2 contains 37727 members Entering Unmasked Estep Score: -5245326.500000 Penalty: 5263.523438 Iteration 46F: 3 clusters Score -5245326 nChanged 0 Entering ConstructFrom: Trying to split cluster 3 (1861 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1861 members Entering Unmasked Estep Score: -235908.171875 Penalty: 1867.159546 Iteration 0F: 2 clusters Score -235908.2 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 918 members Mstep: Class 2 contains 943 members Entering Unmasked Estep Score: -233397.609375 Penalty: 3734.319092 Iteration 0F: 3 clusters Score -233397.6 nChanged 565 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -233807.875000 Penalty: 3734.319092 Iteration 1F: 3 clusters Score -233807.9 nChanged 123 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -233915.437500 Penalty: 3734.319092 Iteration 2F: 3 clusters Score -233915.4 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -233980.296875 Penalty: 3734.319092 Iteration 3Q: 3 clusters Score -233980.3 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 898 members Mstep: Class 2 contains 963 members Entering Unmasked Estep Score: -234016.328125 Penalty: 3734.319092 Iteration 4Q: 3 clusters Score -234016.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -234035.437500 Penalty: 3734.319092 Iteration 5Q: 3 clusters Score -234035.4 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 901 members Mstep: Class 2 contains 960 members Entering Unmasked Estep Score: -234050.796875 Penalty: 3734.319092 Iteration 6Q: 3 clusters Score -234050.8 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 902 members Mstep: Class 2 contains 959 members Entering Unmasked Estep Score: -234061.375000 Penalty: 3734.319092 Iteration 7Q: 3 clusters Score -234061.4 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -234069.562500 Penalty: 3734.319092 Iteration 8Q: 3 clusters Score -234069.6 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -234075.750000 Penalty: 3734.319092 Iteration 9Q: 3 clusters Score -234075.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 890 members Mstep: Class 2 contains 971 members Entering Unmasked Estep Score: -234081.531250 Penalty: 3734.319092 Iteration 10Q: 3 clusters Score -234081.5 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 970 members Entering Unmasked Estep Score: -234087.390625 Penalty: 3734.319092 Iteration 11Q: 3 clusters Score -234087.4 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -234093.187500 Penalty: 3734.319092 Iteration 12Q: 3 clusters Score -234093.2 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 897 members Mstep: Class 2 contains 964 members Entering Unmasked Estep Score: -234098.796875 Penalty: 3734.319092 Iteration 13Q: 3 clusters Score -234098.8 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -234104.796875 Penalty: 3734.319092 Iteration 14Q: 3 clusters Score -234104.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -234111.343750 Penalty: 3734.319092 Iteration 15Q: 3 clusters Score -234111.3 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -234115.828125 Penalty: 3734.319092 Iteration 16Q: 3 clusters Score -234115.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 893 members Mstep: Class 2 contains 968 members Entering Unmasked Estep Score: -234116.828125 Penalty: 3734.319092 Iteration 17Q: 3 clusters Score -234116.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -234118.140625 Penalty: 3734.319092 Iteration 18Q: 3 clusters Score -234118.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -234118.890625 Penalty: 3734.319092 Iteration 19Q: 3 clusters Score -234118.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 894 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -234119.859375 Penalty: 3734.319092 Iteration 20F: 3 clusters Score -234119.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -234120.890625 Penalty: 3734.319092 Iteration 21Q: 3 clusters Score -234120.9 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 895 members Mstep: Class 2 contains 966 members Entering Unmasked Estep Score: -234120.890625 Penalty: 3734.319092 Iteration 22F: 3 clusters Score -234120.9 nChanged 0 Entering ConstructFrom: Trying to split cluster 4 (1172 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1172 members Entering Unmasked Estep Score: -148835.500000 Penalty: 1752.483765 Iteration 0F: 2 clusters Score -148835.5 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 573 members Mstep: Class 2 contains 599 members Entering Unmasked Estep Score: -146729.671875 Penalty: 3504.967529 Iteration 0F: 3 clusters Score -146729.7 nChanged 340 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 571 members Mstep: Class 2 contains 601 members Entering Unmasked Estep Score: -147017.968750 Penalty: 3504.967529 Iteration 1F: 3 clusters Score -147018 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 574 members Mstep: Class 2 contains 598 members Entering Unmasked Estep Score: -147101.328125 Penalty: 3504.967529 Iteration 2F: 3 clusters Score -147101.3 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 606 members Entering Unmasked Estep Score: -147149.515625 Penalty: 3504.967529 Iteration 3Q: 3 clusters Score -147149.5 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 560 members Mstep: Class 2 contains 612 members Entering Unmasked Estep Score: -147178.000000 Penalty: 3504.967529 Iteration 4Q: 3 clusters Score -147178 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 554 members Mstep: Class 2 contains 618 members Entering Unmasked Estep Score: -147190.406250 Penalty: 3504.967529 Iteration 5Q: 3 clusters Score -147190.4 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 553 members Mstep: Class 2 contains 619 members Entering Unmasked Estep Score: -147203.250000 Penalty: 3504.967529 Iteration 6Q: 3 clusters Score -147203.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 549 members Mstep: Class 2 contains 623 members Entering Unmasked Estep Score: -147209.968750 Penalty: 3504.967529 Iteration 7Q: 3 clusters Score -147210 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 548 members Mstep: Class 2 contains 624 members Entering Unmasked Estep Score: -147213.062500 Penalty: 3504.967529 Iteration 8Q: 3 clusters Score -147213.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 544 members Mstep: Class 2 contains 628 members Entering Unmasked Estep Score: -147216.531250 Penalty: 3504.967529 Iteration 9Q: 3 clusters Score -147216.5 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -147219.484375 Penalty: 3504.967529 Iteration 10Q: 3 clusters Score -147219.5 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 540 members Mstep: Class 2 contains 632 members Entering Unmasked Estep Score: -147221.765625 Penalty: 3504.967529 Iteration 11Q: 3 clusters Score -147221.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 541 members Mstep: Class 2 contains 631 members Entering Unmasked Estep Score: -147224.031250 Penalty: 3504.967529 Iteration 12Q: 3 clusters Score -147224 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 539 members Mstep: Class 2 contains 633 members Entering Unmasked Estep Score: -147227.750000 Penalty: 3504.967529 Iteration 13Q: 3 clusters Score -147227.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 537 members Mstep: Class 2 contains 635 members Entering Unmasked Estep Score: -147229.031250 Penalty: 3504.967529 Iteration 14Q: 3 clusters Score -147229 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -147229.578125 Penalty: 3504.967529 Iteration 15Q: 3 clusters Score -147229.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 536 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -147229.578125 Penalty: 3504.967529 Iteration 16F: 3 clusters Score -147229.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 5 (533 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 533 members Entering Unmasked Estep Score: -62709.703125 Penalty: 1557.073364 Iteration 0F: 2 clusters Score -62709.7 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 269 members Mstep: Class 2 contains 264 members Entering Unmasked Estep Score: -61158.695312 Penalty: 3114.146729 Iteration 0F: 3 clusters Score -61158.7 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 255 members Mstep: Class 2 contains 278 members Entering Unmasked Estep Score: -61365.144531 Penalty: 3114.146729 Iteration 1F: 3 clusters Score -61365.14 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 282 members Entering Unmasked Estep Score: -61472.539062 Penalty: 3114.146729 Iteration 2F: 3 clusters Score -61472.54 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 244 members Mstep: Class 2 contains 289 members Entering Unmasked Estep Score: -61544.289062 Penalty: 3114.146729 Iteration 3Q: 3 clusters Score -61544.29 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 291 members Entering Unmasked Estep Score: -61585.964844 Penalty: 3114.146729 Iteration 4Q: 3 clusters Score -61585.96 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 299 members Entering Unmasked Estep Score: -61622.871094 Penalty: 3114.146729 Iteration 5Q: 3 clusters Score -61622.87 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 306 members Entering Unmasked Estep Score: -61664.511719 Penalty: 3114.146729 Iteration 6Q: 3 clusters Score -61664.51 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -61677.125000 Penalty: 3114.146729 Iteration 7Q: 3 clusters Score -61677.12 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 313 members Entering Unmasked Estep Score: -61685.218750 Penalty: 3114.146729 Iteration 8Q: 3 clusters Score -61685.22 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -61704.707031 Penalty: 3114.146729 Iteration 9Q: 3 clusters Score -61704.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -61718.148438 Penalty: 3114.146729 Iteration 10Q: 3 clusters Score -61718.15 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -61734.054688 Penalty: 3114.146729 Iteration 11Q: 3 clusters Score -61734.05 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -61748.519531 Penalty: 3114.146729 Iteration 12Q: 3 clusters Score -61748.52 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -61763.894531 Penalty: 3114.146729 Iteration 13Q: 3 clusters Score -61763.89 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -61797.355469 Penalty: 3114.146729 Iteration 14Q: 3 clusters Score -61797.36 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -61829.140625 Penalty: 3114.146729 Iteration 15Q: 3 clusters Score -61829.14 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 322 members Entering Unmasked Estep Score: -61877.148438 Penalty: 3114.146729 Iteration 16Q: 3 clusters Score -61877.15 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 321 members Entering Unmasked Estep Score: -61887.265625 Penalty: 3114.146729 Iteration 17Q: 3 clusters Score -61887.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -61892.425781 Penalty: 3114.146729 Iteration 18Q: 3 clusters Score -61892.43 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -61902.269531 Penalty: 3114.146729 Iteration 19Q: 3 clusters Score -61902.27 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -61921.878906 Penalty: 3114.146729 Iteration 20F: 3 clusters Score -61921.88 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -61960.941406 Penalty: 3114.146729 Iteration 21Q: 3 clusters Score -61960.94 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Mstep: Class 2 contains 314 members Entering Unmasked Estep Score: -61979.937500 Penalty: 3114.146729 Iteration 22Q: 3 clusters Score -61979.94 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -62003.707031 Penalty: 3114.146729 Iteration 23Q: 3 clusters Score -62003.71 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 311 members Entering Unmasked Estep Score: -62014.250000 Penalty: 3114.146729 Iteration 24Q: 3 clusters Score -62014.25 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -62032.589844 Penalty: 3114.146729 Iteration 25Q: 3 clusters Score -62032.59 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -62038.968750 Penalty: 3114.146729 Iteration 26Q: 3 clusters Score -62038.97 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 307 members Entering Unmasked Estep Score: -62046.417969 Penalty: 3114.146729 Iteration 27Q: 3 clusters Score -62046.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 224 members Mstep: Class 2 contains 309 members Entering Unmasked Estep Score: -62052.210938 Penalty: 3114.146729 Iteration 28Q: 3 clusters Score -62052.21 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 310 members Entering Unmasked Estep Score: -62054.250000 Penalty: 3114.146729 Iteration 29Q: 3 clusters Score -62054.25 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 221 members Mstep: Class 2 contains 312 members Entering Unmasked Estep Score: -62062.855469 Penalty: 3114.146729 Iteration 30Q: 3 clusters Score -62062.86 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 315 members Entering Unmasked Estep Score: -62070.054688 Penalty: 3114.146729 Iteration 31Q: 3 clusters Score -62070.05 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 317 members Entering Unmasked Estep Score: -62074.417969 Penalty: 3114.146729 Iteration 32Q: 3 clusters Score -62074.42 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 214 members Mstep: Class 2 contains 319 members Entering Unmasked Estep Score: -62078.691406 Penalty: 3114.146729 Iteration 33Q: 3 clusters Score -62078.69 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 215 members Mstep: Class 2 contains 318 members Entering Unmasked Estep Score: -62082.218750 Penalty: 3114.146729 Iteration 34Q: 3 clusters Score -62082.22 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 213 members Mstep: Class 2 contains 320 members Entering Unmasked Estep Score: -62088.648438 Penalty: 3114.146729 Iteration 35Q: 3 clusters Score -62088.65 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 210 members Mstep: Class 2 contains 323 members Entering Unmasked Estep Score: -62095.945312 Penalty: 3114.146729 Iteration 36Q: 3 clusters Score -62095.95 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -62098.382812 Penalty: 3114.146729 Iteration 37Q: 3 clusters Score -62098.38 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 324 members Entering Unmasked Estep Score: -62098.382812 Penalty: 3114.146729 Iteration 38F: 3 clusters Score -62098.38 nChanged 0 Entering ConstructFrom: Trying to split cluster 6 (465 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 465 members Entering Unmasked Estep Score: -54139.875000 Penalty: 1523.225220 Iteration 0F: 2 clusters Score -54139.88 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 226 members Mstep: Class 2 contains 239 members Entering Unmasked Estep Score: -52653.214844 Penalty: 3046.450439 Iteration 0F: 3 clusters Score -52653.21 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 217 members Mstep: Class 2 contains 248 members Entering Unmasked Estep Score: -52872.066406 Penalty: 3046.450439 Iteration 1F: 3 clusters Score -52872.07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 205 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -52965.996094 Penalty: 3046.450439 Iteration 2F: 3 clusters Score -52966 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -53014.546875 Penalty: 3046.450439 Iteration 3Q: 3 clusters Score -53014.55 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 208 members Mstep: Class 2 contains 257 members Entering Unmasked Estep Score: -53035.375000 Penalty: 3046.450439 Iteration 4Q: 3 clusters Score -53035.38 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -53053.914062 Penalty: 3046.450439 Iteration 5Q: 3 clusters Score -53053.91 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -53065.820312 Penalty: 3046.450439 Iteration 6Q: 3 clusters Score -53065.82 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -53082.031250 Penalty: 3046.450439 Iteration 7Q: 3 clusters Score -53082.03 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 211 members Mstep: Class 2 contains 254 members Entering Unmasked Estep Score: -53108.761719 Penalty: 3046.450439 Iteration 8Q: 3 clusters Score -53108.76 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 216 members Mstep: Class 2 contains 249 members Entering Unmasked Estep Score: -53142.105469 Penalty: 3046.450439 Iteration 9Q: 3 clusters Score -53142.11 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -53196.078125 Penalty: 3046.450439 Iteration 10Q: 3 clusters Score -53196.08 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 222 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -53265.250000 Penalty: 3046.450439 Iteration 11Q: 3 clusters Score -53265.25 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -53434.640625 Penalty: 3046.450439 Iteration 12Q: 3 clusters Score -53434.64 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 220 members Mstep: Class 2 contains 245 members Entering Unmasked Estep Score: -53518.636719 Penalty: 3046.450439 Iteration 13Q: 3 clusters Score -53518.64 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 253 members Entering Unmasked Estep Score: -53568.695312 Penalty: 3046.450439 Iteration 14Q: 3 clusters Score -53568.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 209 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -53603.761719 Penalty: 3046.450439 Iteration 15Q: 3 clusters Score -53603.76 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 258 members Entering Unmasked Estep Score: -53616.281250 Penalty: 3046.450439 Iteration 16Q: 3 clusters Score -53616.28 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 204 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -53636.253906 Penalty: 3046.450439 Iteration 17Q: 3 clusters Score -53636.25 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 200 members Mstep: Class 2 contains 265 members Entering Unmasked Estep Score: -53669.902344 Penalty: 3046.450439 Iteration 18Q: 3 clusters Score -53669.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -53693.359375 Penalty: 3046.450439 Iteration 19Q: 3 clusters Score -53693.36 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 267 members Entering Unmasked Estep Score: -53693.359375 Penalty: 3046.450439 Iteration 20F: 3 clusters Score -53693.36 nChanged 0 Entering ConstructFrom: Trying to split cluster 7 (2819 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2819 members Entering Unmasked Estep Score: -348026.062500 Penalty: 1970.146118 Iteration 0F: 2 clusters Score -348026.1 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1413 members Mstep: Class 2 contains 1406 members Entering Unmasked Estep Score: -344920.437500 Penalty: 3940.292236 Iteration 0F: 3 clusters Score -344920.4 nChanged 935 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1422 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -345528.531250 Penalty: 3940.292236 Iteration 1F: 3 clusters Score -345528.5 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1443 members Mstep: Class 2 contains 1376 members Entering Unmasked Estep Score: -345715.750000 Penalty: 3940.292236 Iteration 2F: 3 clusters Score -345715.8 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1455 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -345879.593750 Penalty: 3940.292236 Iteration 3F: 3 clusters Score -345879.6 nChanged 131 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1468 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -346040.656250 Penalty: 3940.292236 Iteration 4Q: 3 clusters Score -346040.7 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 1327 members Entering Unmasked Estep Score: -346245.375000 Penalty: 3940.292236 Iteration 5F: 3 clusters Score -346245.4 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1525 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -346462.375000 Penalty: 3940.292236 Iteration 6F: 3 clusters Score -346462.4 nChanged 150 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1549 members Mstep: Class 2 contains 1270 members Entering Unmasked Estep Score: -346687.437500 Penalty: 3940.292236 Iteration 7F: 3 clusters Score -346687.4 nChanged 160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1583 members Mstep: Class 2 contains 1236 members Entering Unmasked Estep Score: -346919.718750 Penalty: 3940.292236 Iteration 8F: 3 clusters Score -346919.7 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1609 members Mstep: Class 2 contains 1210 members Entering Unmasked Estep Score: -347061.031250 Penalty: 3940.292236 Iteration 9Q: 3 clusters Score -347061 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1623 members Mstep: Class 2 contains 1196 members Entering Unmasked Estep Score: -347144.000000 Penalty: 3940.292236 Iteration 10Q: 3 clusters Score -347144 nChanged 42 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1631 members Mstep: Class 2 contains 1188 members Entering Unmasked Estep Score: -347177.562500 Penalty: 3940.292236 Iteration 11Q: 3 clusters Score -347177.6 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -347201.250000 Penalty: 3940.292236 Iteration 12Q: 3 clusters Score -347201.2 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -347213.031250 Penalty: 3940.292236 Iteration 13Q: 3 clusters Score -347213 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -347218.531250 Penalty: 3940.292236 Iteration 14Q: 3 clusters Score -347218.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -347220.718750 Penalty: 3940.292236 Iteration 15Q: 3 clusters Score -347220.7 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -347224.281250 Penalty: 3940.292236 Iteration 16Q: 3 clusters Score -347224.3 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -347226.531250 Penalty: 3940.292236 Iteration 17Q: 3 clusters Score -347226.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 1187 members Entering Unmasked Estep Score: -347228.531250 Penalty: 3940.292236 Iteration 18Q: 3 clusters Score -347228.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1633 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -347228.593750 Penalty: 3940.292236 Iteration 19Q: 3 clusters Score -347228.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1634 members Mstep: Class 2 contains 1185 members Entering Unmasked Estep Score: -347229.812500 Penalty: 3940.292236 Iteration 20F: 3 clusters Score -347229.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 1184 members Entering Unmasked Estep Score: -347230.031250 Penalty: 3940.292236 Iteration 21Q: 3 clusters Score -347230 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -347229.843750 Penalty: 3940.292236 Iteration 22Q: 3 clusters Score -347229.8 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1636 members Mstep: Class 2 contains 1183 members Entering Unmasked Estep Score: -347229.843750 Penalty: 3940.292236 Iteration 23F: 3 clusters Score -347229.8 nChanged 0 Entering ConstructFrom: Trying to split cluster 8 (24764 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 24764 members Entering Unmasked Estep Score: -3172373.750000 Penalty: 2509.052246 Iteration 0F: 2 clusters Score -3172374 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12401 members Mstep: Class 2 contains 12363 members Entering Unmasked Estep Score: -3155152.750000 Penalty: 5018.104492 Iteration 0F: 3 clusters Score -3155153 nChanged 11118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12619 members Mstep: Class 2 contains 12145 members Entering Unmasked Estep Score: -3161373.500000 Penalty: 5018.104492 Iteration 1F: 3 clusters Score -3161374 nChanged 1405 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12784 members Mstep: Class 2 contains 11980 members Entering Unmasked Estep Score: -3162042.250000 Penalty: 5018.104492 Iteration 2F: 3 clusters Score -3162042 nChanged 1359 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13045 members Mstep: Class 2 contains 11719 members Entering Unmasked Estep Score: -3162701.500000 Penalty: 5018.104492 Iteration 3F: 3 clusters Score -3162702 nChanged 1333 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13412 members Mstep: Class 2 contains 11352 members Entering Unmasked Estep Score: -3163270.500000 Penalty: 5018.104492 Iteration 4F: 3 clusters Score -3163270 nChanged 1207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13935 members Mstep: Class 2 contains 10829 members Entering Unmasked Estep Score: -3163810.250000 Penalty: 5018.104492 Iteration 5Q: 3 clusters Score -3163810 nChanged 1202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14633 members Mstep: Class 2 contains 10131 members Entering Unmasked Estep Score: -3164364.750000 Penalty: 5018.104492 Iteration 6Q: 3 clusters Score -3164365 nChanged 1124 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15397 members Mstep: Class 2 contains 9367 members Entering Unmasked Estep Score: -3164918.750000 Penalty: 5018.104492 Iteration 7Q: 3 clusters Score -3164919 nChanged 1114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16233 members Mstep: Class 2 contains 8531 members Entering Unmasked Estep Score: -3165548.000000 Penalty: 5018.104492 Iteration 8Q: 3 clusters Score -3165548 nChanged 1147 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17176 members Mstep: Class 2 contains 7588 members Entering Unmasked Estep Score: -3166252.750000 Penalty: 5018.104492 Iteration 9Q: 3 clusters Score -3166253 nChanged 1105 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18133 members Mstep: Class 2 contains 6631 members Entering Unmasked Estep Score: -3166928.750000 Penalty: 5018.104492 Iteration 10Q: 3 clusters Score -3166929 nChanged 980 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19009 members Mstep: Class 2 contains 5755 members Entering Unmasked Estep Score: -3167533.500000 Penalty: 5018.104492 Iteration 11Q: 3 clusters Score -3167534 nChanged 896 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19855 members Mstep: Class 2 contains 4909 members Entering Unmasked Estep Score: -3168091.750000 Penalty: 5018.104492 Iteration 12Q: 3 clusters Score -3168092 nChanged 817 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20652 members Mstep: Class 2 contains 4112 members Entering Unmasked Estep Score: -3168627.000000 Penalty: 5018.104492 Iteration 13Q: 3 clusters Score -3168627 nChanged 683 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21327 members Mstep: Class 2 contains 3437 members Entering Unmasked Estep Score: -3169065.500000 Penalty: 5018.104492 Iteration 14Q: 3 clusters Score -3169066 nChanged 530 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21853 members Mstep: Class 2 contains 2911 members Entering Unmasked Estep Score: -3169438.750000 Penalty: 5018.104492 Iteration 15Q: 3 clusters Score -3169439 nChanged 435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22278 members Mstep: Class 2 contains 2486 members Entering Unmasked Estep Score: -3169758.000000 Penalty: 5018.104492 Iteration 16Q: 3 clusters Score -3169758 nChanged 315 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22577 members Mstep: Class 2 contains 2187 members Entering Unmasked Estep Score: -3169999.500000 Penalty: 5018.104492 Iteration 17Q: 3 clusters Score -3170000 nChanged 244 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 22813 members Mstep: Class 2 contains 1951 members Entering Unmasked Estep Score: -3170183.500000 Penalty: 5018.104492 Iteration 18Q: 3 clusters Score -3170184 nChanged 212 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23003 members Mstep: Class 2 contains 1761 members Entering Unmasked Estep Score: -3170330.250000 Penalty: 5018.104492 Iteration 19Q: 3 clusters Score -3170330 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23139 members Mstep: Class 2 contains 1625 members Entering Unmasked Estep Score: -3170454.250000 Penalty: 5018.104492 Iteration 20F: 3 clusters Score -3170454 nChanged 112 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23233 members Mstep: Class 2 contains 1531 members Entering Unmasked Estep Score: -3170551.250000 Penalty: 5018.104492 Iteration 21Q: 3 clusters Score -3170551 nChanged 86 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23305 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -3170601.250000 Penalty: 5018.104492 Iteration 22Q: 3 clusters Score -3170601 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23347 members Mstep: Class 2 contains 1417 members Entering Unmasked Estep Score: -3170656.000000 Penalty: 5018.104492 Iteration 23Q: 3 clusters Score -3170656 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23381 members Mstep: Class 2 contains 1383 members Entering Unmasked Estep Score: -3170695.000000 Penalty: 5018.104492 Iteration 24Q: 3 clusters Score -3170695 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23405 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -3170715.250000 Penalty: 5018.104492 Iteration 25Q: 3 clusters Score -3170715 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23429 members Mstep: Class 2 contains 1335 members Entering Unmasked Estep Score: -3170738.750000 Penalty: 5018.104492 Iteration 26Q: 3 clusters Score -3170739 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23449 members Mstep: Class 2 contains 1315 members Entering Unmasked Estep Score: -3170762.000000 Penalty: 5018.104492 Iteration 27Q: 3 clusters Score -3170762 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23470 members Mstep: Class 2 contains 1294 members Entering Unmasked Estep Score: -3170801.500000 Penalty: 5018.104492 Iteration 28Q: 3 clusters Score -3170802 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23499 members Mstep: Class 2 contains 1265 members Entering Unmasked Estep Score: -3170856.250000 Penalty: 5018.104492 Iteration 29Q: 3 clusters Score -3170856 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23527 members Mstep: Class 2 contains 1237 members Entering Unmasked Estep Score: -3170928.500000 Penalty: 5018.104492 Iteration 30Q: 3 clusters Score -3170928 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23553 members Mstep: Class 2 contains 1211 members Entering Unmasked Estep Score: -3171004.750000 Penalty: 5018.104492 Iteration 31Q: 3 clusters Score -3171005 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23566 members Mstep: Class 2 contains 1198 members Entering Unmasked Estep Score: -3171045.500000 Penalty: 5018.104492 Iteration 32Q: 3 clusters Score -3171046 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23578 members Mstep: Class 2 contains 1186 members Entering Unmasked Estep Score: -3171075.250000 Penalty: 5018.104492 Iteration 33Q: 3 clusters Score -3171075 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23585 members Mstep: Class 2 contains 1179 members Entering Unmasked Estep Score: -3171094.500000 Penalty: 5018.104492 Iteration 34Q: 3 clusters Score -3171094 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23593 members Mstep: Class 2 contains 1171 members Entering Unmasked Estep Score: -3171107.750000 Penalty: 5018.104492 Iteration 35Q: 3 clusters Score -3171108 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23599 members Mstep: Class 2 contains 1165 members Entering Unmasked Estep Score: -3171111.750000 Penalty: 5018.104492 Iteration 36Q: 3 clusters Score -3171112 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23604 members Mstep: Class 2 contains 1160 members Entering Unmasked Estep Score: -3171115.000000 Penalty: 5018.104492 Iteration 37Q: 3 clusters Score -3171115 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23611 members Mstep: Class 2 contains 1153 members Entering Unmasked Estep Score: -3171121.250000 Penalty: 5018.104492 Iteration 38Q: 3 clusters Score -3171121 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23618 members Mstep: Class 2 contains 1146 members Entering Unmasked Estep Score: -3171127.750000 Penalty: 5018.104492 Iteration 39Q: 3 clusters Score -3171128 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23626 members Mstep: Class 2 contains 1138 members Entering Unmasked Estep Score: -3171137.250000 Penalty: 5018.104492 Iteration 40F: 3 clusters Score -3171137 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23630 members Mstep: Class 2 contains 1134 members Entering Unmasked Estep Score: -3171141.750000 Penalty: 5018.104492 Iteration 41Q: 3 clusters Score -3171142 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23635 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -3171142.500000 Penalty: 5018.104492 Iteration 42Q: 3 clusters Score -3171142 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23637 members Mstep: Class 2 contains 1127 members Entering Unmasked Estep Score: -3171145.000000 Penalty: 5018.104492 Iteration 43Q: 3 clusters Score -3171145 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23638 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -3171148.000000 Penalty: 5018.104492 Iteration 44Q: 3 clusters Score -3171148 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23639 members Mstep: Class 2 contains 1125 members Entering Unmasked Estep Score: -3171149.750000 Penalty: 5018.104492 Iteration 45Q: 3 clusters Score -3171150 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23638 members Mstep: Class 2 contains 1126 members Entering Unmasked Estep Score: -3171151.250000 Penalty: 5018.104492 Iteration 46Q: 3 clusters Score -3171151 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23635 members Mstep: Class 2 contains 1129 members Entering Unmasked Estep Score: -3171154.000000 Penalty: 5018.104492 Iteration 47Q: 3 clusters Score -3171154 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23633 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -3171152.250000 Penalty: 5018.104492 Iteration 48Q: 3 clusters Score -3171152 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23633 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -3171152.250000 Penalty: 5018.104492 Iteration 49F: 3 clusters Score -3171152 nChanged 0 Entering ConstructFrom: Trying to split cluster 9 (20352 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20352 members Entering Unmasked Estep Score: -2624639.250000 Penalty: 2460.391846 Iteration 0F: 2 clusters Score -2624639 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10150 members Mstep: Class 2 contains 10202 members Entering Unmasked Estep Score: -2610274.500000 Penalty: 4920.783691 Iteration 0F: 3 clusters Score -2610274 nChanged 8957 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9911 members Mstep: Class 2 contains 10441 members Entering Unmasked Estep Score: -2615157.500000 Penalty: 4920.783691 Iteration 1F: 3 clusters Score -2615158 nChanged 1158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9799 members Mstep: Class 2 contains 10553 members Entering Unmasked Estep Score: -2615626.000000 Penalty: 4920.783691 Iteration 2F: 3 clusters Score -2615626 nChanged 1009 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9674 members Mstep: Class 2 contains 10678 members Entering Unmasked Estep Score: -2616038.750000 Penalty: 4920.783691 Iteration 3Q: 3 clusters Score -2616039 nChanged 930 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9500 members Mstep: Class 2 contains 10852 members Entering Unmasked Estep Score: -2616513.500000 Penalty: 4920.783691 Iteration 4Q: 3 clusters Score -2616514 nChanged 961 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9261 members Mstep: Class 2 contains 11091 members Entering Unmasked Estep Score: -2617089.500000 Penalty: 4920.783691 Iteration 5Q: 3 clusters Score -2617090 nChanged 1047 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8908 members Mstep: Class 2 contains 11444 members Entering Unmasked Estep Score: -2617828.750000 Penalty: 4920.783691 Iteration 6F: 3 clusters Score -2617829 nChanged 1219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8399 members Mstep: Class 2 contains 11953 members Entering Unmasked Estep Score: -2618793.750000 Penalty: 4920.783691 Iteration 7F: 3 clusters Score -2618794 nChanged 1363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7772 members Mstep: Class 2 contains 12580 members Entering Unmasked Estep Score: -2620130.500000 Penalty: 4920.783691 Iteration 8F: 3 clusters Score -2620130 nChanged 1381 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7135 members Mstep: Class 2 contains 13217 members Entering Unmasked Estep Score: -2621565.250000 Penalty: 4920.783691 Iteration 9F: 3 clusters Score -2621565 nChanged 1136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6655 members Mstep: Class 2 contains 13697 members Entering Unmasked Estep Score: -2622756.250000 Penalty: 4920.783691 Iteration 10F: 3 clusters Score -2622756 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6277 members Mstep: Class 2 contains 14075 members Entering Unmasked Estep Score: -2623508.500000 Penalty: 4920.783691 Iteration 11Q: 3 clusters Score -2623508 nChanged 437 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6000 members Mstep: Class 2 contains 14352 members Entering Unmasked Estep Score: -2623786.750000 Penalty: 4920.783691 Iteration 12Q: 3 clusters Score -2623787 nChanged 271 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5801 members Mstep: Class 2 contains 14551 members Entering Unmasked Estep Score: -2623883.750000 Penalty: 4920.783691 Iteration 13Q: 3 clusters Score -2623884 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5640 members Mstep: Class 2 contains 14712 members Entering Unmasked Estep Score: -2623946.000000 Penalty: 4920.783691 Iteration 14Q: 3 clusters Score -2623946 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5511 members Mstep: Class 2 contains 14841 members Entering Unmasked Estep Score: -2623977.500000 Penalty: 4920.783691 Iteration 15Q: 3 clusters Score -2623978 nChanged 100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5413 members Mstep: Class 2 contains 14939 members Entering Unmasked Estep Score: -2623993.250000 Penalty: 4920.783691 Iteration 16Q: 3 clusters Score -2623993 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5339 members Mstep: Class 2 contains 15013 members Entering Unmasked Estep Score: -2624009.750000 Penalty: 4920.783691 Iteration 17Q: 3 clusters Score -2624010 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5284 members Mstep: Class 2 contains 15068 members Entering Unmasked Estep Score: -2624013.500000 Penalty: 4920.783691 Iteration 18Q: 3 clusters Score -2624014 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5238 members Mstep: Class 2 contains 15114 members Entering Unmasked Estep Score: -2624023.500000 Penalty: 4920.783691 Iteration 19Q: 3 clusters Score -2624024 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5197 members Mstep: Class 2 contains 15155 members Entering Unmasked Estep Score: -2624021.500000 Penalty: 4920.783691 Iteration 20F: 3 clusters Score -2624022 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5160 members Mstep: Class 2 contains 15192 members Entering Unmasked Estep Score: -2624029.000000 Penalty: 4920.783691 Iteration 21Q: 3 clusters Score -2624029 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5136 members Mstep: Class 2 contains 15216 members Entering Unmasked Estep Score: -2624036.750000 Penalty: 4920.783691 Iteration 22Q: 3 clusters Score -2624037 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5106 members Mstep: Class 2 contains 15246 members Entering Unmasked Estep Score: -2624039.750000 Penalty: 4920.783691 Iteration 23Q: 3 clusters Score -2624040 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5081 members Mstep: Class 2 contains 15271 members Entering Unmasked Estep Score: -2624041.250000 Penalty: 4920.783691 Iteration 24Q: 3 clusters Score -2624041 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5057 members Mstep: Class 2 contains 15295 members Entering Unmasked Estep Score: -2624055.000000 Penalty: 4920.783691 Iteration 25Q: 3 clusters Score -2624055 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5030 members Mstep: Class 2 contains 15322 members Entering Unmasked Estep Score: -2624049.250000 Penalty: 4920.783691 Iteration 26Q: 3 clusters Score -2624049 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5004 members Mstep: Class 2 contains 15348 members Entering Unmasked Estep Score: -2624051.000000 Penalty: 4920.783691 Iteration 27Q: 3 clusters Score -2624051 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4982 members Mstep: Class 2 contains 15370 members Entering Unmasked Estep Score: -2624053.250000 Penalty: 4920.783691 Iteration 28Q: 3 clusters Score -2624053 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4948 members Mstep: Class 2 contains 15404 members Entering Unmasked Estep Score: -2624064.500000 Penalty: 4920.783691 Iteration 29Q: 3 clusters Score -2624064 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4916 members Mstep: Class 2 contains 15436 members Entering Unmasked Estep Score: -2624069.250000 Penalty: 4920.783691 Iteration 30Q: 3 clusters Score -2624069 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4894 members Mstep: Class 2 contains 15458 members Entering Unmasked Estep Score: -2624070.500000 Penalty: 4920.783691 Iteration 31Q: 3 clusters Score -2624070 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4877 members Mstep: Class 2 contains 15475 members Entering Unmasked Estep Score: -2624072.250000 Penalty: 4920.783691 Iteration 32Q: 3 clusters Score -2624072 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4856 members Mstep: Class 2 contains 15496 members Entering Unmasked Estep Score: -2624072.500000 Penalty: 4920.783691 Iteration 33Q: 3 clusters Score -2624072 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4835 members Mstep: Class 2 contains 15517 members Entering Unmasked Estep Score: -2624073.000000 Penalty: 4920.783691 Iteration 34Q: 3 clusters Score -2624073 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4821 members Mstep: Class 2 contains 15531 members Entering Unmasked Estep Score: -2624075.250000 Penalty: 4920.783691 Iteration 35Q: 3 clusters Score -2624075 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4813 members Mstep: Class 2 contains 15539 members Entering Unmasked Estep Score: -2624082.250000 Penalty: 4920.783691 Iteration 36Q: 3 clusters Score -2624082 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4802 members Mstep: Class 2 contains 15550 members Entering Unmasked Estep Score: -2624087.250000 Penalty: 4920.783691 Iteration 37Q: 3 clusters Score -2624087 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4787 members Mstep: Class 2 contains 15565 members Entering Unmasked Estep Score: -2624089.500000 Penalty: 4920.783691 Iteration 38Q: 3 clusters Score -2624090 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4771 members Mstep: Class 2 contains 15581 members Entering Unmasked Estep Score: -2624094.250000 Penalty: 4920.783691 Iteration 39Q: 3 clusters Score -2624094 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4758 members Mstep: Class 2 contains 15594 members Entering Unmasked Estep Score: -2624096.250000 Penalty: 4920.783691 Iteration 40F: 3 clusters Score -2624096 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4742 members Mstep: Class 2 contains 15610 members Entering Unmasked Estep Score: -2624098.500000 Penalty: 4920.783691 Iteration 41Q: 3 clusters Score -2624098 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4726 members Mstep: Class 2 contains 15626 members Entering Unmasked Estep Score: -2624102.250000 Penalty: 4920.783691 Iteration 42Q: 3 clusters Score -2624102 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4706 members Mstep: Class 2 contains 15646 members Entering Unmasked Estep Score: -2624110.500000 Penalty: 4920.783691 Iteration 43Q: 3 clusters Score -2624110 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4691 members Mstep: Class 2 contains 15661 members Entering Unmasked Estep Score: -2624107.750000 Penalty: 4920.783691 Iteration 44Q: 3 clusters Score -2624108 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4679 members Mstep: Class 2 contains 15673 members Entering Unmasked Estep Score: -2624106.500000 Penalty: 4920.783691 Iteration 45Q: 3 clusters Score -2624106 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4664 members Mstep: Class 2 contains 15688 members Entering Unmasked Estep Score: -2624106.000000 Penalty: 4920.783691 Iteration 46Q: 3 clusters Score -2624106 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4654 members Mstep: Class 2 contains 15698 members Entering Unmasked Estep Score: -2624113.250000 Penalty: 4920.783691 Iteration 47Q: 3 clusters Score -2624113 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4645 members Mstep: Class 2 contains 15707 members Entering Unmasked Estep Score: -2624111.750000 Penalty: 4920.783691 Iteration 48Q: 3 clusters Score -2624112 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4639 members Mstep: Class 2 contains 15713 members Entering Unmasked Estep Score: -2624106.750000 Penalty: 4920.783691 Iteration 49Q: 3 clusters Score -2624107 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4635 members Mstep: Class 2 contains 15717 members Entering Unmasked Estep Score: -2624110.750000 Penalty: 4920.783691 Iteration 50Q: 3 clusters Score -2624111 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4627 members Mstep: Class 2 contains 15725 members Entering Unmasked Estep Score: -2624111.500000 Penalty: 4920.783691 Iteration 51Q: 3 clusters Score -2624112 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4623 members Mstep: Class 2 contains 15729 members Entering Unmasked Estep Score: -2624113.750000 Penalty: 4920.783691 Iteration 52Q: 3 clusters Score -2624114 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4617 members Mstep: Class 2 contains 15735 members Entering Unmasked Estep Score: -2624120.500000 Penalty: 4920.783691 Iteration 53Q: 3 clusters Score -2624120 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4611 members Mstep: Class 2 contains 15741 members Entering Unmasked Estep Score: -2624113.500000 Penalty: 4920.783691 Iteration 54Q: 3 clusters Score -2624114 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4606 members Mstep: Class 2 contains 15746 members Entering Unmasked Estep Score: -2624120.000000 Penalty: 4920.783691 Iteration 55Q: 3 clusters Score -2624120 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4601 members Mstep: Class 2 contains 15751 members Entering Unmasked Estep Score: -2624115.750000 Penalty: 4920.783691 Iteration 56Q: 3 clusters Score -2624116 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4598 members Mstep: Class 2 contains 15754 members Entering Unmasked Estep Score: -2624115.250000 Penalty: 4920.783691 Iteration 57Q: 3 clusters Score -2624115 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4596 members Mstep: Class 2 contains 15756 members Entering Unmasked Estep Score: -2624119.000000 Penalty: 4920.783691 Iteration 58Q: 3 clusters Score -2624119 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4595 members Mstep: Class 2 contains 15757 members Entering Unmasked Estep Score: -2624116.500000 Penalty: 4920.783691 Iteration 59Q: 3 clusters Score -2624116 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4593 members Mstep: Class 2 contains 15759 members Entering Unmasked Estep Score: -2624115.750000 Penalty: 4920.783691 Iteration 60F: 3 clusters Score -2624116 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4592 members Mstep: Class 2 contains 15760 members Entering Unmasked Estep Score: -2624116.250000 Penalty: 4920.783691 Iteration 61Q: 3 clusters Score -2624116 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4589 members Mstep: Class 2 contains 15763 members Entering Unmasked Estep Score: -2624120.250000 Penalty: 4920.783691 Iteration 62Q: 3 clusters Score -2624120 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4587 members Mstep: Class 2 contains 15765 members Entering Unmasked Estep Score: -2624118.500000 Penalty: 4920.783691 Iteration 63Q: 3 clusters Score -2624118 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4584 members Mstep: Class 2 contains 15768 members Entering Unmasked Estep Score: -2624118.500000 Penalty: 4920.783691 Iteration 64Q: 3 clusters Score -2624118 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4582 members Mstep: Class 2 contains 15770 members Entering Unmasked Estep Score: -2624120.000000 Penalty: 4920.783691 Iteration 65Q: 3 clusters Score -2624120 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4578 members Mstep: Class 2 contains 15774 members Entering Unmasked Estep Score: -2624122.500000 Penalty: 4920.783691 Iteration 66Q: 3 clusters Score -2624122 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4575 members Mstep: Class 2 contains 15777 members Entering Unmasked Estep Score: -2624117.750000 Penalty: 4920.783691 Iteration 67Q: 3 clusters Score -2624118 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 15779 members Entering Unmasked Estep Score: -2624117.000000 Penalty: 4920.783691 Iteration 68Q: 3 clusters Score -2624117 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4573 members Mstep: Class 2 contains 15779 members Entering Unmasked Estep Score: -2624117.000000 Penalty: 4920.783691 Iteration 69F: 3 clusters Score -2624117 nChanged 0 Entering ConstructFrom: Trying to split cluster 10 (5162 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5162 members Entering Unmasked Estep Score: -659045.000000 Penalty: 2120.171631 Iteration 0F: 2 clusters Score -659045 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2561 members Mstep: Class 2 contains 2601 members Entering Unmasked Estep Score: -654446.500000 Penalty: 4240.343262 Iteration 0F: 3 clusters Score -654446.5 nChanged 1973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2532 members Mstep: Class 2 contains 2630 members Entering Unmasked Estep Score: -655589.375000 Penalty: 4240.343262 Iteration 1F: 3 clusters Score -655589.4 nChanged 408 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2506 members Mstep: Class 2 contains 2656 members Entering Unmasked Estep Score: -655922.687500 Penalty: 4240.343262 Iteration 2F: 3 clusters Score -655922.7 nChanged 343 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2505 members Mstep: Class 2 contains 2657 members Entering Unmasked Estep Score: -656230.375000 Penalty: 4240.343262 Iteration 3F: 3 clusters Score -656230.4 nChanged 295 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2508 members Mstep: Class 2 contains 2654 members Entering Unmasked Estep Score: -656572.062500 Penalty: 4240.343262 Iteration 4F: 3 clusters Score -656572.1 nChanged 307 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2491 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -656948.187500 Penalty: 4240.343262 Iteration 5F: 3 clusters Score -656948.2 nChanged 294 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2429 members Mstep: Class 2 contains 2733 members Entering Unmasked Estep Score: -657370.375000 Penalty: 4240.343262 Iteration 6F: 3 clusters Score -657370.4 nChanged 263 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2416 members Mstep: Class 2 contains 2746 members Entering Unmasked Estep Score: -657704.750000 Penalty: 4240.343262 Iteration 7F: 3 clusters Score -657704.8 nChanged 228 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2436 members Mstep: Class 2 contains 2726 members Entering Unmasked Estep Score: -657909.437500 Penalty: 4240.343262 Iteration 8Q: 3 clusters Score -657909.4 nChanged 181 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 2679 members Entering Unmasked Estep Score: -658070.500000 Penalty: 4240.343262 Iteration 9Q: 3 clusters Score -658070.5 nChanged 153 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2542 members Mstep: Class 2 contains 2620 members Entering Unmasked Estep Score: -658200.562500 Penalty: 4240.343262 Iteration 10Q: 3 clusters Score -658200.6 nChanged 118 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2604 members Mstep: Class 2 contains 2558 members Entering Unmasked Estep Score: -658304.000000 Penalty: 4240.343262 Iteration 11Q: 3 clusters Score -658304 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2649 members Mstep: Class 2 contains 2513 members Entering Unmasked Estep Score: -658382.437500 Penalty: 4240.343262 Iteration 12Q: 3 clusters Score -658382.4 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2679 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -658443.750000 Penalty: 4240.343262 Iteration 13Q: 3 clusters Score -658443.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2702 members Mstep: Class 2 contains 2460 members Entering Unmasked Estep Score: -658472.500000 Penalty: 4240.343262 Iteration 14Q: 3 clusters Score -658472.5 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2709 members Mstep: Class 2 contains 2453 members Entering Unmasked Estep Score: -658486.687500 Penalty: 4240.343262 Iteration 15Q: 3 clusters Score -658486.7 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2721 members Mstep: Class 2 contains 2441 members Entering Unmasked Estep Score: -658498.875000 Penalty: 4240.343262 Iteration 16Q: 3 clusters Score -658498.9 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -658505.812500 Penalty: 4240.343262 Iteration 17Q: 3 clusters Score -658505.8 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2727 members Mstep: Class 2 contains 2435 members Entering Unmasked Estep Score: -658513.000000 Penalty: 4240.343262 Iteration 18Q: 3 clusters Score -658513 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2723 members Mstep: Class 2 contains 2439 members Entering Unmasked Estep Score: -658516.000000 Penalty: 4240.343262 Iteration 19Q: 3 clusters Score -658516 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2722 members Mstep: Class 2 contains 2440 members Entering Unmasked Estep Score: -658517.875000 Penalty: 4240.343262 Iteration 20F: 3 clusters Score -658517.9 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Mstep: Class 2 contains 2436 members Entering Unmasked Estep Score: -658519.437500 Penalty: 4240.343262 Iteration 21Q: 3 clusters Score -658519.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2728 members Mstep: Class 2 contains 2434 members Entering Unmasked Estep Score: -658520.812500 Penalty: 4240.343262 Iteration 22Q: 3 clusters Score -658520.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2731 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -658521.625000 Penalty: 4240.343262 Iteration 23Q: 3 clusters Score -658521.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2734 members Mstep: Class 2 contains 2428 members Entering Unmasked Estep Score: -658523.937500 Penalty: 4240.343262 Iteration 24Q: 3 clusters Score -658523.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2736 members Mstep: Class 2 contains 2426 members Entering Unmasked Estep Score: -658524.437500 Penalty: 4240.343262 Iteration 25Q: 3 clusters Score -658524.4 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2739 members Mstep: Class 2 contains 2423 members Entering Unmasked Estep Score: -658526.625000 Penalty: 4240.343262 Iteration 26Q: 3 clusters Score -658526.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -658526.062500 Penalty: 4240.343262 Iteration 27Q: 3 clusters Score -658526.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 2420 members Entering Unmasked Estep Score: -658527.875000 Penalty: 4240.343262 Iteration 28Q: 3 clusters Score -658527.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2743 members Mstep: Class 2 contains 2419 members Entering Unmasked Estep Score: -658527.937500 Penalty: 4240.343262 Iteration 29Q: 3 clusters Score -658527.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -658528.000000 Penalty: 4240.343262 Iteration 30Q: 3 clusters Score -658528 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2744 members Mstep: Class 2 contains 2418 members Entering Unmasked Estep Score: -658528.000000 Penalty: 4240.343262 Iteration 31F: 3 clusters Score -658528 nChanged 0 Entering ConstructFrom: Trying to split cluster 11 (507 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 507 members Entering Unmasked Estep Score: -55973.757812 Penalty: 1544.670654 Iteration 0F: 2 clusters Score -55973.76 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 235 members Mstep: Class 2 contains 272 members Entering Unmasked Estep Score: -54483.218750 Penalty: 3089.341309 Iteration 0F: 3 clusters Score -54483.22 nChanged 83 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 248 members Mstep: Class 2 contains 259 members Entering Unmasked Estep Score: -54688.035156 Penalty: 3089.341309 Iteration 1F: 3 clusters Score -54688.04 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -54800.175781 Penalty: 3089.341309 Iteration 2F: 3 clusters Score -54800.18 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -54880.550781 Penalty: 3089.341309 Iteration 3Q: 3 clusters Score -54880.55 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 256 members Entering Unmasked Estep Score: -54934.238281 Penalty: 3089.341309 Iteration 4Q: 3 clusters Score -54934.24 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 247 members Mstep: Class 2 contains 260 members Entering Unmasked Estep Score: -54984.718750 Penalty: 3089.341309 Iteration 5Q: 3 clusters Score -54984.72 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -55028.601562 Penalty: 3089.341309 Iteration 6Q: 3 clusters Score -55028.6 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 245 members Mstep: Class 2 contains 262 members Entering Unmasked Estep Score: -55084.316406 Penalty: 3089.341309 Iteration 7Q: 3 clusters Score -55084.32 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 246 members Mstep: Class 2 contains 261 members Entering Unmasked Estep Score: -55122.566406 Penalty: 3089.341309 Iteration 8Q: 3 clusters Score -55122.57 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 255 members Entering Unmasked Estep Score: -55159.246094 Penalty: 3089.341309 Iteration 9Q: 3 clusters Score -55159.25 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 257 members Mstep: Class 2 contains 250 members Entering Unmasked Estep Score: -55189.210938 Penalty: 3089.341309 Iteration 10Q: 3 clusters Score -55189.21 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 264 members Mstep: Class 2 contains 243 members Entering Unmasked Estep Score: -55218.199219 Penalty: 3089.341309 Iteration 11Q: 3 clusters Score -55218.2 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 265 members Mstep: Class 2 contains 242 members Entering Unmasked Estep Score: -55234.304688 Penalty: 3089.341309 Iteration 12Q: 3 clusters Score -55234.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 267 members Mstep: Class 2 contains 240 members Entering Unmasked Estep Score: -55254.058594 Penalty: 3089.341309 Iteration 13Q: 3 clusters Score -55254.06 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 273 members Mstep: Class 2 contains 234 members Entering Unmasked Estep Score: -55278.660156 Penalty: 3089.341309 Iteration 14Q: 3 clusters Score -55278.66 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -55281.937500 Penalty: 3089.341309 Iteration 15Q: 3 clusters Score -55281.94 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 275 members Mstep: Class 2 contains 232 members Entering Unmasked Estep Score: -55281.937500 Penalty: 3089.341309 Iteration 16F: 3 clusters Score -55281.94 nChanged 0 Entering ConstructFrom: Trying to split cluster 12 (380 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 380 members Entering Unmasked Estep Score: -41970.933594 Penalty: 1473.162476 Iteration 0F: 2 clusters Score -41970.93 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -40601.457031 Penalty: 2946.324951 Iteration 0F: 3 clusters Score -40601.46 nChanged 64 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 169 members Mstep: Class 2 contains 211 members Entering Unmasked Estep Score: -40786.023438 Penalty: 2946.324951 Iteration 1F: 3 clusters Score -40786.02 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 173 members Mstep: Class 2 contains 207 members Entering Unmasked Estep Score: -40829.445312 Penalty: 2946.324951 Iteration 2Q: 3 clusters Score -40829.45 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 175 members Mstep: Class 2 contains 205 members Entering Unmasked Estep Score: -40846.570312 Penalty: 2946.324951 Iteration 3Q: 3 clusters Score -40846.57 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -40853.957031 Penalty: 2946.324951 Iteration 4Q: 3 clusters Score -40853.96 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 176 members Mstep: Class 2 contains 204 members Entering Unmasked Estep Score: -40858.417969 Penalty: 2946.324951 Iteration 5Q: 3 clusters Score -40858.42 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -40869.855469 Penalty: 2946.324951 Iteration 6Q: 3 clusters Score -40869.86 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 200 members Entering Unmasked Estep Score: -40876.023438 Penalty: 2946.324951 Iteration 7Q: 3 clusters Score -40876.02 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 179 members Mstep: Class 2 contains 201 members Entering Unmasked Estep Score: -40883.269531 Penalty: 2946.324951 Iteration 8Q: 3 clusters Score -40883.27 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -40888.582031 Penalty: 2946.324951 Iteration 9Q: 3 clusters Score -40888.58 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177 members Mstep: Class 2 contains 203 members Entering Unmasked Estep Score: -40891.640625 Penalty: 2946.324951 Iteration 10Q: 3 clusters Score -40891.64 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -40893.406250 Penalty: 2946.324951 Iteration 11Q: 3 clusters Score -40893.41 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178 members Mstep: Class 2 contains 202 members Entering Unmasked Estep Score: -40893.406250 Penalty: 2946.324951 Iteration 12F: 3 clusters Score -40893.41 nChanged 0 Entering ConstructFrom: Trying to split cluster 13 (21787 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21787 members Entering Unmasked Estep Score: -2696160.000000 Penalty: 2477.289062 Iteration 0F: 2 clusters Score -2696160 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10900 members Mstep: Class 2 contains 10887 members Entering Unmasked Estep Score: -2680954.000000 Penalty: 4954.578125 Iteration 0F: 3 clusters Score -2680954 nChanged 9713 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10965 members Mstep: Class 2 contains 10822 members Entering Unmasked Estep Score: -2686240.250000 Penalty: 4954.578125 Iteration 1F: 3 clusters Score -2686240 nChanged 1201 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10948 members Mstep: Class 2 contains 10839 members Entering Unmasked Estep Score: -2686836.750000 Penalty: 4954.578125 Iteration 2F: 3 clusters Score -2686837 nChanged 1143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10833 members Mstep: Class 2 contains 10954 members Entering Unmasked Estep Score: -2687475.750000 Penalty: 4954.578125 Iteration 3F: 3 clusters Score -2687476 nChanged 1160 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10503 members Mstep: Class 2 contains 11284 members Entering Unmasked Estep Score: -2688106.500000 Penalty: 4954.578125 Iteration 4F: 3 clusters Score -2688106 nChanged 1237 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9956 members Mstep: Class 2 contains 11831 members Entering Unmasked Estep Score: -2688810.500000 Penalty: 4954.578125 Iteration 5F: 3 clusters Score -2688810 nChanged 1317 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9129 members Mstep: Class 2 contains 12658 members Entering Unmasked Estep Score: -2689579.500000 Penalty: 4954.578125 Iteration 6F: 3 clusters Score -2689580 nChanged 1474 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8031 members Mstep: Class 2 contains 13756 members Entering Unmasked Estep Score: -2690569.250000 Penalty: 4954.578125 Iteration 7F: 3 clusters Score -2690569 nChanged 1466 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6789 members Mstep: Class 2 contains 14998 members Entering Unmasked Estep Score: -2691655.250000 Penalty: 4954.578125 Iteration 8F: 3 clusters Score -2691655 nChanged 1364 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5609 members Mstep: Class 2 contains 16178 members Entering Unmasked Estep Score: -2692693.250000 Penalty: 4954.578125 Iteration 9F: 3 clusters Score -2692693 nChanged 1063 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4638 members Mstep: Class 2 contains 17149 members Entering Unmasked Estep Score: -2693425.000000 Penalty: 4954.578125 Iteration 10Q: 3 clusters Score -2693425 nChanged 801 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3871 members Mstep: Class 2 contains 17916 members Entering Unmasked Estep Score: -2693956.000000 Penalty: 4954.578125 Iteration 11Q: 3 clusters Score -2693956 nChanged 633 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3256 members Mstep: Class 2 contains 18531 members Entering Unmasked Estep Score: -2694356.500000 Penalty: 4954.578125 Iteration 12Q: 3 clusters Score -2694356 nChanged 483 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2783 members Mstep: Class 2 contains 19004 members Entering Unmasked Estep Score: -2694645.750000 Penalty: 4954.578125 Iteration 13Q: 3 clusters Score -2694646 nChanged 376 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2413 members Mstep: Class 2 contains 19374 members Entering Unmasked Estep Score: -2694918.500000 Penalty: 4954.578125 Iteration 14Q: 3 clusters Score -2694918 nChanged 306 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2109 members Mstep: Class 2 contains 19678 members Entering Unmasked Estep Score: -2695174.750000 Penalty: 4954.578125 Iteration 15Q: 3 clusters Score -2695175 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1905 members Mstep: Class 2 contains 19882 members Entering Unmasked Estep Score: -2695330.500000 Penalty: 4954.578125 Iteration 16Q: 3 clusters Score -2695330 nChanged 155 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1750 members Mstep: Class 2 contains 20037 members Entering Unmasked Estep Score: -2695426.250000 Penalty: 4954.578125 Iteration 17Q: 3 clusters Score -2695426 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1638 members Mstep: Class 2 contains 20149 members Entering Unmasked Estep Score: -2695474.250000 Penalty: 4954.578125 Iteration 18Q: 3 clusters Score -2695474 nChanged 72 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1566 members Mstep: Class 2 contains 20221 members Entering Unmasked Estep Score: -2695508.750000 Penalty: 4954.578125 Iteration 19Q: 3 clusters Score -2695509 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1511 members Mstep: Class 2 contains 20276 members Entering Unmasked Estep Score: -2695523.750000 Penalty: 4954.578125 Iteration 20F: 3 clusters Score -2695524 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1474 members Mstep: Class 2 contains 20313 members Entering Unmasked Estep Score: -2695532.500000 Penalty: 4954.578125 Iteration 21Q: 3 clusters Score -2695532 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1442 members Mstep: Class 2 contains 20345 members Entering Unmasked Estep Score: -2695542.250000 Penalty: 4954.578125 Iteration 22Q: 3 clusters Score -2695542 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1419 members Mstep: Class 2 contains 20368 members Entering Unmasked Estep Score: -2695554.000000 Penalty: 4954.578125 Iteration 23Q: 3 clusters Score -2695554 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1401 members Mstep: Class 2 contains 20386 members Entering Unmasked Estep Score: -2695551.000000 Penalty: 4954.578125 Iteration 24Q: 3 clusters Score -2695551 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 20402 members Entering Unmasked Estep Score: -2695555.000000 Penalty: 4954.578125 Iteration 25Q: 3 clusters Score -2695555 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1369 members Mstep: Class 2 contains 20418 members Entering Unmasked Estep Score: -2695565.500000 Penalty: 4954.578125 Iteration 26Q: 3 clusters Score -2695566 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1359 members Mstep: Class 2 contains 20428 members Entering Unmasked Estep Score: -2695566.750000 Penalty: 4954.578125 Iteration 27Q: 3 clusters Score -2695567 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1357 members Mstep: Class 2 contains 20430 members Entering Unmasked Estep Score: -2695563.000000 Penalty: 4954.578125 Iteration 28Q: 3 clusters Score -2695563 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 20431 members Entering Unmasked Estep Score: -2695566.500000 Penalty: 4954.578125 Iteration 29Q: 3 clusters Score -2695566 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1356 members Mstep: Class 2 contains 20431 members Entering Unmasked Estep Score: -2695566.500000 Penalty: 4954.578125 Iteration 30F: 3 clusters Score -2695566 nChanged 0 Entering ConstructFrom: Trying to split cluster 14 (19481 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19481 members Entering Unmasked Estep Score: -2519935.500000 Penalty: 2449.544434 Iteration 0F: 2 clusters Score -2519936 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9761 members Mstep: Class 2 contains 9720 members Entering Unmasked Estep Score: -2506187.250000 Penalty: 4899.088867 Iteration 0F: 3 clusters Score -2506187 nChanged 8490 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9829 members Mstep: Class 2 contains 9652 members Entering Unmasked Estep Score: -2510742.750000 Penalty: 4899.088867 Iteration 1F: 3 clusters Score -2510743 nChanged 962 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9881 members Mstep: Class 2 contains 9600 members Entering Unmasked Estep Score: -2511078.250000 Penalty: 4899.088867 Iteration 2Q: 3 clusters Score -2511078 nChanged 809 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9984 members Mstep: Class 2 contains 9497 members Entering Unmasked Estep Score: -2511301.000000 Penalty: 4899.088867 Iteration 3Q: 3 clusters Score -2511301 nChanged 628 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10108 members Mstep: Class 2 contains 9373 members Entering Unmasked Estep Score: -2511468.000000 Penalty: 4899.088867 Iteration 4Q: 3 clusters Score -2511468 nChanged 525 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10303 members Mstep: Class 2 contains 9178 members Entering Unmasked Estep Score: -2511600.250000 Penalty: 4899.088867 Iteration 5Q: 3 clusters Score -2511600 nChanged 443 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10500 members Mstep: Class 2 contains 8981 members Entering Unmasked Estep Score: -2511712.250000 Penalty: 4899.088867 Iteration 6Q: 3 clusters Score -2511712 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10735 members Mstep: Class 2 contains 8746 members Entering Unmasked Estep Score: -2511829.750000 Penalty: 4899.088867 Iteration 7Q: 3 clusters Score -2511830 nChanged 454 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11053 members Mstep: Class 2 contains 8428 members Entering Unmasked Estep Score: -2511964.250000 Penalty: 4899.088867 Iteration 8Q: 3 clusters Score -2511964 nChanged 566 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11499 members Mstep: Class 2 contains 7982 members Entering Unmasked Estep Score: -2512163.750000 Penalty: 4899.088867 Iteration 9Q: 3 clusters Score -2512164 nChanged 670 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12049 members Mstep: Class 2 contains 7432 members Entering Unmasked Estep Score: -2512474.000000 Penalty: 4899.088867 Iteration 10Q: 3 clusters Score -2512474 nChanged 818 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12751 members Mstep: Class 2 contains 6730 members Entering Unmasked Estep Score: -2512899.250000 Penalty: 4899.088867 Iteration 11Q: 3 clusters Score -2512899 nChanged 956 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13609 members Mstep: Class 2 contains 5872 members Entering Unmasked Estep Score: -2513461.500000 Penalty: 4899.088867 Iteration 12Q: 3 clusters Score -2513462 nChanged 1048 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14577 members Mstep: Class 2 contains 4904 members Entering Unmasked Estep Score: -2514216.000000 Penalty: 4899.088867 Iteration 13F: 3 clusters Score -2514216 nChanged 1069 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15584 members Mstep: Class 2 contains 3897 members Entering Unmasked Estep Score: -2515042.250000 Penalty: 4899.088867 Iteration 14F: 3 clusters Score -2515042 nChanged 942 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16472 members Mstep: Class 2 contains 3009 members Entering Unmasked Estep Score: -2515808.000000 Penalty: 4899.088867 Iteration 15Q: 3 clusters Score -2515808 nChanged 745 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17175 members Mstep: Class 2 contains 2306 members Entering Unmasked Estep Score: -2516397.750000 Penalty: 4899.088867 Iteration 16Q: 3 clusters Score -2516398 nChanged 548 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17695 members Mstep: Class 2 contains 1786 members Entering Unmasked Estep Score: -2516837.500000 Penalty: 4899.088867 Iteration 17Q: 3 clusters Score -2516838 nChanged 401 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18084 members Mstep: Class 2 contains 1397 members Entering Unmasked Estep Score: -2517191.750000 Penalty: 4899.088867 Iteration 18Q: 3 clusters Score -2517192 nChanged 284 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18350 members Mstep: Class 2 contains 1131 members Entering Unmasked Estep Score: -2517436.750000 Penalty: 4899.088867 Iteration 19Q: 3 clusters Score -2517437 nChanged 182 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18514 members Mstep: Class 2 contains 967 members Entering Unmasked Estep Score: -2517588.000000 Penalty: 4899.088867 Iteration 20F: 3 clusters Score -2517588 nChanged 116 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18620 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -2517682.750000 Penalty: 4899.088867 Iteration 21Q: 3 clusters Score -2517683 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18692 members Mstep: Class 2 contains 789 members Entering Unmasked Estep Score: -2517750.000000 Penalty: 4899.088867 Iteration 22Q: 3 clusters Score -2517750 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18740 members Mstep: Class 2 contains 741 members Entering Unmasked Estep Score: -2517797.750000 Penalty: 4899.088867 Iteration 23Q: 3 clusters Score -2517798 nChanged 49 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18777 members Mstep: Class 2 contains 704 members Entering Unmasked Estep Score: -2517830.500000 Penalty: 4899.088867 Iteration 24Q: 3 clusters Score -2517830 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18809 members Mstep: Class 2 contains 672 members Entering Unmasked Estep Score: -2517864.750000 Penalty: 4899.088867 Iteration 25Q: 3 clusters Score -2517865 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18829 members Mstep: Class 2 contains 652 members Entering Unmasked Estep Score: -2517874.500000 Penalty: 4899.088867 Iteration 26Q: 3 clusters Score -2517874 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18845 members Mstep: Class 2 contains 636 members Entering Unmasked Estep Score: -2517892.500000 Penalty: 4899.088867 Iteration 27Q: 3 clusters Score -2517892 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18860 members Mstep: Class 2 contains 621 members Entering Unmasked Estep Score: -2517905.000000 Penalty: 4899.088867 Iteration 28Q: 3 clusters Score -2517905 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18866 members Mstep: Class 2 contains 615 members Entering Unmasked Estep Score: -2517908.250000 Penalty: 4899.088867 Iteration 29Q: 3 clusters Score -2517908 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18871 members Mstep: Class 2 contains 610 members Entering Unmasked Estep Score: -2517914.500000 Penalty: 4899.088867 Iteration 30Q: 3 clusters Score -2517914 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18874 members Mstep: Class 2 contains 607 members Entering Unmasked Estep Score: -2517918.750000 Penalty: 4899.088867 Iteration 31Q: 3 clusters Score -2517919 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18878 members Mstep: Class 2 contains 603 members Entering Unmasked Estep Score: -2517922.500000 Penalty: 4899.088867 Iteration 32Q: 3 clusters Score -2517922 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18879 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -2517924.000000 Penalty: 4899.088867 Iteration 33Q: 3 clusters Score -2517924 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18879 members Mstep: Class 2 contains 602 members Entering Unmasked Estep Score: -2517924.000000 Penalty: 4899.088867 Iteration 34F: 3 clusters Score -2517924 nChanged 0 Entering ConstructFrom: Trying to split cluster 15 (2726 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2726 members Entering Unmasked Estep Score: -350345.968750 Penalty: 1961.826538 Iteration 0F: 2 clusters Score -350346 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1353 members Mstep: Class 2 contains 1373 members Entering Unmasked Estep Score: -347276.250000 Penalty: 3923.653076 Iteration 0F: 3 clusters Score -347276.2 nChanged 898 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1311 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -347929.781250 Penalty: 3923.653076 Iteration 1F: 3 clusters Score -347929.8 nChanged 241 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1264 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -348136.531250 Penalty: 3923.653076 Iteration 2F: 3 clusters Score -348136.5 nChanged 142 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1228 members Mstep: Class 2 contains 1498 members Entering Unmasked Estep Score: -348268.656250 Penalty: 3923.653076 Iteration 3F: 3 clusters Score -348268.7 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1179 members Mstep: Class 2 contains 1547 members Entering Unmasked Estep Score: -348383.281250 Penalty: 3923.653076 Iteration 4Q: 3 clusters Score -348383.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1147 members Mstep: Class 2 contains 1579 members Entering Unmasked Estep Score: -348478.906250 Penalty: 3923.653076 Iteration 5Q: 3 clusters Score -348478.9 nChanged 115 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1112 members Mstep: Class 2 contains 1614 members Entering Unmasked Estep Score: -348572.406250 Penalty: 3923.653076 Iteration 6Q: 3 clusters Score -348572.4 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1081 members Mstep: Class 2 contains 1645 members Entering Unmasked Estep Score: -348630.843750 Penalty: 3923.653076 Iteration 7Q: 3 clusters Score -348630.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1061 members Mstep: Class 2 contains 1665 members Entering Unmasked Estep Score: -348666.937500 Penalty: 3923.653076 Iteration 8Q: 3 clusters Score -348666.9 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1052 members Mstep: Class 2 contains 1674 members Entering Unmasked Estep Score: -348694.375000 Penalty: 3923.653076 Iteration 9Q: 3 clusters Score -348694.4 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1044 members Mstep: Class 2 contains 1682 members Entering Unmasked Estep Score: -348720.531250 Penalty: 3923.653076 Iteration 10Q: 3 clusters Score -348720.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1048 members Mstep: Class 2 contains 1678 members Entering Unmasked Estep Score: -348743.812500 Penalty: 3923.653076 Iteration 11Q: 3 clusters Score -348743.8 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 1670 members Entering Unmasked Estep Score: -348762.125000 Penalty: 3923.653076 Iteration 12Q: 3 clusters Score -348762.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1057 members Mstep: Class 2 contains 1669 members Entering Unmasked Estep Score: -348772.687500 Penalty: 3923.653076 Iteration 13Q: 3 clusters Score -348772.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1055 members Mstep: Class 2 contains 1671 members Entering Unmasked Estep Score: -348778.000000 Penalty: 3923.653076 Iteration 14Q: 3 clusters Score -348778 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1051 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -348785.281250 Penalty: 3923.653076 Iteration 15Q: 3 clusters Score -348785.3 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1047 members Mstep: Class 2 contains 1679 members Entering Unmasked Estep Score: -348794.625000 Penalty: 3923.653076 Iteration 16Q: 3 clusters Score -348794.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1040 members Mstep: Class 2 contains 1686 members Entering Unmasked Estep Score: -348799.500000 Penalty: 3923.653076 Iteration 17Q: 3 clusters Score -348799.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1036 members Mstep: Class 2 contains 1690 members Entering Unmasked Estep Score: -348802.750000 Penalty: 3923.653076 Iteration 18Q: 3 clusters Score -348802.8 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1034 members Mstep: Class 2 contains 1692 members Entering Unmasked Estep Score: -348808.562500 Penalty: 3923.653076 Iteration 19Q: 3 clusters Score -348808.6 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1032 members Mstep: Class 2 contains 1694 members Entering Unmasked Estep Score: -348808.718750 Penalty: 3923.653076 Iteration 20F: 3 clusters Score -348808.7 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1031 members Mstep: Class 2 contains 1695 members Entering Unmasked Estep Score: -348810.218750 Penalty: 3923.653076 Iteration 21Q: 3 clusters Score -348810.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1030 members Mstep: Class 2 contains 1696 members Entering Unmasked Estep Score: -348810.906250 Penalty: 3923.653076 Iteration 22Q: 3 clusters Score -348810.9 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -348811.593750 Penalty: 3923.653076 Iteration 23Q: 3 clusters Score -348811.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1029 members Mstep: Class 2 contains 1697 members Entering Unmasked Estep Score: -348811.593750 Penalty: 3923.653076 Iteration 24F: 3 clusters Score -348811.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 16 (219 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 219 members Entering Unmasked Estep Score: -25395.318359 Penalty: 1336.489868 Iteration 0F: 2 clusters Score -25395.32 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 119 members Mstep: Class 2 contains 100 members Entering Unmasked Estep Score: -24247.984375 Penalty: 2672.979736 Iteration 0F: 3 clusters Score -24247.98 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -24297.630859 Penalty: 2672.979736 Iteration 1F: 3 clusters Score -24297.63 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -24314.822266 Penalty: 2672.979736 Iteration 2Q: 3 clusters Score -24314.82 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 117 members Mstep: Class 2 contains 102 members Entering Unmasked Estep Score: -24314.822266 Penalty: 2672.979736 Iteration 3F: 3 clusters Score -24314.82 nChanged 0 Entering ConstructFrom: Trying to split cluster 17 (8243 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8243 members Entering Unmasked Estep Score: -1065808.500000 Penalty: 2236.245605 Iteration 0F: 2 clusters Score -1065808 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4061 members Mstep: Class 2 contains 4182 members Entering Unmasked Estep Score: -1059259.875000 Penalty: 4472.491211 Iteration 0F: 3 clusters Score -1059260 nChanged 3344 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3945 members Mstep: Class 2 contains 4298 members Entering Unmasked Estep Score: -1060973.000000 Penalty: 4472.491211 Iteration 1F: 3 clusters Score -1060973 nChanged 532 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3891 members Mstep: Class 2 contains 4352 members Entering Unmasked Estep Score: -1061223.750000 Penalty: 4472.491211 Iteration 2F: 3 clusters Score -1061224 nChanged 398 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3823 members Mstep: Class 2 contains 4420 members Entering Unmasked Estep Score: -1061424.625000 Penalty: 4472.491211 Iteration 3Q: 3 clusters Score -1061425 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3708 members Mstep: Class 2 contains 4535 members Entering Unmasked Estep Score: -1061589.625000 Penalty: 4472.491211 Iteration 4Q: 3 clusters Score -1061590 nChanged 300 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3594 members Mstep: Class 2 contains 4649 members Entering Unmasked Estep Score: -1061728.000000 Penalty: 4472.491211 Iteration 5Q: 3 clusters Score -1061728 nChanged 249 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3497 members Mstep: Class 2 contains 4746 members Entering Unmasked Estep Score: -1061843.750000 Penalty: 4472.491211 Iteration 6Q: 3 clusters Score -1061844 nChanged 257 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3374 members Mstep: Class 2 contains 4869 members Entering Unmasked Estep Score: -1061979.250000 Penalty: 4472.491211 Iteration 7Q: 3 clusters Score -1061979 nChanged 252 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3240 members Mstep: Class 2 contains 5003 members Entering Unmasked Estep Score: -1062094.750000 Penalty: 4472.491211 Iteration 8Q: 3 clusters Score -1062095 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3098 members Mstep: Class 2 contains 5145 members Entering Unmasked Estep Score: -1062212.250000 Penalty: 4472.491211 Iteration 9Q: 3 clusters Score -1062212 nChanged 220 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2938 members Mstep: Class 2 contains 5305 members Entering Unmasked Estep Score: -1062327.000000 Penalty: 4472.491211 Iteration 10Q: 3 clusters Score -1062327 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2786 members Mstep: Class 2 contains 5457 members Entering Unmasked Estep Score: -1062436.625000 Penalty: 4472.491211 Iteration 11Q: 3 clusters Score -1062437 nChanged 218 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2638 members Mstep: Class 2 contains 5605 members Entering Unmasked Estep Score: -1062556.375000 Penalty: 4472.491211 Iteration 12Q: 3 clusters Score -1062556 nChanged 209 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2483 members Mstep: Class 2 contains 5760 members Entering Unmasked Estep Score: -1062666.500000 Penalty: 4472.491211 Iteration 13Q: 3 clusters Score -1062666 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2311 members Mstep: Class 2 contains 5932 members Entering Unmasked Estep Score: -1062787.750000 Penalty: 4472.491211 Iteration 14Q: 3 clusters Score -1062788 nChanged 208 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2143 members Mstep: Class 2 contains 6100 members Entering Unmasked Estep Score: -1062907.625000 Penalty: 4472.491211 Iteration 15Q: 3 clusters Score -1062908 nChanged 195 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1978 members Mstep: Class 2 contains 6265 members Entering Unmasked Estep Score: -1063029.500000 Penalty: 4472.491211 Iteration 16Q: 3 clusters Score -1063030 nChanged 202 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 6439 members Entering Unmasked Estep Score: -1063151.000000 Penalty: 4472.491211 Iteration 17Q: 3 clusters Score -1063151 nChanged 164 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1658 members Mstep: Class 2 contains 6585 members Entering Unmasked Estep Score: -1063254.375000 Penalty: 4472.491211 Iteration 18Q: 3 clusters Score -1063254 nChanged 154 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1526 members Mstep: Class 2 contains 6717 members Entering Unmasked Estep Score: -1063335.875000 Penalty: 4472.491211 Iteration 19Q: 3 clusters Score -1063336 nChanged 127 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1415 members Mstep: Class 2 contains 6828 members Entering Unmasked Estep Score: -1063410.875000 Penalty: 4472.491211 Iteration 20F: 3 clusters Score -1063411 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1314 members Mstep: Class 2 contains 6929 members Entering Unmasked Estep Score: -1063471.750000 Penalty: 4472.491211 Iteration 21Q: 3 clusters Score -1063472 nChanged 99 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1221 members Mstep: Class 2 contains 7022 members Entering Unmasked Estep Score: -1063522.375000 Penalty: 4472.491211 Iteration 22Q: 3 clusters Score -1063522 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1143 members Mstep: Class 2 contains 7100 members Entering Unmasked Estep Score: -1063567.250000 Penalty: 4472.491211 Iteration 23Q: 3 clusters Score -1063567 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1065 members Mstep: Class 2 contains 7178 members Entering Unmasked Estep Score: -1063618.125000 Penalty: 4472.491211 Iteration 24Q: 3 clusters Score -1063618 nChanged 79 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 994 members Mstep: Class 2 contains 7249 members Entering Unmasked Estep Score: -1063659.375000 Penalty: 4472.491211 Iteration 25Q: 3 clusters Score -1063659 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 938 members Mstep: Class 2 contains 7305 members Entering Unmasked Estep Score: -1063686.125000 Penalty: 4472.491211 Iteration 26Q: 3 clusters Score -1063686 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 899 members Mstep: Class 2 contains 7344 members Entering Unmasked Estep Score: -1063706.750000 Penalty: 4472.491211 Iteration 27Q: 3 clusters Score -1063707 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 870 members Mstep: Class 2 contains 7373 members Entering Unmasked Estep Score: -1063726.375000 Penalty: 4472.491211 Iteration 28Q: 3 clusters Score -1063726 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 838 members Mstep: Class 2 contains 7405 members Entering Unmasked Estep Score: -1063743.250000 Penalty: 4472.491211 Iteration 29Q: 3 clusters Score -1063743 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 7425 members Entering Unmasked Estep Score: -1063762.500000 Penalty: 4472.491211 Iteration 30Q: 3 clusters Score -1063762 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 800 members Mstep: Class 2 contains 7443 members Entering Unmasked Estep Score: -1063774.750000 Penalty: 4472.491211 Iteration 31Q: 3 clusters Score -1063775 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 781 members Mstep: Class 2 contains 7462 members Entering Unmasked Estep Score: -1063788.000000 Penalty: 4472.491211 Iteration 32Q: 3 clusters Score -1063788 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 7481 members Entering Unmasked Estep Score: -1063799.375000 Penalty: 4472.491211 Iteration 33Q: 3 clusters Score -1063799 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 753 members Mstep: Class 2 contains 7490 members Entering Unmasked Estep Score: -1063805.875000 Penalty: 4472.491211 Iteration 34Q: 3 clusters Score -1063806 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 744 members Mstep: Class 2 contains 7499 members Entering Unmasked Estep Score: -1063811.500000 Penalty: 4472.491211 Iteration 35Q: 3 clusters Score -1063812 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 735 members Mstep: Class 2 contains 7508 members Entering Unmasked Estep Score: -1063816.250000 Penalty: 4472.491211 Iteration 36Q: 3 clusters Score -1063816 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 724 members Mstep: Class 2 contains 7519 members Entering Unmasked Estep Score: -1063823.875000 Penalty: 4472.491211 Iteration 37Q: 3 clusters Score -1063824 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 715 members Mstep: Class 2 contains 7528 members Entering Unmasked Estep Score: -1063827.500000 Penalty: 4472.491211 Iteration 38Q: 3 clusters Score -1063828 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 706 members Mstep: Class 2 contains 7537 members Entering Unmasked Estep Score: -1063832.750000 Penalty: 4472.491211 Iteration 39Q: 3 clusters Score -1063833 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 702 members Mstep: Class 2 contains 7541 members Entering Unmasked Estep Score: -1063834.750000 Penalty: 4472.491211 Iteration 40F: 3 clusters Score -1063835 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 700 members Mstep: Class 2 contains 7543 members Entering Unmasked Estep Score: -1063836.250000 Penalty: 4472.491211 Iteration 41Q: 3 clusters Score -1063836 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 699 members Mstep: Class 2 contains 7544 members Entering Unmasked Estep Score: -1063835.625000 Penalty: 4472.491211 Iteration 42Q: 3 clusters Score -1063836 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 697 members Mstep: Class 2 contains 7546 members Entering Unmasked Estep Score: -1063837.250000 Penalty: 4472.491211 Iteration 43Q: 3 clusters Score -1063837 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 696 members Mstep: Class 2 contains 7547 members Entering Unmasked Estep Score: -1063837.625000 Penalty: 4472.491211 Iteration 44Q: 3 clusters Score -1063838 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 695 members Mstep: Class 2 contains 7548 members Entering Unmasked Estep Score: -1063835.500000 Penalty: 4472.491211 Iteration 45Q: 3 clusters Score -1063836 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 694 members Mstep: Class 2 contains 7549 members Entering Unmasked Estep Score: -1063836.625000 Penalty: 4472.491211 Iteration 46Q: 3 clusters Score -1063837 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 693 members Mstep: Class 2 contains 7550 members Entering Unmasked Estep Score: -1063837.125000 Penalty: 4472.491211 Iteration 47Q: 3 clusters Score -1063837 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 692 members Mstep: Class 2 contains 7551 members Entering Unmasked Estep Score: -1063837.625000 Penalty: 4472.491211 Iteration 48Q: 3 clusters Score -1063838 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 691 members Mstep: Class 2 contains 7552 members Entering Unmasked Estep Score: -1063839.000000 Penalty: 4472.491211 Iteration 49Q: 3 clusters Score -1063839 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 688 members Mstep: Class 2 contains 7555 members Entering Unmasked Estep Score: -1063841.000000 Penalty: 4472.491211 Iteration 50Q: 3 clusters Score -1063841 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 686 members Mstep: Class 2 contains 7557 members Entering Unmasked Estep Score: -1063841.000000 Penalty: 4472.491211 Iteration 51Q: 3 clusters Score -1063841 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 685 members Mstep: Class 2 contains 7558 members Entering Unmasked Estep Score: -1063841.750000 Penalty: 4472.491211 Iteration 52Q: 3 clusters Score -1063842 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 7561 members Entering Unmasked Estep Score: -1063843.625000 Penalty: 4472.491211 Iteration 53Q: 3 clusters Score -1063844 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 682 members Mstep: Class 2 contains 7561 members Entering Unmasked Estep Score: -1063843.625000 Penalty: 4472.491211 Iteration 54F: 3 clusters Score -1063844 nChanged 0 Entering ConstructFrom: Trying to split cluster 18 (62443 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 62443 members Entering Unmasked Estep Score: -8036635.000000 Penalty: 2738.418213 Iteration 0F: 2 clusters Score -8036635 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31218 members Mstep: Class 2 contains 31225 members Entering Unmasked Estep Score: -7994848.000000 Penalty: 5476.836426 Iteration 0F: 3 clusters Score -7994848 nChanged 29097 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31251 members Mstep: Class 2 contains 31192 members Entering Unmasked Estep Score: -8010967.500000 Penalty: 5476.836426 Iteration 1F: 3 clusters Score -8010968 nChanged 2114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 31121 members Mstep: Class 2 contains 31322 members Entering Unmasked Estep Score: -8011483.000000 Penalty: 5476.836426 Iteration 2Q: 3 clusters Score -8011483 nChanged 1946 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30955 members Mstep: Class 2 contains 31488 members Entering Unmasked Estep Score: -8011896.500000 Penalty: 5476.836426 Iteration 3Q: 3 clusters Score -8011896 nChanged 1884 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30723 members Mstep: Class 2 contains 31720 members Entering Unmasked Estep Score: -8012271.000000 Penalty: 5476.836426 Iteration 4Q: 3 clusters Score -8012271 nChanged 1767 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 30406 members Mstep: Class 2 contains 32037 members Entering Unmasked Estep Score: -8012731.000000 Penalty: 5476.836426 Iteration 5Q: 3 clusters Score -8012731 nChanged 1771 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29955 members Mstep: Class 2 contains 32488 members Entering Unmasked Estep Score: -8013119.500000 Penalty: 5476.836426 Iteration 6Q: 3 clusters Score -8013120 nChanged 1891 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 29246 members Mstep: Class 2 contains 33197 members Entering Unmasked Estep Score: -8013596.000000 Penalty: 5476.836426 Iteration 7Q: 3 clusters Score -8013596 nChanged 2073 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 28333 members Mstep: Class 2 contains 34110 members Entering Unmasked Estep Score: -8014279.500000 Penalty: 5476.836426 Iteration 8Q: 3 clusters Score -8014280 nChanged 2387 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 27134 members Mstep: Class 2 contains 35309 members Entering Unmasked Estep Score: -8015339.500000 Penalty: 5476.836426 Iteration 9Q: 3 clusters Score -8015340 nChanged 2910 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 25472 members Mstep: Class 2 contains 36971 members Entering Unmasked Estep Score: -8016937.000000 Penalty: 5476.836426 Iteration 10Q: 3 clusters Score -8016937 nChanged 3216 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23634 members Mstep: Class 2 contains 38809 members Entering Unmasked Estep Score: -8019138.000000 Penalty: 5476.836426 Iteration 11F: 3 clusters Score -8019138 nChanged 3547 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21751 members Mstep: Class 2 contains 40692 members Entering Unmasked Estep Score: -8021938.000000 Penalty: 5476.836426 Iteration 12F: 3 clusters Score -8021938 nChanged 3486 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20137 members Mstep: Class 2 contains 42306 members Entering Unmasked Estep Score: -8024483.500000 Penalty: 5476.836426 Iteration 13F: 3 clusters Score -8024484 nChanged 2727 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18998 members Mstep: Class 2 contains 43445 members Entering Unmasked Estep Score: -8025978.500000 Penalty: 5476.836426 Iteration 14Q: 3 clusters Score -8025978 nChanged 1779 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17961 members Mstep: Class 2 contains 44482 members Entering Unmasked Estep Score: -8026679.500000 Penalty: 5476.836426 Iteration 15Q: 3 clusters Score -8026680 nChanged 1253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16932 members Mstep: Class 2 contains 45511 members Entering Unmasked Estep Score: -8027163.500000 Penalty: 5476.836426 Iteration 16Q: 3 clusters Score -8027164 nChanged 1108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15916 members Mstep: Class 2 contains 46527 members Entering Unmasked Estep Score: -8027598.000000 Penalty: 5476.836426 Iteration 17Q: 3 clusters Score -8027598 nChanged 1074 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14876 members Mstep: Class 2 contains 47567 members Entering Unmasked Estep Score: -8028079.000000 Penalty: 5476.836426 Iteration 18Q: 3 clusters Score -8028079 nChanged 1102 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13820 members Mstep: Class 2 contains 48623 members Entering Unmasked Estep Score: -8028548.500000 Penalty: 5476.836426 Iteration 19Q: 3 clusters Score -8028548 nChanged 1064 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12822 members Mstep: Class 2 contains 49621 members Entering Unmasked Estep Score: -8029034.500000 Penalty: 5476.836426 Iteration 20F: 3 clusters Score -8029034 nChanged 1106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11790 members Mstep: Class 2 contains 50653 members Entering Unmasked Estep Score: -8029534.000000 Penalty: 5476.836426 Iteration 21Q: 3 clusters Score -8029534 nChanged 1016 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 10820 members Mstep: Class 2 contains 51623 members Entering Unmasked Estep Score: -8030001.500000 Penalty: 5476.836426 Iteration 22Q: 3 clusters Score -8030002 nChanged 893 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9957 members Mstep: Class 2 contains 52486 members Entering Unmasked Estep Score: -8030425.500000 Penalty: 5476.836426 Iteration 23Q: 3 clusters Score -8030426 nChanged 844 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 9133 members Mstep: Class 2 contains 53310 members Entering Unmasked Estep Score: -8030831.000000 Penalty: 5476.836426 Iteration 24Q: 3 clusters Score -8030831 nChanged 827 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 8328 members Mstep: Class 2 contains 54115 members Entering Unmasked Estep Score: -8031190.000000 Penalty: 5476.836426 Iteration 25Q: 3 clusters Score -8031190 nChanged 756 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7586 members Mstep: Class 2 contains 54857 members Entering Unmasked Estep Score: -8031510.000000 Penalty: 5476.836426 Iteration 26Q: 3 clusters Score -8031510 nChanged 689 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6911 members Mstep: Class 2 contains 55532 members Entering Unmasked Estep Score: -8031797.000000 Penalty: 5476.836426 Iteration 27Q: 3 clusters Score -8031797 nChanged 599 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 6318 members Mstep: Class 2 contains 56125 members Entering Unmasked Estep Score: -8032062.500000 Penalty: 5476.836426 Iteration 28Q: 3 clusters Score -8032062 nChanged 562 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5762 members Mstep: Class 2 contains 56681 members Entering Unmasked Estep Score: -8032303.000000 Penalty: 5476.836426 Iteration 29Q: 3 clusters Score -8032303 nChanged 522 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 5244 members Mstep: Class 2 contains 57199 members Entering Unmasked Estep Score: -8032468.500000 Penalty: 5476.836426 Iteration 30Q: 3 clusters Score -8032468 nChanged 445 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4799 members Mstep: Class 2 contains 57644 members Entering Unmasked Estep Score: -8032651.000000 Penalty: 5476.836426 Iteration 31Q: 3 clusters Score -8032651 nChanged 414 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4385 members Mstep: Class 2 contains 58058 members Entering Unmasked Estep Score: -8032811.000000 Penalty: 5476.836426 Iteration 32Q: 3 clusters Score -8032811 nChanged 393 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3994 members Mstep: Class 2 contains 58449 members Entering Unmasked Estep Score: -8032989.500000 Penalty: 5476.836426 Iteration 33Q: 3 clusters Score -8032990 nChanged 355 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 58804 members Entering Unmasked Estep Score: -8033110.000000 Penalty: 5476.836426 Iteration 34Q: 3 clusters Score -8033110 nChanged 363 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3278 members Mstep: Class 2 contains 59165 members Entering Unmasked Estep Score: -8033258.500000 Penalty: 5476.836426 Iteration 35Q: 3 clusters Score -8033258 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2939 members Mstep: Class 2 contains 59504 members Entering Unmasked Estep Score: -8033411.500000 Penalty: 5476.836426 Iteration 36Q: 3 clusters Score -8033412 nChanged 297 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2642 members Mstep: Class 2 contains 59801 members Entering Unmasked Estep Score: -8033545.500000 Penalty: 5476.836426 Iteration 37Q: 3 clusters Score -8033546 nChanged 254 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2390 members Mstep: Class 2 contains 60053 members Entering Unmasked Estep Score: -8033643.500000 Penalty: 5476.836426 Iteration 38Q: 3 clusters Score -8033644 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2180 members Mstep: Class 2 contains 60263 members Entering Unmasked Estep Score: -8033738.000000 Penalty: 5476.836426 Iteration 39Q: 3 clusters Score -8033738 nChanged 207 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1973 members Mstep: Class 2 contains 60470 members Entering Unmasked Estep Score: -8033829.500000 Penalty: 5476.836426 Iteration 40F: 3 clusters Score -8033830 nChanged 197 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1776 members Mstep: Class 2 contains 60667 members Entering Unmasked Estep Score: -8033922.000000 Penalty: 5476.836426 Iteration 41Q: 3 clusters Score -8033922 nChanged 143 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1635 members Mstep: Class 2 contains 60808 members Entering Unmasked Estep Score: -8033981.000000 Penalty: 5476.836426 Iteration 42Q: 3 clusters Score -8033981 nChanged 125 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1510 members Mstep: Class 2 contains 60933 members Entering Unmasked Estep Score: -8034023.500000 Penalty: 5476.836426 Iteration 43Q: 3 clusters Score -8034024 nChanged 129 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1381 members Mstep: Class 2 contains 61062 members Entering Unmasked Estep Score: -8034075.000000 Penalty: 5476.836426 Iteration 44Q: 3 clusters Score -8034075 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1277 members Mstep: Class 2 contains 61166 members Entering Unmasked Estep Score: -8034126.000000 Penalty: 5476.836426 Iteration 45Q: 3 clusters Score -8034126 nChanged 73 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1208 members Mstep: Class 2 contains 61235 members Entering Unmasked Estep Score: -8034149.500000 Penalty: 5476.836426 Iteration 46Q: 3 clusters Score -8034150 nChanged 66 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1142 members Mstep: Class 2 contains 61301 members Entering Unmasked Estep Score: -8034177.000000 Penalty: 5476.836426 Iteration 47Q: 3 clusters Score -8034177 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1087 members Mstep: Class 2 contains 61356 members Entering Unmasked Estep Score: -8034208.500000 Penalty: 5476.836426 Iteration 48Q: 3 clusters Score -8034208 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1041 members Mstep: Class 2 contains 61402 members Entering Unmasked Estep Score: -8034239.000000 Penalty: 5476.836426 Iteration 49Q: 3 clusters Score -8034239 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1001 members Mstep: Class 2 contains 61442 members Entering Unmasked Estep Score: -8034250.500000 Penalty: 5476.836426 Iteration 50Q: 3 clusters Score -8034250 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 964 members Mstep: Class 2 contains 61479 members Entering Unmasked Estep Score: -8034270.000000 Penalty: 5476.836426 Iteration 51Q: 3 clusters Score -8034270 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 921 members Mstep: Class 2 contains 61522 members Entering Unmasked Estep Score: -8034307.000000 Penalty: 5476.836426 Iteration 52Q: 3 clusters Score -8034307 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 891 members Mstep: Class 2 contains 61552 members Entering Unmasked Estep Score: -8034315.500000 Penalty: 5476.836426 Iteration 53Q: 3 clusters Score -8034316 nChanged 35 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 856 members Mstep: Class 2 contains 61587 members Entering Unmasked Estep Score: -8034335.000000 Penalty: 5476.836426 Iteration 54Q: 3 clusters Score -8034335 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 833 members Mstep: Class 2 contains 61610 members Entering Unmasked Estep Score: -8034353.000000 Penalty: 5476.836426 Iteration 55Q: 3 clusters Score -8034353 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 818 members Mstep: Class 2 contains 61625 members Entering Unmasked Estep Score: -8034357.000000 Penalty: 5476.836426 Iteration 56Q: 3 clusters Score -8034357 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 803 members Mstep: Class 2 contains 61640 members Entering Unmasked Estep Score: -8034360.500000 Penalty: 5476.836426 Iteration 57Q: 3 clusters Score -8034360 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 792 members Mstep: Class 2 contains 61651 members Entering Unmasked Estep Score: -8034364.000000 Penalty: 5476.836426 Iteration 58Q: 3 clusters Score -8034364 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 782 members Mstep: Class 2 contains 61661 members Entering Unmasked Estep Score: -8034359.500000 Penalty: 5476.836426 Iteration 59Q: 3 clusters Score -8034360 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 773 members Mstep: Class 2 contains 61670 members Entering Unmasked Estep Score: -8034360.000000 Penalty: 5476.836426 Iteration 60F: 3 clusters Score -8034360 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 767 members Mstep: Class 2 contains 61676 members Entering Unmasked Estep Score: -8034368.000000 Penalty: 5476.836426 Iteration 61Q: 3 clusters Score -8034368 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 761 members Mstep: Class 2 contains 61682 members Entering Unmasked Estep Score: -8034368.500000 Penalty: 5476.836426 Iteration 62Q: 3 clusters Score -8034368 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 754 members Mstep: Class 2 contains 61689 members Entering Unmasked Estep Score: -8034363.500000 Penalty: 5476.836426 Iteration 63Q: 3 clusters Score -8034364 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 751 members Mstep: Class 2 contains 61692 members Entering Unmasked Estep Score: -8034371.500000 Penalty: 5476.836426 Iteration 64Q: 3 clusters Score -8034372 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 746 members Mstep: Class 2 contains 61697 members Entering Unmasked Estep Score: -8034387.500000 Penalty: 5476.836426 Iteration 65Q: 3 clusters Score -8034388 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 743 members Mstep: Class 2 contains 61700 members Entering Unmasked Estep Score: -8034381.500000 Penalty: 5476.836426 Iteration 66Q: 3 clusters Score -8034382 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 61705 members Entering Unmasked Estep Score: -8034378.500000 Penalty: 5476.836426 Iteration 67Q: 3 clusters Score -8034378 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 736 members Mstep: Class 2 contains 61707 members Entering Unmasked Estep Score: -8034389.000000 Penalty: 5476.836426 Iteration 68Q: 3 clusters Score -8034389 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 734 members Mstep: Class 2 contains 61709 members Entering Unmasked Estep Score: -8034389.500000 Penalty: 5476.836426 Iteration 69Q: 3 clusters Score -8034390 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 731 members Mstep: Class 2 contains 61712 members Entering Unmasked Estep Score: -8034384.500000 Penalty: 5476.836426 Iteration 70Q: 3 clusters Score -8034384 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 730 members Mstep: Class 2 contains 61713 members Entering Unmasked Estep Score: -8034389.000000 Penalty: 5476.836426 Iteration 71Q: 3 clusters Score -8034389 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 61714 members Entering Unmasked Estep Score: -8034389.000000 Penalty: 5476.836426 Iteration 72Q: 3 clusters Score -8034389 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 729 members Mstep: Class 2 contains 61714 members Entering Unmasked Estep Score: -8034389.000000 Penalty: 5476.836426 Iteration 73F: 3 clusters Score -8034389 nChanged 0 Entering ConstructFrom: Trying to split cluster 19 (2749 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2749 members Entering Unmasked Estep Score: -347622.937500 Penalty: 1963.910156 Iteration 0F: 2 clusters Score -347622.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1377 members Mstep: Class 2 contains 1372 members Entering Unmasked Estep Score: -344524.562500 Penalty: 3927.820312 Iteration 0F: 3 clusters Score -344524.6 nChanged 927 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1420 members Mstep: Class 2 contains 1329 members Entering Unmasked Estep Score: -345160.031250 Penalty: 3927.820312 Iteration 1F: 3 clusters Score -345160 nChanged 219 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1447 members Mstep: Class 2 contains 1302 members Entering Unmasked Estep Score: -345326.562500 Penalty: 3927.820312 Iteration 2F: 3 clusters Score -345326.6 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1476 members Mstep: Class 2 contains 1273 members Entering Unmasked Estep Score: -345417.312500 Penalty: 3927.820312 Iteration 3Q: 3 clusters Score -345417.3 nChanged 87 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1501 members Mstep: Class 2 contains 1248 members Entering Unmasked Estep Score: -345477.562500 Penalty: 3927.820312 Iteration 4Q: 3 clusters Score -345477.6 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1523 members Mstep: Class 2 contains 1226 members Entering Unmasked Estep Score: -345521.500000 Penalty: 3927.820312 Iteration 5Q: 3 clusters Score -345521.5 nChanged 53 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1546 members Mstep: Class 2 contains 1203 members Entering Unmasked Estep Score: -345552.781250 Penalty: 3927.820312 Iteration 6Q: 3 clusters Score -345552.8 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1576 members Mstep: Class 2 contains 1173 members Entering Unmasked Estep Score: -345584.750000 Penalty: 3927.820312 Iteration 7Q: 3 clusters Score -345584.8 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1601 members Mstep: Class 2 contains 1148 members Entering Unmasked Estep Score: -345609.156250 Penalty: 3927.820312 Iteration 8Q: 3 clusters Score -345609.2 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1628 members Mstep: Class 2 contains 1121 members Entering Unmasked Estep Score: -345632.687500 Penalty: 3927.820312 Iteration 9Q: 3 clusters Score -345632.7 nChanged 39 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1647 members Mstep: Class 2 contains 1102 members Entering Unmasked Estep Score: -345655.656250 Penalty: 3927.820312 Iteration 10Q: 3 clusters Score -345655.7 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1668 members Mstep: Class 2 contains 1081 members Entering Unmasked Estep Score: -345673.125000 Penalty: 3927.820312 Iteration 11Q: 3 clusters Score -345673.1 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1684 members Mstep: Class 2 contains 1065 members Entering Unmasked Estep Score: -345688.375000 Penalty: 3927.820312 Iteration 12Q: 3 clusters Score -345688.4 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1700 members Mstep: Class 2 contains 1049 members Entering Unmasked Estep Score: -345709.031250 Penalty: 3927.820312 Iteration 13Q: 3 clusters Score -345709 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1716 members Mstep: Class 2 contains 1033 members Entering Unmasked Estep Score: -345729.531250 Penalty: 3927.820312 Iteration 14Q: 3 clusters Score -345729.5 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 1014 members Entering Unmasked Estep Score: -345745.625000 Penalty: 3927.820312 Iteration 15Q: 3 clusters Score -345745.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1762 members Mstep: Class 2 contains 987 members Entering Unmasked Estep Score: -345764.531250 Penalty: 3927.820312 Iteration 16Q: 3 clusters Score -345764.5 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1787 members Mstep: Class 2 contains 962 members Entering Unmasked Estep Score: -345783.125000 Penalty: 3927.820312 Iteration 17Q: 3 clusters Score -345783.1 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1805 members Mstep: Class 2 contains 944 members Entering Unmasked Estep Score: -345796.343750 Penalty: 3927.820312 Iteration 18Q: 3 clusters Score -345796.3 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1822 members Mstep: Class 2 contains 927 members Entering Unmasked Estep Score: -345805.562500 Penalty: 3927.820312 Iteration 19Q: 3 clusters Score -345805.6 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1835 members Mstep: Class 2 contains 914 members Entering Unmasked Estep Score: -345812.625000 Penalty: 3927.820312 Iteration 20F: 3 clusters Score -345812.6 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1840 members Mstep: Class 2 contains 909 members Entering Unmasked Estep Score: -345819.750000 Penalty: 3927.820312 Iteration 21Q: 3 clusters Score -345819.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1848 members Mstep: Class 2 contains 901 members Entering Unmasked Estep Score: -345827.000000 Penalty: 3927.820312 Iteration 22Q: 3 clusters Score -345827 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1857 members Mstep: Class 2 contains 892 members Entering Unmasked Estep Score: -345836.406250 Penalty: 3927.820312 Iteration 23Q: 3 clusters Score -345836.4 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1869 members Mstep: Class 2 contains 880 members Entering Unmasked Estep Score: -345847.031250 Penalty: 3927.820312 Iteration 24Q: 3 clusters Score -345847 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1878 members Mstep: Class 2 contains 871 members Entering Unmasked Estep Score: -345853.781250 Penalty: 3927.820312 Iteration 25Q: 3 clusters Score -345853.8 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 861 members Entering Unmasked Estep Score: -345861.343750 Penalty: 3927.820312 Iteration 26Q: 3 clusters Score -345861.3 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1903 members Mstep: Class 2 contains 846 members Entering Unmasked Estep Score: -345869.218750 Penalty: 3927.820312 Iteration 27Q: 3 clusters Score -345869.2 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1917 members Mstep: Class 2 contains 832 members Entering Unmasked Estep Score: -345877.656250 Penalty: 3927.820312 Iteration 28Q: 3 clusters Score -345877.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1926 members Mstep: Class 2 contains 823 members Entering Unmasked Estep Score: -345882.343750 Penalty: 3927.820312 Iteration 29Q: 3 clusters Score -345882.3 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1936 members Mstep: Class 2 contains 813 members Entering Unmasked Estep Score: -345891.218750 Penalty: 3927.820312 Iteration 30Q: 3 clusters Score -345891.2 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1942 members Mstep: Class 2 contains 807 members Entering Unmasked Estep Score: -345898.687500 Penalty: 3927.820312 Iteration 31Q: 3 clusters Score -345898.7 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1954 members Mstep: Class 2 contains 795 members Entering Unmasked Estep Score: -345904.718750 Penalty: 3927.820312 Iteration 32Q: 3 clusters Score -345904.7 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1963 members Mstep: Class 2 contains 786 members Entering Unmasked Estep Score: -345908.500000 Penalty: 3927.820312 Iteration 33Q: 3 clusters Score -345908.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1967 members Mstep: Class 2 contains 782 members Entering Unmasked Estep Score: -345912.187500 Penalty: 3927.820312 Iteration 34Q: 3 clusters Score -345912.2 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1980 members Mstep: Class 2 contains 769 members Entering Unmasked Estep Score: -345922.187500 Penalty: 3927.820312 Iteration 35Q: 3 clusters Score -345922.2 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1994 members Mstep: Class 2 contains 755 members Entering Unmasked Estep Score: -345931.750000 Penalty: 3927.820312 Iteration 36Q: 3 clusters Score -345931.8 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2010 members Mstep: Class 2 contains 739 members Entering Unmasked Estep Score: -345940.812500 Penalty: 3927.820312 Iteration 37Q: 3 clusters Score -345940.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2022 members Mstep: Class 2 contains 727 members Entering Unmasked Estep Score: -345950.750000 Penalty: 3927.820312 Iteration 38Q: 3 clusters Score -345950.8 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2032 members Mstep: Class 2 contains 717 members Entering Unmasked Estep Score: -345959.125000 Penalty: 3927.820312 Iteration 39Q: 3 clusters Score -345959.1 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2040 members Mstep: Class 2 contains 709 members Entering Unmasked Estep Score: -345965.031250 Penalty: 3927.820312 Iteration 40F: 3 clusters Score -345965 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2047 members Mstep: Class 2 contains 702 members Entering Unmasked Estep Score: -345971.437500 Penalty: 3927.820312 Iteration 41Q: 3 clusters Score -345971.4 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2058 members Mstep: Class 2 contains 691 members Entering Unmasked Estep Score: -345978.812500 Penalty: 3927.820312 Iteration 42Q: 3 clusters Score -345978.8 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -345982.093750 Penalty: 3927.820312 Iteration 43Q: 3 clusters Score -345982.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -345983.687500 Penalty: 3927.820312 Iteration 44Q: 3 clusters Score -345983.7 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -345987.281250 Penalty: 3927.820312 Iteration 45Q: 3 clusters Score -345987.3 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2065 members Mstep: Class 2 contains 684 members Entering Unmasked Estep Score: -345987.281250 Penalty: 3927.820312 Iteration 46F: 3 clusters Score -345987.3 nChanged 0 Entering ConstructFrom: Trying to split cluster 20 (480 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 480 members Entering Unmasked Estep Score: -54471.777344 Penalty: 1531.098999 Iteration 0F: 2 clusters Score -54471.78 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 242 members Mstep: Class 2 contains 238 members Entering Unmasked Estep Score: -52971.214844 Penalty: 3062.197998 Iteration 0F: 3 clusters Score -52971.21 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -53139.359375 Penalty: 3062.197998 Iteration 1F: 3 clusters Score -53139.36 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -53181.839844 Penalty: 3062.197998 Iteration 2Q: 3 clusters Score -53181.84 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -53184.992188 Penalty: 3062.197998 Iteration 3Q: 3 clusters Score -53184.99 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 256 members Mstep: Class 2 contains 224 members Entering Unmasked Estep Score: -53196.800781 Penalty: 3062.197998 Iteration 4Q: 3 clusters Score -53196.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 251 members Mstep: Class 2 contains 229 members Entering Unmasked Estep Score: -53211.714844 Penalty: 3062.197998 Iteration 5Q: 3 clusters Score -53211.71 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -53220.000000 Penalty: 3062.197998 Iteration 6Q: 3 clusters Score -53220 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -53227.464844 Penalty: 3062.197998 Iteration 7Q: 3 clusters Score -53227.46 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 252 members Mstep: Class 2 contains 228 members Entering Unmasked Estep Score: -53230.718750 Penalty: 3062.197998 Iteration 8Q: 3 clusters Score -53230.72 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 253 members Mstep: Class 2 contains 227 members Entering Unmasked Estep Score: -53232.894531 Penalty: 3062.197998 Iteration 9Q: 3 clusters Score -53232.89 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -53237.207031 Penalty: 3062.197998 Iteration 10Q: 3 clusters Score -53237.21 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 254 members Mstep: Class 2 contains 226 members Entering Unmasked Estep Score: -53237.207031 Penalty: 3062.197998 Iteration 11F: 3 clusters Score -53237.21 nChanged 0 Entering ConstructFrom: Trying to split cluster 21 (7165 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 7165 members Entering Unmasked Estep Score: -917551.937500 Penalty: 2201.487061 Iteration 0F: 2 clusters Score -917551.9 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3602 members Mstep: Class 2 contains 3563 members Entering Unmasked Estep Score: -911663.250000 Penalty: 4402.974121 Iteration 0F: 3 clusters Score -911663.2 nChanged 2875 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3625 members Mstep: Class 2 contains 3540 members Entering Unmasked Estep Score: -913189.437500 Penalty: 4402.974121 Iteration 1F: 3 clusters Score -913189.4 nChanged 433 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3628 members Mstep: Class 2 contains 3537 members Entering Unmasked Estep Score: -913410.750000 Penalty: 4402.974121 Iteration 2F: 3 clusters Score -913410.8 nChanged 339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3639 members Mstep: Class 2 contains 3526 members Entering Unmasked Estep Score: -913578.125000 Penalty: 4402.974121 Iteration 3Q: 3 clusters Score -913578.1 nChanged 253 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3662 members Mstep: Class 2 contains 3503 members Entering Unmasked Estep Score: -913695.437500 Penalty: 4402.974121 Iteration 4Q: 3 clusters Score -913695.4 nChanged 210 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3686 members Mstep: Class 2 contains 3479 members Entering Unmasked Estep Score: -913771.312500 Penalty: 4402.974121 Iteration 5Q: 3 clusters Score -913771.3 nChanged 162 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3682 members Mstep: Class 2 contains 3483 members Entering Unmasked Estep Score: -913834.937500 Penalty: 4402.974121 Iteration 6Q: 3 clusters Score -913834.9 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3661 members Mstep: Class 2 contains 3504 members Entering Unmasked Estep Score: -913894.062500 Penalty: 4402.974121 Iteration 7Q: 3 clusters Score -913894.1 nChanged 136 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3655 members Mstep: Class 2 contains 3510 members Entering Unmasked Estep Score: -913957.312500 Penalty: 4402.974121 Iteration 8Q: 3 clusters Score -913957.3 nChanged 171 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3618 members Mstep: Class 2 contains 3547 members Entering Unmasked Estep Score: -914025.750000 Penalty: 4402.974121 Iteration 9Q: 3 clusters Score -914025.8 nChanged 148 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3580 members Mstep: Class 2 contains 3585 members Entering Unmasked Estep Score: -914085.687500 Penalty: 4402.974121 Iteration 10Q: 3 clusters Score -914085.7 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3561 members Mstep: Class 2 contains 3604 members Entering Unmasked Estep Score: -914143.812500 Penalty: 4402.974121 Iteration 11Q: 3 clusters Score -914143.8 nChanged 140 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3547 members Mstep: Class 2 contains 3618 members Entering Unmasked Estep Score: -914190.062500 Penalty: 4402.974121 Iteration 12Q: 3 clusters Score -914190.1 nChanged 106 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3525 members Mstep: Class 2 contains 3640 members Entering Unmasked Estep Score: -914221.312500 Penalty: 4402.974121 Iteration 13Q: 3 clusters Score -914221.3 nChanged 104 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3491 members Mstep: Class 2 contains 3674 members Entering Unmasked Estep Score: -914250.062500 Penalty: 4402.974121 Iteration 14Q: 3 clusters Score -914250.1 nChanged 92 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3467 members Mstep: Class 2 contains 3698 members Entering Unmasked Estep Score: -914277.187500 Penalty: 4402.974121 Iteration 15Q: 3 clusters Score -914277.2 nChanged 82 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3441 members Mstep: Class 2 contains 3724 members Entering Unmasked Estep Score: -914299.562500 Penalty: 4402.974121 Iteration 16Q: 3 clusters Score -914299.6 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3418 members Mstep: Class 2 contains 3747 members Entering Unmasked Estep Score: -914319.437500 Penalty: 4402.974121 Iteration 17Q: 3 clusters Score -914319.4 nChanged 75 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3399 members Mstep: Class 2 contains 3766 members Entering Unmasked Estep Score: -914344.937500 Penalty: 4402.974121 Iteration 18Q: 3 clusters Score -914344.9 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3358 members Mstep: Class 2 contains 3807 members Entering Unmasked Estep Score: -914367.250000 Penalty: 4402.974121 Iteration 19Q: 3 clusters Score -914367.2 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3325 members Mstep: Class 2 contains 3840 members Entering Unmasked Estep Score: -914382.625000 Penalty: 4402.974121 Iteration 20F: 3 clusters Score -914382.6 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3303 members Mstep: Class 2 contains 3862 members Entering Unmasked Estep Score: -914395.937500 Penalty: 4402.974121 Iteration 21Q: 3 clusters Score -914395.9 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3279 members Mstep: Class 2 contains 3886 members Entering Unmasked Estep Score: -914411.062500 Penalty: 4402.974121 Iteration 22Q: 3 clusters Score -914411.1 nChanged 54 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3253 members Mstep: Class 2 contains 3912 members Entering Unmasked Estep Score: -914422.500000 Penalty: 4402.974121 Iteration 23Q: 3 clusters Score -914422.5 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3215 members Mstep: Class 2 contains 3950 members Entering Unmasked Estep Score: -914440.437500 Penalty: 4402.974121 Iteration 24Q: 3 clusters Score -914440.4 nChanged 67 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3160 members Mstep: Class 2 contains 4005 members Entering Unmasked Estep Score: -914458.812500 Penalty: 4402.974121 Iteration 25Q: 3 clusters Score -914458.8 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3107 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -914474.500000 Penalty: 4402.974121 Iteration 26Q: 3 clusters Score -914474.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 3044 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -914494.250000 Penalty: 4402.974121 Iteration 27Q: 3 clusters Score -914494.2 nChanged 81 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2969 members Mstep: Class 2 contains 4196 members Entering Unmasked Estep Score: -914521.750000 Penalty: 4402.974121 Iteration 28Q: 3 clusters Score -914521.8 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2899 members Mstep: Class 2 contains 4266 members Entering Unmasked Estep Score: -914547.000000 Penalty: 4402.974121 Iteration 29Q: 3 clusters Score -914547 nChanged 85 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2820 members Mstep: Class 2 contains 4345 members Entering Unmasked Estep Score: -914576.062500 Penalty: 4402.974121 Iteration 30Q: 3 clusters Score -914576.1 nChanged 84 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2742 members Mstep: Class 2 contains 4423 members Entering Unmasked Estep Score: -914608.125000 Penalty: 4402.974121 Iteration 31Q: 3 clusters Score -914608.1 nChanged 103 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2651 members Mstep: Class 2 contains 4514 members Entering Unmasked Estep Score: -914649.937500 Penalty: 4402.974121 Iteration 32Q: 3 clusters Score -914649.9 nChanged 101 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2558 members Mstep: Class 2 contains 4607 members Entering Unmasked Estep Score: -914685.187500 Penalty: 4402.974121 Iteration 33Q: 3 clusters Score -914685.2 nChanged 93 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2475 members Mstep: Class 2 contains 4690 members Entering Unmasked Estep Score: -914721.312500 Penalty: 4402.974121 Iteration 34Q: 3 clusters Score -914721.3 nChanged 108 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2379 members Mstep: Class 2 contains 4786 members Entering Unmasked Estep Score: -914764.875000 Penalty: 4402.974121 Iteration 35Q: 3 clusters Score -914764.9 nChanged 114 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2275 members Mstep: Class 2 contains 4890 members Entering Unmasked Estep Score: -914811.437500 Penalty: 4402.974121 Iteration 36Q: 3 clusters Score -914811.4 nChanged 119 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2160 members Mstep: Class 2 contains 5005 members Entering Unmasked Estep Score: -914869.437500 Penalty: 4402.974121 Iteration 37Q: 3 clusters Score -914869.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2025 members Mstep: Class 2 contains 5140 members Entering Unmasked Estep Score: -914938.750000 Penalty: 4402.974121 Iteration 38Q: 3 clusters Score -914938.8 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1892 members Mstep: Class 2 contains 5273 members Entering Unmasked Estep Score: -915008.812500 Penalty: 4402.974121 Iteration 39Q: 3 clusters Score -915008.8 nChanged 159 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1735 members Mstep: Class 2 contains 5430 members Entering Unmasked Estep Score: -915097.625000 Penalty: 4402.974121 Iteration 40F: 3 clusters Score -915097.6 nChanged 151 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1586 members Mstep: Class 2 contains 5579 members Entering Unmasked Estep Score: -915194.687500 Penalty: 4402.974121 Iteration 41Q: 3 clusters Score -915194.7 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1452 members Mstep: Class 2 contains 5713 members Entering Unmasked Estep Score: -915277.437500 Penalty: 4402.974121 Iteration 42Q: 3 clusters Score -915277.4 nChanged 139 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1317 members Mstep: Class 2 contains 5848 members Entering Unmasked Estep Score: -915359.750000 Penalty: 4402.974121 Iteration 43Q: 3 clusters Score -915359.8 nChanged 138 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1181 members Mstep: Class 2 contains 5984 members Entering Unmasked Estep Score: -915447.187500 Penalty: 4402.974121 Iteration 44Q: 3 clusters Score -915447.2 nChanged 145 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1038 members Mstep: Class 2 contains 6127 members Entering Unmasked Estep Score: -915552.500000 Penalty: 4402.974121 Iteration 45Q: 3 clusters Score -915552.5 nChanged 110 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 930 members Mstep: Class 2 contains 6235 members Entering Unmasked Estep Score: -915628.625000 Penalty: 4402.974121 Iteration 46Q: 3 clusters Score -915628.6 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 835 members Mstep: Class 2 contains 6330 members Entering Unmasked Estep Score: -915695.500000 Penalty: 4402.974121 Iteration 47Q: 3 clusters Score -915695.5 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 766 members Mstep: Class 2 contains 6399 members Entering Unmasked Estep Score: -915738.375000 Penalty: 4402.974121 Iteration 48Q: 3 clusters Score -915738.4 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 710 members Mstep: Class 2 contains 6455 members Entering Unmasked Estep Score: -915773.187500 Penalty: 4402.974121 Iteration 49Q: 3 clusters Score -915773.2 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 666 members Mstep: Class 2 contains 6499 members Entering Unmasked Estep Score: -915812.625000 Penalty: 4402.974121 Iteration 50Q: 3 clusters Score -915812.6 nChanged 41 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 627 members Mstep: Class 2 contains 6538 members Entering Unmasked Estep Score: -915835.250000 Penalty: 4402.974121 Iteration 51Q: 3 clusters Score -915835.2 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 600 members Mstep: Class 2 contains 6565 members Entering Unmasked Estep Score: -915858.812500 Penalty: 4402.974121 Iteration 52Q: 3 clusters Score -915858.8 nChanged 25 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 575 members Mstep: Class 2 contains 6590 members Entering Unmasked Estep Score: -915876.562500 Penalty: 4402.974121 Iteration 53Q: 3 clusters Score -915876.6 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 552 members Mstep: Class 2 contains 6613 members Entering Unmasked Estep Score: -915889.312500 Penalty: 4402.974121 Iteration 54Q: 3 clusters Score -915889.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 546 members Mstep: Class 2 contains 6619 members Entering Unmasked Estep Score: -915892.625000 Penalty: 4402.974121 Iteration 55Q: 3 clusters Score -915892.6 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 542 members Mstep: Class 2 contains 6623 members Entering Unmasked Estep Score: -915897.312500 Penalty: 4402.974121 Iteration 56Q: 3 clusters Score -915897.3 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 534 members Mstep: Class 2 contains 6631 members Entering Unmasked Estep Score: -915901.750000 Penalty: 4402.974121 Iteration 57Q: 3 clusters Score -915901.8 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 532 members Mstep: Class 2 contains 6633 members Entering Unmasked Estep Score: -915902.187500 Penalty: 4402.974121 Iteration 58Q: 3 clusters Score -915902.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 530 members Mstep: Class 2 contains 6635 members Entering Unmasked Estep Score: -915902.875000 Penalty: 4402.974121 Iteration 59Q: 3 clusters Score -915902.9 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 527 members Mstep: Class 2 contains 6638 members Entering Unmasked Estep Score: -915904.812500 Penalty: 4402.974121 Iteration 60F: 3 clusters Score -915904.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 526 members Mstep: Class 2 contains 6639 members Entering Unmasked Estep Score: -915906.000000 Penalty: 4402.974121 Iteration 61Q: 3 clusters Score -915906 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 525 members Mstep: Class 2 contains 6640 members Entering Unmasked Estep Score: -915905.250000 Penalty: 4402.974121 Iteration 62Q: 3 clusters Score -915905.2 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 523 members Mstep: Class 2 contains 6642 members Entering Unmasked Estep Score: -915906.312500 Penalty: 4402.974121 Iteration 63Q: 3 clusters Score -915906.3 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 521 members Mstep: Class 2 contains 6644 members Entering Unmasked Estep Score: -915908.625000 Penalty: 4402.974121 Iteration 64Q: 3 clusters Score -915908.6 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 520 members Mstep: Class 2 contains 6645 members Entering Unmasked Estep Score: -915908.812500 Penalty: 4402.974121 Iteration 65Q: 3 clusters Score -915908.8 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 519 members Mstep: Class 2 contains 6646 members Entering Unmasked Estep Score: -915909.125000 Penalty: 4402.974121 Iteration 66Q: 3 clusters Score -915909.1 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 6647 members Entering Unmasked Estep Score: -915909.625000 Penalty: 4402.974121 Iteration 67Q: 3 clusters Score -915909.6 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 518 members Mstep: Class 2 contains 6647 members Entering Unmasked Estep Score: -915909.625000 Penalty: 4402.974121 Iteration 68F: 3 clusters Score -915909.6 nChanged 0 Entering ConstructFrom: Trying to split cluster 22 (192610 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 192610 members Entering Unmasked Estep Score: -24283454.000000 Penalty: 3017.768799 Iteration 0F: 2 clusters Score -2.428345e+07 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 96405 members Mstep: Class 2 contains 96205 members Entering Unmasked Estep Score: -24155716.000000 Penalty: 6035.537598 Iteration 0F: 3 clusters Score -2.415572e+07 nChanged 92463 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 98598 members Mstep: Class 2 contains 94012 members Entering Unmasked Estep Score: -24210320.000000 Penalty: 6035.537598 Iteration 1F: 3 clusters Score -2.421032e+07 nChanged 6597 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 100321 members Mstep: Class 2 contains 92289 members Entering Unmasked Estep Score: -24212204.000000 Penalty: 6035.537598 Iteration 2Q: 3 clusters Score -2.42122e+07 nChanged 7368 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 102965 members Mstep: Class 2 contains 89645 members Entering Unmasked Estep Score: -24214796.000000 Penalty: 6035.537598 Iteration 3Q: 3 clusters Score -2.42148e+07 nChanged 8265 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 106812 members Mstep: Class 2 contains 85798 members Entering Unmasked Estep Score: -24218012.000000 Penalty: 6035.537598 Iteration 4Q: 3 clusters Score -2.421801e+07 nChanged 9096 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 112034 members Mstep: Class 2 contains 80576 members Entering Unmasked Estep Score: -24221908.000000 Penalty: 6035.537598 Iteration 5Q: 3 clusters Score -2.422191e+07 nChanged 10100 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 118998 members Mstep: Class 2 contains 73612 members Entering Unmasked Estep Score: -24226754.000000 Penalty: 6035.537598 Iteration 6F: 3 clusters Score -2.422675e+07 nChanged 10902 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 127680 members Mstep: Class 2 contains 64930 members Entering Unmasked Estep Score: -24232820.000000 Penalty: 6035.537598 Iteration 7F: 3 clusters Score -2.423282e+07 nChanged 11285 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 137617 members Mstep: Class 2 contains 54993 members Entering Unmasked Estep Score: -24240116.000000 Penalty: 6035.537598 Iteration 8F: 3 clusters Score -2.424012e+07 nChanged 11137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 148016 members Mstep: Class 2 contains 44594 members Entering Unmasked Estep Score: -24248972.000000 Penalty: 6035.537598 Iteration 9F: 3 clusters Score -2.424897e+07 nChanged 9928 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 157428 members Mstep: Class 2 contains 35182 members Entering Unmasked Estep Score: -24258378.000000 Penalty: 6035.537598 Iteration 10F: 3 clusters Score -2.425838e+07 nChanged 7508 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 164380 members Mstep: Class 2 contains 28230 members Entering Unmasked Estep Score: -24265938.000000 Penalty: 6035.537598 Iteration 11Q: 3 clusters Score -2.426594e+07 nChanged 5152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 168866 members Mstep: Class 2 contains 23744 members Entering Unmasked Estep Score: -24270072.000000 Penalty: 6035.537598 Iteration 12Q: 3 clusters Score -2.427007e+07 nChanged 3661 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 172093 members Mstep: Class 2 contains 20517 members Entering Unmasked Estep Score: -24272404.000000 Penalty: 6035.537598 Iteration 13Q: 3 clusters Score -2.42724e+07 nChanged 2810 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 174765 members Mstep: Class 2 contains 17845 members Entering Unmasked Estep Score: -24274088.000000 Penalty: 6035.537598 Iteration 14Q: 3 clusters Score -2.427409e+07 nChanged 2339 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 177062 members Mstep: Class 2 contains 15548 members Entering Unmasked Estep Score: -24275296.000000 Penalty: 6035.537598 Iteration 15Q: 3 clusters Score -2.42753e+07 nChanged 1951 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 178981 members Mstep: Class 2 contains 13629 members Entering Unmasked Estep Score: -24276428.000000 Penalty: 6035.537598 Iteration 16Q: 3 clusters Score -2.427643e+07 nChanged 1711 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180664 members Mstep: Class 2 contains 11946 members Entering Unmasked Estep Score: -24277342.000000 Penalty: 6035.537598 Iteration 17Q: 3 clusters Score -2.427734e+07 nChanged 1435 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 182087 members Mstep: Class 2 contains 10523 members Entering Unmasked Estep Score: -24278122.000000 Penalty: 6035.537598 Iteration 18Q: 3 clusters Score -2.427812e+07 nChanged 1184 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 183247 members Mstep: Class 2 contains 9363 members Entering Unmasked Estep Score: -24278772.000000 Penalty: 6035.537598 Iteration 19Q: 3 clusters Score -2.427877e+07 nChanged 1004 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 184243 members Mstep: Class 2 contains 8367 members Entering Unmasked Estep Score: -24279138.000000 Penalty: 6035.537598 Iteration 20F: 3 clusters Score -2.427914e+07 nChanged 890 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185121 members Mstep: Class 2 contains 7489 members Entering Unmasked Estep Score: -24279498.000000 Penalty: 6035.537598 Iteration 21Q: 3 clusters Score -2.42795e+07 nChanged 707 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 185824 members Mstep: Class 2 contains 6786 members Entering Unmasked Estep Score: -24279598.000000 Penalty: 6035.537598 Iteration 22Q: 3 clusters Score -2.42796e+07 nChanged 578 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186398 members Mstep: Class 2 contains 6212 members Entering Unmasked Estep Score: -24279798.000000 Penalty: 6035.537598 Iteration 23Q: 3 clusters Score -2.42798e+07 nChanged 498 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186894 members Mstep: Class 2 contains 5716 members Entering Unmasked Estep Score: -24279962.000000 Penalty: 6035.537598 Iteration 24Q: 3 clusters Score -2.427996e+07 nChanged 384 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187274 members Mstep: Class 2 contains 5336 members Entering Unmasked Estep Score: -24280078.000000 Penalty: 6035.537598 Iteration 25Q: 3 clusters Score -2.428008e+07 nChanged 336 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187608 members Mstep: Class 2 contains 5002 members Entering Unmasked Estep Score: -24280188.000000 Penalty: 6035.537598 Iteration 26Q: 3 clusters Score -2.428019e+07 nChanged 291 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 187897 members Mstep: Class 2 contains 4713 members Entering Unmasked Estep Score: -24280354.000000 Penalty: 6035.537598 Iteration 27Q: 3 clusters Score -2.428035e+07 nChanged 276 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188167 members Mstep: Class 2 contains 4443 members Entering Unmasked Estep Score: -24280460.000000 Penalty: 6035.537598 Iteration 28Q: 3 clusters Score -2.428046e+07 nChanged 266 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188431 members Mstep: Class 2 contains 4179 members Entering Unmasked Estep Score: -24280520.000000 Penalty: 6035.537598 Iteration 29Q: 3 clusters Score -2.428052e+07 nChanged 204 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188633 members Mstep: Class 2 contains 3977 members Entering Unmasked Estep Score: -24280558.000000 Penalty: 6035.537598 Iteration 30Q: 3 clusters Score -2.428056e+07 nChanged 191 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188820 members Mstep: Class 2 contains 3790 members Entering Unmasked Estep Score: -24280564.000000 Penalty: 6035.537598 Iteration 31Q: 3 clusters Score -2.428056e+07 nChanged 158 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 188974 members Mstep: Class 2 contains 3636 members Entering Unmasked Estep Score: -24280564.000000 Penalty: 6035.537598 Iteration 32Q: 3 clusters Score -2.428056e+07 nChanged 128 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189102 members Mstep: Class 2 contains 3508 members Entering Unmasked Estep Score: -24280608.000000 Penalty: 6035.537598 Iteration 33Q: 3 clusters Score -2.428061e+07 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189209 members Mstep: Class 2 contains 3401 members Entering Unmasked Estep Score: -24280626.000000 Penalty: 6035.537598 Iteration 34Q: 3 clusters Score -2.428063e+07 nChanged 80 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189289 members Mstep: Class 2 contains 3321 members Entering Unmasked Estep Score: -24280654.000000 Penalty: 6035.537598 Iteration 35Q: 3 clusters Score -2.428065e+07 nChanged 63 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189350 members Mstep: Class 2 contains 3260 members Entering Unmasked Estep Score: -24280692.000000 Penalty: 6035.537598 Iteration 36Q: 3 clusters Score -2.428069e+07 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189412 members Mstep: Class 2 contains 3198 members Entering Unmasked Estep Score: -24280684.000000 Penalty: 6035.537598 Iteration 37Q: 3 clusters Score -2.428068e+07 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189478 members Mstep: Class 2 contains 3132 members Entering Unmasked Estep Score: -24280740.000000 Penalty: 6035.537598 Iteration 38Q: 3 clusters Score -2.428074e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189537 members Mstep: Class 2 contains 3073 members Entering Unmasked Estep Score: -24280742.000000 Penalty: 6035.537598 Iteration 39Q: 3 clusters Score -2.428074e+07 nChanged 58 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189593 members Mstep: Class 2 contains 3017 members Entering Unmasked Estep Score: -24280794.000000 Penalty: 6035.537598 Iteration 40F: 3 clusters Score -2.428079e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189654 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -24280774.000000 Penalty: 6035.537598 Iteration 41Q: 3 clusters Score -2.428077e+07 nChanged 74 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189726 members Mstep: Class 2 contains 2884 members Entering Unmasked Estep Score: -24280794.000000 Penalty: 6035.537598 Iteration 42Q: 3 clusters Score -2.428079e+07 nChanged 61 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189785 members Mstep: Class 2 contains 2825 members Entering Unmasked Estep Score: -24280806.000000 Penalty: 6035.537598 Iteration 43Q: 3 clusters Score -2.428081e+07 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189825 members Mstep: Class 2 contains 2785 members Entering Unmasked Estep Score: -24280820.000000 Penalty: 6035.537598 Iteration 44Q: 3 clusters Score -2.428082e+07 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189865 members Mstep: Class 2 contains 2745 members Entering Unmasked Estep Score: -24280806.000000 Penalty: 6035.537598 Iteration 45Q: 3 clusters Score -2.428081e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189894 members Mstep: Class 2 contains 2716 members Entering Unmasked Estep Score: -24280804.000000 Penalty: 6035.537598 Iteration 46Q: 3 clusters Score -2.42808e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189922 members Mstep: Class 2 contains 2688 members Entering Unmasked Estep Score: -24280860.000000 Penalty: 6035.537598 Iteration 47Q: 3 clusters Score -2.428086e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189939 members Mstep: Class 2 contains 2671 members Entering Unmasked Estep Score: -24280856.000000 Penalty: 6035.537598 Iteration 48Q: 3 clusters Score -2.428086e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189952 members Mstep: Class 2 contains 2658 members Entering Unmasked Estep Score: -24280858.000000 Penalty: 6035.537598 Iteration 49Q: 3 clusters Score -2.428086e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189970 members Mstep: Class 2 contains 2640 members Entering Unmasked Estep Score: -24280850.000000 Penalty: 6035.537598 Iteration 50Q: 3 clusters Score -2.428085e+07 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 189986 members Mstep: Class 2 contains 2624 members Entering Unmasked Estep Score: -24280834.000000 Penalty: 6035.537598 Iteration 51Q: 3 clusters Score -2.428083e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190010 members Mstep: Class 2 contains 2600 members Entering Unmasked Estep Score: -24280834.000000 Penalty: 6035.537598 Iteration 52Q: 3 clusters Score -2.428083e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190029 members Mstep: Class 2 contains 2581 members Entering Unmasked Estep Score: -24280824.000000 Penalty: 6035.537598 Iteration 53Q: 3 clusters Score -2.428082e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190048 members Mstep: Class 2 contains 2562 members Entering Unmasked Estep Score: -24280836.000000 Penalty: 6035.537598 Iteration 54Q: 3 clusters Score -2.428084e+07 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190069 members Mstep: Class 2 contains 2541 members Entering Unmasked Estep Score: -24280824.000000 Penalty: 6035.537598 Iteration 55Q: 3 clusters Score -2.428082e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190081 members Mstep: Class 2 contains 2529 members Entering Unmasked Estep Score: -24280838.000000 Penalty: 6035.537598 Iteration 56Q: 3 clusters Score -2.428084e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190092 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -24280810.000000 Penalty: 6035.537598 Iteration 57Q: 3 clusters Score -2.428081e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190107 members Mstep: Class 2 contains 2503 members Entering Unmasked Estep Score: -24280834.000000 Penalty: 6035.537598 Iteration 58Q: 3 clusters Score -2.428083e+07 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190127 members Mstep: Class 2 contains 2483 members Entering Unmasked Estep Score: -24280832.000000 Penalty: 6035.537598 Iteration 59Q: 3 clusters Score -2.428083e+07 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190144 members Mstep: Class 2 contains 2466 members Entering Unmasked Estep Score: -24280840.000000 Penalty: 6035.537598 Iteration 60F: 3 clusters Score -2.428084e+07 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190161 members Mstep: Class 2 contains 2449 members Entering Unmasked Estep Score: -24280850.000000 Penalty: 6035.537598 Iteration 61Q: 3 clusters Score -2.428085e+07 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190179 members Mstep: Class 2 contains 2431 members Entering Unmasked Estep Score: -24280832.000000 Penalty: 6035.537598 Iteration 62Q: 3 clusters Score -2.428083e+07 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190202 members Mstep: Class 2 contains 2408 members Entering Unmasked Estep Score: -24280846.000000 Penalty: 6035.537598 Iteration 63Q: 3 clusters Score -2.428085e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190233 members Mstep: Class 2 contains 2377 members Entering Unmasked Estep Score: -24280826.000000 Penalty: 6035.537598 Iteration 64Q: 3 clusters Score -2.428083e+07 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190265 members Mstep: Class 2 contains 2345 members Entering Unmasked Estep Score: -24280824.000000 Penalty: 6035.537598 Iteration 65Q: 3 clusters Score -2.428082e+07 nChanged 30 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190293 members Mstep: Class 2 contains 2317 members Entering Unmasked Estep Score: -24280822.000000 Penalty: 6035.537598 Iteration 66Q: 3 clusters Score -2.428082e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190318 members Mstep: Class 2 contains 2292 members Entering Unmasked Estep Score: -24280822.000000 Penalty: 6035.537598 Iteration 67Q: 3 clusters Score -2.428082e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190346 members Mstep: Class 2 contains 2264 members Entering Unmasked Estep Score: -24280806.000000 Penalty: 6035.537598 Iteration 68Q: 3 clusters Score -2.428081e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190377 members Mstep: Class 2 contains 2233 members Entering Unmasked Estep Score: -24280812.000000 Penalty: 6035.537598 Iteration 69Q: 3 clusters Score -2.428081e+07 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190406 members Mstep: Class 2 contains 2204 members Entering Unmasked Estep Score: -24280836.000000 Penalty: 6035.537598 Iteration 70Q: 3 clusters Score -2.428084e+07 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190432 members Mstep: Class 2 contains 2178 members Entering Unmasked Estep Score: -24280826.000000 Penalty: 6035.537598 Iteration 71Q: 3 clusters Score -2.428083e+07 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190454 members Mstep: Class 2 contains 2156 members Entering Unmasked Estep Score: -24280854.000000 Penalty: 6035.537598 Iteration 72Q: 3 clusters Score -2.428085e+07 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190479 members Mstep: Class 2 contains 2131 members Entering Unmasked Estep Score: -24280846.000000 Penalty: 6035.537598 Iteration 73Q: 3 clusters Score -2.428085e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190498 members Mstep: Class 2 contains 2112 members Entering Unmasked Estep Score: -24280850.000000 Penalty: 6035.537598 Iteration 74Q: 3 clusters Score -2.428085e+07 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190515 members Mstep: Class 2 contains 2095 members Entering Unmasked Estep Score: -24280856.000000 Penalty: 6035.537598 Iteration 75Q: 3 clusters Score -2.428086e+07 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190525 members Mstep: Class 2 contains 2085 members Entering Unmasked Estep Score: -24280878.000000 Penalty: 6035.537598 Iteration 76Q: 3 clusters Score -2.428088e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190532 members Mstep: Class 2 contains 2078 members Entering Unmasked Estep Score: -24280894.000000 Penalty: 6035.537598 Iteration 77Q: 3 clusters Score -2.428089e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190542 members Mstep: Class 2 contains 2068 members Entering Unmasked Estep Score: -24280898.000000 Penalty: 6035.537598 Iteration 78Q: 3 clusters Score -2.42809e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190555 members Mstep: Class 2 contains 2055 members Entering Unmasked Estep Score: -24280892.000000 Penalty: 6035.537598 Iteration 79Q: 3 clusters Score -2.428089e+07 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190566 members Mstep: Class 2 contains 2044 members Entering Unmasked Estep Score: -24280892.000000 Penalty: 6035.537598 Iteration 80F: 3 clusters Score -2.428089e+07 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190579 members Mstep: Class 2 contains 2031 members Entering Unmasked Estep Score: -24280900.000000 Penalty: 6035.537598 Iteration 81Q: 3 clusters Score -2.42809e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190587 members Mstep: Class 2 contains 2023 members Entering Unmasked Estep Score: -24280894.000000 Penalty: 6035.537598 Iteration 82Q: 3 clusters Score -2.428089e+07 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190594 members Mstep: Class 2 contains 2016 members Entering Unmasked Estep Score: -24280910.000000 Penalty: 6035.537598 Iteration 83Q: 3 clusters Score -2.428091e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190602 members Mstep: Class 2 contains 2008 members Entering Unmasked Estep Score: -24280922.000000 Penalty: 6035.537598 Iteration 84Q: 3 clusters Score -2.428092e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190606 members Mstep: Class 2 contains 2004 members Entering Unmasked Estep Score: -24280898.000000 Penalty: 6035.537598 Iteration 85Q: 3 clusters Score -2.42809e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190614 members Mstep: Class 2 contains 1996 members Entering Unmasked Estep Score: -24280918.000000 Penalty: 6035.537598 Iteration 86Q: 3 clusters Score -2.428092e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190620 members Mstep: Class 2 contains 1990 members Entering Unmasked Estep Score: -24280922.000000 Penalty: 6035.537598 Iteration 87Q: 3 clusters Score -2.428092e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190627 members Mstep: Class 2 contains 1983 members Entering Unmasked Estep Score: -24280936.000000 Penalty: 6035.537598 Iteration 88Q: 3 clusters Score -2.428094e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190636 members Mstep: Class 2 contains 1974 members Entering Unmasked Estep Score: -24280942.000000 Penalty: 6035.537598 Iteration 89Q: 3 clusters Score -2.428094e+07 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190643 members Mstep: Class 2 contains 1967 members Entering Unmasked Estep Score: -24280932.000000 Penalty: 6035.537598 Iteration 90Q: 3 clusters Score -2.428093e+07 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190649 members Mstep: Class 2 contains 1961 members Entering Unmasked Estep Score: -24280920.000000 Penalty: 6035.537598 Iteration 91Q: 3 clusters Score -2.428092e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190657 members Mstep: Class 2 contains 1953 members Entering Unmasked Estep Score: -24280926.000000 Penalty: 6035.537598 Iteration 92Q: 3 clusters Score -2.428093e+07 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190665 members Mstep: Class 2 contains 1945 members Entering Unmasked Estep Score: -24280918.000000 Penalty: 6035.537598 Iteration 93Q: 3 clusters Score -2.428092e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190671 members Mstep: Class 2 contains 1939 members Entering Unmasked Estep Score: -24280932.000000 Penalty: 6035.537598 Iteration 94Q: 3 clusters Score -2.428093e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190679 members Mstep: Class 2 contains 1931 members Entering Unmasked Estep Score: -24280928.000000 Penalty: 6035.537598 Iteration 95Q: 3 clusters Score -2.428093e+07 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190687 members Mstep: Class 2 contains 1923 members Entering Unmasked Estep Score: -24280942.000000 Penalty: 6035.537598 Iteration 96Q: 3 clusters Score -2.428094e+07 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190695 members Mstep: Class 2 contains 1915 members Entering Unmasked Estep Score: -24280922.000000 Penalty: 6035.537598 Iteration 97Q: 3 clusters Score -2.428092e+07 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190700 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -24280928.000000 Penalty: 6035.537598 Iteration 98Q: 3 clusters Score -2.428093e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190701 members Mstep: Class 2 contains 1909 members Entering Unmasked Estep Score: -24280934.000000 Penalty: 6035.537598 Iteration 99Q: 3 clusters Score -2.428093e+07 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190703 members Mstep: Class 2 contains 1907 members Entering Unmasked Estep Score: -24280942.000000 Penalty: 6035.537598 Iteration 100F: 3 clusters Score -2.428094e+07 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190704 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -24280946.000000 Penalty: 6035.537598 Iteration 101Q: 3 clusters Score -2.428095e+07 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 190704 members Mstep: Class 2 contains 1906 members Entering Unmasked Estep Score: -24280946.000000 Penalty: 6035.537598 Iteration 102F: 3 clusters Score -2.428095e+07 nChanged 0 Entering ConstructFrom: Trying to split cluster 23 (4687 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 4687 members Entering Unmasked Estep Score: -607825.562500 Penalty: 2096.231934 Iteration 0F: 2 clusters Score -607825.6 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2332 members Mstep: Class 2 contains 2355 members Entering Unmasked Estep Score: -603489.625000 Penalty: 4192.463867 Iteration 0F: 3 clusters Score -603489.6 nChanged 1766 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2220 members Mstep: Class 2 contains 2467 members Entering Unmasked Estep Score: -604474.875000 Penalty: 4192.463867 Iteration 1F: 3 clusters Score -604474.9 nChanged 351 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2169 members Mstep: Class 2 contains 2518 members Entering Unmasked Estep Score: -604674.562500 Penalty: 4192.463867 Iteration 2F: 3 clusters Score -604674.6 nChanged 222 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2137 members Mstep: Class 2 contains 2550 members Entering Unmasked Estep Score: -604782.375000 Penalty: 4192.463867 Iteration 3Q: 3 clusters Score -604782.4 nChanged 141 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2108 members Mstep: Class 2 contains 2579 members Entering Unmasked Estep Score: -604853.937500 Penalty: 4192.463867 Iteration 4Q: 3 clusters Score -604853.9 nChanged 117 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2075 members Mstep: Class 2 contains 2612 members Entering Unmasked Estep Score: -604911.250000 Penalty: 4192.463867 Iteration 5Q: 3 clusters Score -604911.2 nChanged 109 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2044 members Mstep: Class 2 contains 2643 members Entering Unmasked Estep Score: -604955.437500 Penalty: 4192.463867 Iteration 6Q: 3 clusters Score -604955.4 nChanged 78 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2020 members Mstep: Class 2 contains 2667 members Entering Unmasked Estep Score: -604988.500000 Penalty: 4192.463867 Iteration 7Q: 3 clusters Score -604988.5 nChanged 71 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 2001 members Mstep: Class 2 contains 2686 members Entering Unmasked Estep Score: -605018.375000 Penalty: 4192.463867 Iteration 8Q: 3 clusters Score -605018.4 nChanged 70 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1979 members Mstep: Class 2 contains 2708 members Entering Unmasked Estep Score: -605046.687500 Penalty: 4192.463867 Iteration 9Q: 3 clusters Score -605046.7 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1955 members Mstep: Class 2 contains 2732 members Entering Unmasked Estep Score: -605071.687500 Penalty: 4192.463867 Iteration 10Q: 3 clusters Score -605071.7 nChanged 57 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1932 members Mstep: Class 2 contains 2755 members Entering Unmasked Estep Score: -605095.875000 Penalty: 4192.463867 Iteration 11Q: 3 clusters Score -605095.9 nChanged 50 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1912 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -605117.500000 Penalty: 4192.463867 Iteration 12Q: 3 clusters Score -605117.5 nChanged 38 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1888 members Mstep: Class 2 contains 2799 members Entering Unmasked Estep Score: -605130.062500 Penalty: 4192.463867 Iteration 13Q: 3 clusters Score -605130.1 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1867 members Mstep: Class 2 contains 2820 members Entering Unmasked Estep Score: -605141.875000 Penalty: 4192.463867 Iteration 14Q: 3 clusters Score -605141.9 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1844 members Mstep: Class 2 contains 2843 members Entering Unmasked Estep Score: -605152.500000 Penalty: 4192.463867 Iteration 15Q: 3 clusters Score -605152.5 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1824 members Mstep: Class 2 contains 2863 members Entering Unmasked Estep Score: -605165.875000 Penalty: 4192.463867 Iteration 16Q: 3 clusters Score -605165.9 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1804 members Mstep: Class 2 contains 2883 members Entering Unmasked Estep Score: -605176.812500 Penalty: 4192.463867 Iteration 17Q: 3 clusters Score -605176.8 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1788 members Mstep: Class 2 contains 2899 members Entering Unmasked Estep Score: -605184.312500 Penalty: 4192.463867 Iteration 18Q: 3 clusters Score -605184.3 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1766 members Mstep: Class 2 contains 2921 members Entering Unmasked Estep Score: -605192.000000 Penalty: 4192.463867 Iteration 19Q: 3 clusters Score -605192 nChanged 19 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1751 members Mstep: Class 2 contains 2936 members Entering Unmasked Estep Score: -605199.812500 Penalty: 4192.463867 Iteration 20F: 3 clusters Score -605199.8 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1731 members Mstep: Class 2 contains 2956 members Entering Unmasked Estep Score: -605208.437500 Penalty: 4192.463867 Iteration 21Q: 3 clusters Score -605208.4 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1708 members Mstep: Class 2 contains 2979 members Entering Unmasked Estep Score: -605218.375000 Penalty: 4192.463867 Iteration 22Q: 3 clusters Score -605218.4 nChanged 26 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1686 members Mstep: Class 2 contains 3001 members Entering Unmasked Estep Score: -605228.750000 Penalty: 4192.463867 Iteration 23Q: 3 clusters Score -605228.8 nChanged 29 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1661 members Mstep: Class 2 contains 3026 members Entering Unmasked Estep Score: -605240.625000 Penalty: 4192.463867 Iteration 24Q: 3 clusters Score -605240.6 nChanged 33 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1632 members Mstep: Class 2 contains 3055 members Entering Unmasked Estep Score: -605256.375000 Penalty: 4192.463867 Iteration 25Q: 3 clusters Score -605256.4 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1606 members Mstep: Class 2 contains 3081 members Entering Unmasked Estep Score: -605271.187500 Penalty: 4192.463867 Iteration 26Q: 3 clusters Score -605271.2 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1588 members Mstep: Class 2 contains 3099 members Entering Unmasked Estep Score: -605277.062500 Penalty: 4192.463867 Iteration 27Q: 3 clusters Score -605277.1 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1572 members Mstep: Class 2 contains 3115 members Entering Unmasked Estep Score: -605286.437500 Penalty: 4192.463867 Iteration 28Q: 3 clusters Score -605286.4 nChanged 23 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1553 members Mstep: Class 2 contains 3134 members Entering Unmasked Estep Score: -605295.125000 Penalty: 4192.463867 Iteration 29Q: 3 clusters Score -605295.1 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1541 members Mstep: Class 2 contains 3146 members Entering Unmasked Estep Score: -605301.000000 Penalty: 4192.463867 Iteration 30Q: 3 clusters Score -605301 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1521 members Mstep: Class 2 contains 3166 members Entering Unmasked Estep Score: -605309.562500 Penalty: 4192.463867 Iteration 31Q: 3 clusters Score -605309.6 nChanged 31 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1492 members Mstep: Class 2 contains 3195 members Entering Unmasked Estep Score: -605324.250000 Penalty: 4192.463867 Iteration 32Q: 3 clusters Score -605324.2 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1470 members Mstep: Class 2 contains 3217 members Entering Unmasked Estep Score: -605339.750000 Penalty: 4192.463867 Iteration 33Q: 3 clusters Score -605339.8 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1444 members Mstep: Class 2 contains 3243 members Entering Unmasked Estep Score: -605352.312500 Penalty: 4192.463867 Iteration 34Q: 3 clusters Score -605352.3 nChanged 36 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1418 members Mstep: Class 2 contains 3269 members Entering Unmasked Estep Score: -605369.187500 Penalty: 4192.463867 Iteration 35Q: 3 clusters Score -605369.2 nChanged 37 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1385 members Mstep: Class 2 contains 3302 members Entering Unmasked Estep Score: -605386.875000 Penalty: 4192.463867 Iteration 36Q: 3 clusters Score -605386.9 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1348 members Mstep: Class 2 contains 3339 members Entering Unmasked Estep Score: -605407.312500 Penalty: 4192.463867 Iteration 37Q: 3 clusters Score -605407.3 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1309 members Mstep: Class 2 contains 3378 members Entering Unmasked Estep Score: -605435.187500 Penalty: 4192.463867 Iteration 38Q: 3 clusters Score -605435.2 nChanged 45 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1272 members Mstep: Class 2 contains 3415 members Entering Unmasked Estep Score: -605460.375000 Penalty: 4192.463867 Iteration 39Q: 3 clusters Score -605460.4 nChanged 55 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1227 members Mstep: Class 2 contains 3460 members Entering Unmasked Estep Score: -605492.750000 Penalty: 4192.463867 Iteration 40F: 3 clusters Score -605492.8 nChanged 56 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1175 members Mstep: Class 2 contains 3512 members Entering Unmasked Estep Score: -605523.500000 Penalty: 4192.463867 Iteration 41Q: 3 clusters Score -605523.5 nChanged 46 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1137 members Mstep: Class 2 contains 3550 members Entering Unmasked Estep Score: -605550.250000 Penalty: 4192.463867 Iteration 42Q: 3 clusters Score -605550.2 nChanged 48 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1095 members Mstep: Class 2 contains 3592 members Entering Unmasked Estep Score: -605577.625000 Penalty: 4192.463867 Iteration 43Q: 3 clusters Score -605577.6 nChanged 47 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 1056 members Mstep: Class 2 contains 3631 members Entering Unmasked Estep Score: -605606.937500 Penalty: 4192.463867 Iteration 44Q: 3 clusters Score -605606.9 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 997 members Mstep: Class 2 contains 3690 members Entering Unmasked Estep Score: -605655.562500 Penalty: 4192.463867 Iteration 45Q: 3 clusters Score -605655.6 nChanged 65 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 942 members Mstep: Class 2 contains 3745 members Entering Unmasked Estep Score: -605701.937500 Penalty: 4192.463867 Iteration 46Q: 3 clusters Score -605701.9 nChanged 60 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 886 members Mstep: Class 2 contains 3801 members Entering Unmasked Estep Score: -605744.625000 Penalty: 4192.463867 Iteration 47Q: 3 clusters Score -605744.6 nChanged 44 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 852 members Mstep: Class 2 contains 3835 members Entering Unmasked Estep Score: -605773.500000 Penalty: 4192.463867 Iteration 48Q: 3 clusters Score -605773.5 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 816 members Mstep: Class 2 contains 3871 members Entering Unmasked Estep Score: -605800.062500 Penalty: 4192.463867 Iteration 49Q: 3 clusters Score -605800.1 nChanged 34 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 786 members Mstep: Class 2 contains 3901 members Entering Unmasked Estep Score: -605826.687500 Penalty: 4192.463867 Iteration 50Q: 3 clusters Score -605826.7 nChanged 32 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 762 members Mstep: Class 2 contains 3925 members Entering Unmasked Estep Score: -605847.687500 Penalty: 4192.463867 Iteration 51Q: 3 clusters Score -605847.7 nChanged 28 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 738 members Mstep: Class 2 contains 3949 members Entering Unmasked Estep Score: -605867.250000 Penalty: 4192.463867 Iteration 52Q: 3 clusters Score -605867.2 nChanged 24 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 718 members Mstep: Class 2 contains 3969 members Entering Unmasked Estep Score: -605880.875000 Penalty: 4192.463867 Iteration 53Q: 3 clusters Score -605880.9 nChanged 22 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 698 members Mstep: Class 2 contains 3989 members Entering Unmasked Estep Score: -605897.062500 Penalty: 4192.463867 Iteration 54Q: 3 clusters Score -605897.1 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 681 members Mstep: Class 2 contains 4006 members Entering Unmasked Estep Score: -605906.500000 Penalty: 4192.463867 Iteration 55Q: 3 clusters Score -605906.5 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 676 members Mstep: Class 2 contains 4011 members Entering Unmasked Estep Score: -605914.375000 Penalty: 4192.463867 Iteration 56Q: 3 clusters Score -605914.4 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 670 members Mstep: Class 2 contains 4017 members Entering Unmasked Estep Score: -605917.500000 Penalty: 4192.463867 Iteration 57Q: 3 clusters Score -605917.5 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 664 members Mstep: Class 2 contains 4023 members Entering Unmasked Estep Score: -605921.750000 Penalty: 4192.463867 Iteration 58Q: 3 clusters Score -605921.8 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 659 members Mstep: Class 2 contains 4028 members Entering Unmasked Estep Score: -605922.812500 Penalty: 4192.463867 Iteration 59Q: 3 clusters Score -605922.8 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 656 members Mstep: Class 2 contains 4031 members Entering Unmasked Estep Score: -605922.625000 Penalty: 4192.463867 Iteration 60F: 3 clusters Score -605922.6 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 653 members Mstep: Class 2 contains 4034 members Entering Unmasked Estep Score: -605925.937500 Penalty: 4192.463867 Iteration 61Q: 3 clusters Score -605925.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 651 members Mstep: Class 2 contains 4036 members Entering Unmasked Estep Score: -605927.500000 Penalty: 4192.463867 Iteration 62Q: 3 clusters Score -605927.5 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 648 members Mstep: Class 2 contains 4039 members Entering Unmasked Estep Score: -605929.187500 Penalty: 4192.463867 Iteration 63Q: 3 clusters Score -605929.2 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 642 members Mstep: Class 2 contains 4045 members Entering Unmasked Estep Score: -605933.062500 Penalty: 4192.463867 Iteration 64Q: 3 clusters Score -605933.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 638 members Mstep: Class 2 contains 4049 members Entering Unmasked Estep Score: -605935.125000 Penalty: 4192.463867 Iteration 65Q: 3 clusters Score -605935.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 632 members Mstep: Class 2 contains 4055 members Entering Unmasked Estep Score: -605937.187500 Penalty: 4192.463867 Iteration 66Q: 3 clusters Score -605937.2 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 629 members Mstep: Class 2 contains 4058 members Entering Unmasked Estep Score: -605939.062500 Penalty: 4192.463867 Iteration 67Q: 3 clusters Score -605939.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 625 members Mstep: Class 2 contains 4062 members Entering Unmasked Estep Score: -605943.062500 Penalty: 4192.463867 Iteration 68Q: 3 clusters Score -605943.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 619 members Mstep: Class 2 contains 4068 members Entering Unmasked Estep Score: -605946.687500 Penalty: 4192.463867 Iteration 69Q: 3 clusters Score -605946.7 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 612 members Mstep: Class 2 contains 4075 members Entering Unmasked Estep Score: -605952.062500 Penalty: 4192.463867 Iteration 70Q: 3 clusters Score -605952.1 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 606 members Mstep: Class 2 contains 4081 members Entering Unmasked Estep Score: -605954.125000 Penalty: 4192.463867 Iteration 71Q: 3 clusters Score -605954.1 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 602 members Mstep: Class 2 contains 4085 members Entering Unmasked Estep Score: -605956.750000 Penalty: 4192.463867 Iteration 72Q: 3 clusters Score -605956.8 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 596 members Mstep: Class 2 contains 4091 members Entering Unmasked Estep Score: -605958.000000 Penalty: 4192.463867 Iteration 73Q: 3 clusters Score -605958 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 594 members Mstep: Class 2 contains 4093 members Entering Unmasked Estep Score: -605959.125000 Penalty: 4192.463867 Iteration 74Q: 3 clusters Score -605959.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 592 members Mstep: Class 2 contains 4095 members Entering Unmasked Estep Score: -605962.000000 Penalty: 4192.463867 Iteration 75Q: 3 clusters Score -605962 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 590 members Mstep: Class 2 contains 4097 members Entering Unmasked Estep Score: -605964.000000 Penalty: 4192.463867 Iteration 76Q: 3 clusters Score -605964 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 585 members Mstep: Class 2 contains 4102 members Entering Unmasked Estep Score: -605966.312500 Penalty: 4192.463867 Iteration 77Q: 3 clusters Score -605966.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 581 members Mstep: Class 2 contains 4106 members Entering Unmasked Estep Score: -605970.312500 Penalty: 4192.463867 Iteration 78Q: 3 clusters Score -605970.3 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 579 members Mstep: Class 2 contains 4108 members Entering Unmasked Estep Score: -605974.000000 Penalty: 4192.463867 Iteration 79Q: 3 clusters Score -605974 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 572 members Mstep: Class 2 contains 4115 members Entering Unmasked Estep Score: -605978.875000 Penalty: 4192.463867 Iteration 80F: 3 clusters Score -605978.9 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 568 members Mstep: Class 2 contains 4119 members Entering Unmasked Estep Score: -605982.125000 Penalty: 4192.463867 Iteration 81Q: 3 clusters Score -605982.1 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 566 members Mstep: Class 2 contains 4121 members Entering Unmasked Estep Score: -605984.187500 Penalty: 4192.463867 Iteration 82Q: 3 clusters Score -605984.2 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 565 members Mstep: Class 2 contains 4122 members Entering Unmasked Estep Score: -605985.500000 Penalty: 4192.463867 Iteration 83Q: 3 clusters Score -605985.5 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 564 members Mstep: Class 2 contains 4123 members Entering Unmasked Estep Score: -605986.687500 Penalty: 4192.463867 Iteration 84Q: 3 clusters Score -605986.7 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -605986.125000 Penalty: 4192.463867 Iteration 85Q: 3 clusters Score -605986.1 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 563 members Mstep: Class 2 contains 4124 members Entering Unmasked Estep Score: -605986.125000 Penalty: 4192.463867 Iteration 86F: 3 clusters Score -605986.1 nChanged 0 Entering ConstructFrom: Trying to split cluster 24 (348 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 348 members Entering Unmasked Estep Score: -35870.503906 Penalty: 1451.346191 Iteration 0F: 2 clusters Score -35870.5 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 172 members Entering Unmasked Estep Score: -34573.875000 Penalty: 2902.692383 Iteration 0F: 3 clusters Score -34573.88 nChanged 62 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 180 members Mstep: Class 2 contains 168 members Entering Unmasked Estep Score: -34838.882812 Penalty: 2902.692383 Iteration 1F: 3 clusters Score -34838.88 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 186 members Mstep: Class 2 contains 162 members Entering Unmasked Estep Score: -34946.496094 Penalty: 2902.692383 Iteration 2F: 3 clusters Score -34946.5 nChanged 18 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 198 members Mstep: Class 2 contains 150 members Entering Unmasked Estep Score: -35038.390625 Penalty: 2902.692383 Iteration 3F: 3 clusters Score -35038.39 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -35122.148438 Penalty: 2902.692383 Iteration 4Q: 3 clusters Score -35122.15 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 206 members Mstep: Class 2 contains 142 members Entering Unmasked Estep Score: -35177.601562 Penalty: 2902.692383 Iteration 5Q: 3 clusters Score -35177.6 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 207 members Mstep: Class 2 contains 141 members Entering Unmasked Estep Score: -35253.804688 Penalty: 2902.692383 Iteration 6Q: 3 clusters Score -35253.8 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 212 members Mstep: Class 2 contains 136 members Entering Unmasked Estep Score: -35312.660156 Penalty: 2902.692383 Iteration 7Q: 3 clusters Score -35312.66 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 218 members Mstep: Class 2 contains 130 members Entering Unmasked Estep Score: -35364.257812 Penalty: 2902.692383 Iteration 8Q: 3 clusters Score -35364.26 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 223 members Mstep: Class 2 contains 125 members Entering Unmasked Estep Score: -35414.242188 Penalty: 2902.692383 Iteration 9Q: 3 clusters Score -35414.24 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 227 members Mstep: Class 2 contains 121 members Entering Unmasked Estep Score: -35535.625000 Penalty: 2902.692383 Iteration 10Q: 3 clusters Score -35535.62 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -35650.062500 Penalty: 2902.692383 Iteration 11Q: 3 clusters Score -35650.06 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 228 members Mstep: Class 2 contains 120 members Entering Unmasked Estep Score: -35806.628906 Penalty: 2902.692383 Iteration 12Q: 3 clusters Score -35806.63 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 229 members Mstep: Class 2 contains 119 members Entering Unmasked Estep Score: -35829.414062 Penalty: 2902.692383 Iteration 13Q: 3 clusters Score -35829.41 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 230 members Mstep: Class 2 contains 118 members Entering Unmasked Estep Score: -35859.902344 Penalty: 2902.692383 Iteration 14Q: 3 clusters Score -35859.9 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -35880.191406 Penalty: 2902.692383 Iteration 15Q: 3 clusters Score -35880.19 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -35886.746094 Penalty: 2902.692383 Iteration 16Q: 3 clusters Score -35886.75 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -35901.480469 Penalty: 2902.692383 Iteration 17F: 3 clusters Score -35901.48 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 232 members Mstep: Class 2 contains 116 members Entering Unmasked Estep Score: -36144.324219 Penalty: 2902.692383 Iteration 18Q: 3 clusters Score -36144.32 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 233 members Mstep: Class 2 contains 115 members Entering Unmasked Estep Score: -36162.933594 Penalty: 2902.692383 Iteration 19Q: 3 clusters Score -36162.93 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 234 members Mstep: Class 2 contains 114 members Entering Unmasked Estep Score: -36179.582031 Penalty: 2902.692383 Iteration 20F: 3 clusters Score -36179.58 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -36213.160156 Penalty: 2902.692383 Iteration 21Q: 3 clusters Score -36213.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 236 members Mstep: Class 2 contains 112 members Entering Unmasked Estep Score: -36213.160156 Penalty: 2902.692383 Iteration 22F: 3 clusters Score -36213.16 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 13 members Mstep: Class 1 contains 620 members Mstep: Class 2 contains 40617 members Mstep: Class 3 contains 1861 members Mstep: Class 4 contains 1172 members Mstep: Class 5 contains 533 members Mstep: Class 6 contains 465 members Mstep: Class 7 contains 2819 members Mstep: Class 8 contains 24764 members Mstep: Class 9 contains 20352 members Mstep: Class 10 contains 5162 members Mstep: Class 11 contains 507 members Mstep: Class 12 contains 380 members Mstep: Class 13 contains 21787 members Mstep: Class 14 contains 19481 members Mstep: Class 15 contains 2726 members Mstep: Class 16 contains 219 members Mstep: Class 17 contains 8243 members Mstep: Class 18 contains 62443 members Mstep: Class 19 contains 2749 members Mstep: Class 20 contains 480 members Mstep: Class 21 contains 7165 members Mstep: Class 22 contains 192610 members Mstep: Class 23 contains 4687 members Mstep: Class 24 contains 236 members Mstep: Class 25 contains 23274 members Mstep: Class 26 contains 112 members Entering Unmasked Estep Score: -55722068.000000 Penalty: 83868.500000 Splitting cluster 24 changes total score from -55723480.000000 to -55722068.000000 So it's not getting split. Entering ConstructFrom: Trying to split cluster 25 (23274 points) Entering CEM Assigned 2 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 23274 members Entering Unmasked Estep Score: -2994740.250000 Penalty: 2493.662842 Iteration 0F: 2 clusters Score -2994740 nChanged 0 Entering CEM Assigned 3 initial classes randomly. Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11635 members Mstep: Class 2 contains 11639 members Entering Unmasked Estep Score: -2978609.750000 Penalty: 4987.325684 Iteration 0F: 3 clusters Score -2978610 nChanged 10308 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11747 members Mstep: Class 2 contains 11527 members Entering Unmasked Estep Score: -2984027.500000 Penalty: 4987.325684 Iteration 1F: 3 clusters Score -2984028 nChanged 1169 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11798 members Mstep: Class 2 contains 11476 members Entering Unmasked Estep Score: -2984412.500000 Penalty: 4987.325684 Iteration 2F: 3 clusters Score -2984412 nChanged 965 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11883 members Mstep: Class 2 contains 11391 members Entering Unmasked Estep Score: -2984720.250000 Penalty: 4987.325684 Iteration 3Q: 3 clusters Score -2984720 nChanged 888 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 11991 members Mstep: Class 2 contains 11283 members Entering Unmasked Estep Score: -2985004.750000 Penalty: 4987.325684 Iteration 4Q: 3 clusters Score -2985005 nChanged 812 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12083 members Mstep: Class 2 contains 11191 members Entering Unmasked Estep Score: -2985259.750000 Penalty: 4987.325684 Iteration 5Q: 3 clusters Score -2985260 nChanged 758 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12199 members Mstep: Class 2 contains 11075 members Entering Unmasked Estep Score: -2985535.250000 Penalty: 4987.325684 Iteration 6Q: 3 clusters Score -2985535 nChanged 790 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12355 members Mstep: Class 2 contains 10919 members Entering Unmasked Estep Score: -2985831.750000 Penalty: 4987.325684 Iteration 7Q: 3 clusters Score -2985832 nChanged 808 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12529 members Mstep: Class 2 contains 10745 members Entering Unmasked Estep Score: -2986125.500000 Penalty: 4987.325684 Iteration 8Q: 3 clusters Score -2986126 nChanged 762 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 12733 members Mstep: Class 2 contains 10541 members Entering Unmasked Estep Score: -2986402.500000 Penalty: 4987.325684 Iteration 9Q: 3 clusters Score -2986402 nChanged 784 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13049 members Mstep: Class 2 contains 10225 members Entering Unmasked Estep Score: -2986713.000000 Penalty: 4987.325684 Iteration 10Q: 3 clusters Score -2986713 nChanged 855 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13426 members Mstep: Class 2 contains 9848 members Entering Unmasked Estep Score: -2987119.750000 Penalty: 4987.325684 Iteration 11Q: 3 clusters Score -2987120 nChanged 932 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 13924 members Mstep: Class 2 contains 9350 members Entering Unmasked Estep Score: -2987689.750000 Penalty: 4987.325684 Iteration 12Q: 3 clusters Score -2987690 nChanged 973 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14457 members Mstep: Class 2 contains 8817 members Entering Unmasked Estep Score: -2988331.500000 Penalty: 4987.325684 Iteration 13Q: 3 clusters Score -2988332 nChanged 924 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 14983 members Mstep: Class 2 contains 8291 members Entering Unmasked Estep Score: -2988954.500000 Penalty: 4987.325684 Iteration 14Q: 3 clusters Score -2988954 nChanged 838 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15487 members Mstep: Class 2 contains 7787 members Entering Unmasked Estep Score: -2989502.500000 Penalty: 4987.325684 Iteration 15Q: 3 clusters Score -2989502 nChanged 710 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 15975 members Mstep: Class 2 contains 7299 members Entering Unmasked Estep Score: -2989898.750000 Penalty: 4987.325684 Iteration 16Q: 3 clusters Score -2989899 nChanged 544 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16439 members Mstep: Class 2 contains 6835 members Entering Unmasked Estep Score: -2990198.000000 Penalty: 4987.325684 Iteration 17Q: 3 clusters Score -2990198 nChanged 439 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 16846 members Mstep: Class 2 contains 6428 members Entering Unmasked Estep Score: -2990407.750000 Penalty: 4987.325684 Iteration 18Q: 3 clusters Score -2990408 nChanged 390 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17220 members Mstep: Class 2 contains 6054 members Entering Unmasked Estep Score: -2990565.750000 Penalty: 4987.325684 Iteration 19Q: 3 clusters Score -2990566 nChanged 369 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17581 members Mstep: Class 2 contains 5693 members Entering Unmasked Estep Score: -2990727.250000 Penalty: 4987.325684 Iteration 20F: 3 clusters Score -2990727 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 17916 members Mstep: Class 2 contains 5358 members Entering Unmasked Estep Score: -2990870.500000 Penalty: 4987.325684 Iteration 21Q: 3 clusters Score -2990870 nChanged 345 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18255 members Mstep: Class 2 contains 5019 members Entering Unmasked Estep Score: -2991027.500000 Penalty: 4987.325684 Iteration 22Q: 3 clusters Score -2991028 nChanged 325 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18576 members Mstep: Class 2 contains 4698 members Entering Unmasked Estep Score: -2991192.000000 Penalty: 4987.325684 Iteration 23Q: 3 clusters Score -2991192 nChanged 310 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 18882 members Mstep: Class 2 contains 4392 members Entering Unmasked Estep Score: -2991344.750000 Penalty: 4987.325684 Iteration 24Q: 3 clusters Score -2991345 nChanged 316 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19186 members Mstep: Class 2 contains 4088 members Entering Unmasked Estep Score: -2991489.250000 Penalty: 4987.325684 Iteration 25Q: 3 clusters Score -2991489 nChanged 279 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19461 members Mstep: Class 2 contains 3813 members Entering Unmasked Estep Score: -2991609.000000 Penalty: 4987.325684 Iteration 26Q: 3 clusters Score -2991609 nChanged 238 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19691 members Mstep: Class 2 contains 3583 members Entering Unmasked Estep Score: -2991706.250000 Penalty: 4987.325684 Iteration 27Q: 3 clusters Score -2991706 nChanged 193 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 19878 members Mstep: Class 2 contains 3396 members Entering Unmasked Estep Score: -2991785.750000 Penalty: 4987.325684 Iteration 28Q: 3 clusters Score -2991786 nChanged 178 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20050 members Mstep: Class 2 contains 3224 members Entering Unmasked Estep Score: -2991848.250000 Penalty: 4987.325684 Iteration 29Q: 3 clusters Score -2991848 nChanged 165 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20215 members Mstep: Class 2 contains 3059 members Entering Unmasked Estep Score: -2991908.750000 Penalty: 4987.325684 Iteration 30Q: 3 clusters Score -2991909 nChanged 152 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20367 members Mstep: Class 2 contains 2907 members Entering Unmasked Estep Score: -2991959.000000 Penalty: 4987.325684 Iteration 31Q: 3 clusters Score -2991959 nChanged 132 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20499 members Mstep: Class 2 contains 2775 members Entering Unmasked Estep Score: -2992000.250000 Penalty: 4987.325684 Iteration 32Q: 3 clusters Score -2992000 nChanged 137 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20636 members Mstep: Class 2 contains 2638 members Entering Unmasked Estep Score: -2992054.500000 Penalty: 4987.325684 Iteration 33Q: 3 clusters Score -2992054 nChanged 126 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20760 members Mstep: Class 2 contains 2514 members Entering Unmasked Estep Score: -2992098.500000 Penalty: 4987.325684 Iteration 34Q: 3 clusters Score -2992098 nChanged 97 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20857 members Mstep: Class 2 contains 2417 members Entering Unmasked Estep Score: -2992128.250000 Penalty: 4987.325684 Iteration 35Q: 3 clusters Score -2992128 nChanged 98 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 20955 members Mstep: Class 2 contains 2319 members Entering Unmasked Estep Score: -2992161.250000 Penalty: 4987.325684 Iteration 36Q: 3 clusters Score -2992161 nChanged 94 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21049 members Mstep: Class 2 contains 2225 members Entering Unmasked Estep Score: -2992203.750000 Penalty: 4987.325684 Iteration 37Q: 3 clusters Score -2992204 nChanged 88 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21135 members Mstep: Class 2 contains 2139 members Entering Unmasked Estep Score: -2992232.500000 Penalty: 4987.325684 Iteration 38Q: 3 clusters Score -2992232 nChanged 68 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21203 members Mstep: Class 2 contains 2071 members Entering Unmasked Estep Score: -2992258.000000 Penalty: 4987.325684 Iteration 39Q: 3 clusters Score -2992258 nChanged 69 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21272 members Mstep: Class 2 contains 2002 members Entering Unmasked Estep Score: -2992287.500000 Penalty: 4987.325684 Iteration 40F: 3 clusters Score -2992288 nChanged 52 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21324 members Mstep: Class 2 contains 1950 members Entering Unmasked Estep Score: -2992303.500000 Penalty: 4987.325684 Iteration 41Q: 3 clusters Score -2992304 nChanged 40 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21364 members Mstep: Class 2 contains 1910 members Entering Unmasked Estep Score: -2992313.750000 Penalty: 4987.325684 Iteration 42Q: 3 clusters Score -2992314 nChanged 43 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21403 members Mstep: Class 2 contains 1871 members Entering Unmasked Estep Score: -2992320.250000 Penalty: 4987.325684 Iteration 43Q: 3 clusters Score -2992320 nChanged 27 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21430 members Mstep: Class 2 contains 1844 members Entering Unmasked Estep Score: -2992320.750000 Penalty: 4987.325684 Iteration 44Q: 3 clusters Score -2992321 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21448 members Mstep: Class 2 contains 1826 members Entering Unmasked Estep Score: -2992330.750000 Penalty: 4987.325684 Iteration 45Q: 3 clusters Score -2992331 nChanged 21 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21469 members Mstep: Class 2 contains 1805 members Entering Unmasked Estep Score: -2992341.250000 Penalty: 4987.325684 Iteration 46Q: 3 clusters Score -2992341 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21484 members Mstep: Class 2 contains 1790 members Entering Unmasked Estep Score: -2992337.500000 Penalty: 4987.325684 Iteration 47Q: 3 clusters Score -2992338 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21499 members Mstep: Class 2 contains 1775 members Entering Unmasked Estep Score: -2992345.000000 Penalty: 4987.325684 Iteration 48Q: 3 clusters Score -2992345 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21519 members Mstep: Class 2 contains 1755 members Entering Unmasked Estep Score: -2992355.250000 Penalty: 4987.325684 Iteration 49Q: 3 clusters Score -2992355 nChanged 17 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21534 members Mstep: Class 2 contains 1740 members Entering Unmasked Estep Score: -2992362.250000 Penalty: 4987.325684 Iteration 50Q: 3 clusters Score -2992362 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21548 members Mstep: Class 2 contains 1726 members Entering Unmasked Estep Score: -2992364.750000 Penalty: 4987.325684 Iteration 51Q: 3 clusters Score -2992365 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21556 members Mstep: Class 2 contains 1718 members Entering Unmasked Estep Score: -2992364.000000 Penalty: 4987.325684 Iteration 52Q: 3 clusters Score -2992364 nChanged 13 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21567 members Mstep: Class 2 contains 1707 members Entering Unmasked Estep Score: -2992372.750000 Penalty: 4987.325684 Iteration 53Q: 3 clusters Score -2992373 nChanged 20 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21583 members Mstep: Class 2 contains 1691 members Entering Unmasked Estep Score: -2992374.500000 Penalty: 4987.325684 Iteration 54Q: 3 clusters Score -2992374 nChanged 16 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21599 members Mstep: Class 2 contains 1675 members Entering Unmasked Estep Score: -2992380.750000 Penalty: 4987.325684 Iteration 55Q: 3 clusters Score -2992381 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21610 members Mstep: Class 2 contains 1664 members Entering Unmasked Estep Score: -2992385.250000 Penalty: 4987.325684 Iteration 56Q: 3 clusters Score -2992385 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21620 members Mstep: Class 2 contains 1654 members Entering Unmasked Estep Score: -2992387.750000 Penalty: 4987.325684 Iteration 57Q: 3 clusters Score -2992388 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21628 members Mstep: Class 2 contains 1646 members Entering Unmasked Estep Score: -2992395.250000 Penalty: 4987.325684 Iteration 58Q: 3 clusters Score -2992395 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21633 members Mstep: Class 2 contains 1641 members Entering Unmasked Estep Score: -2992398.500000 Penalty: 4987.325684 Iteration 59Q: 3 clusters Score -2992398 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21644 members Mstep: Class 2 contains 1630 members Entering Unmasked Estep Score: -2992392.500000 Penalty: 4987.325684 Iteration 60F: 3 clusters Score -2992392 nChanged 14 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21658 members Mstep: Class 2 contains 1616 members Entering Unmasked Estep Score: -2992400.250000 Penalty: 4987.325684 Iteration 61Q: 3 clusters Score -2992400 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21670 members Mstep: Class 2 contains 1604 members Entering Unmasked Estep Score: -2992402.750000 Penalty: 4987.325684 Iteration 62Q: 3 clusters Score -2992403 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21677 members Mstep: Class 2 contains 1597 members Entering Unmasked Estep Score: -2992407.750000 Penalty: 4987.325684 Iteration 63Q: 3 clusters Score -2992408 nChanged 12 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21687 members Mstep: Class 2 contains 1587 members Entering Unmasked Estep Score: -2992412.250000 Penalty: 4987.325684 Iteration 64Q: 3 clusters Score -2992412 nChanged 15 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21698 members Mstep: Class 2 contains 1576 members Entering Unmasked Estep Score: -2992417.000000 Penalty: 4987.325684 Iteration 65Q: 3 clusters Score -2992417 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21705 members Mstep: Class 2 contains 1569 members Entering Unmasked Estep Score: -2992416.250000 Penalty: 4987.325684 Iteration 66Q: 3 clusters Score -2992416 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21714 members Mstep: Class 2 contains 1560 members Entering Unmasked Estep Score: -2992416.750000 Penalty: 4987.325684 Iteration 67Q: 3 clusters Score -2992417 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21721 members Mstep: Class 2 contains 1553 members Entering Unmasked Estep Score: -2992419.250000 Penalty: 4987.325684 Iteration 68Q: 3 clusters Score -2992419 nChanged 11 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21732 members Mstep: Class 2 contains 1542 members Entering Unmasked Estep Score: -2992425.750000 Penalty: 4987.325684 Iteration 69Q: 3 clusters Score -2992426 nChanged 10 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21742 members Mstep: Class 2 contains 1532 members Entering Unmasked Estep Score: -2992429.750000 Penalty: 4987.325684 Iteration 70Q: 3 clusters Score -2992430 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21750 members Mstep: Class 2 contains 1524 members Entering Unmasked Estep Score: -2992430.500000 Penalty: 4987.325684 Iteration 71Q: 3 clusters Score -2992430 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21755 members Mstep: Class 2 contains 1519 members Entering Unmasked Estep Score: -2992431.250000 Penalty: 4987.325684 Iteration 72Q: 3 clusters Score -2992431 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21759 members Mstep: Class 2 contains 1515 members Entering Unmasked Estep Score: -2992435.750000 Penalty: 4987.325684 Iteration 73Q: 3 clusters Score -2992436 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21762 members Mstep: Class 2 contains 1512 members Entering Unmasked Estep Score: -2992436.750000 Penalty: 4987.325684 Iteration 74Q: 3 clusters Score -2992437 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21765 members Mstep: Class 2 contains 1509 members Entering Unmasked Estep Score: -2992437.250000 Penalty: 4987.325684 Iteration 75Q: 3 clusters Score -2992437 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21767 members Mstep: Class 2 contains 1507 members Entering Unmasked Estep Score: -2992436.000000 Penalty: 4987.325684 Iteration 76Q: 3 clusters Score -2992436 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21770 members Mstep: Class 2 contains 1504 members Entering Unmasked Estep Score: -2992436.750000 Penalty: 4987.325684 Iteration 77Q: 3 clusters Score -2992437 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21773 members Mstep: Class 2 contains 1501 members Entering Unmasked Estep Score: -2992437.000000 Penalty: 4987.325684 Iteration 78Q: 3 clusters Score -2992437 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21778 members Mstep: Class 2 contains 1496 members Entering Unmasked Estep Score: -2992439.500000 Penalty: 4987.325684 Iteration 79Q: 3 clusters Score -2992440 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21783 members Mstep: Class 2 contains 1491 members Entering Unmasked Estep Score: -2992439.750000 Penalty: 4987.325684 Iteration 80F: 3 clusters Score -2992440 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21787 members Mstep: Class 2 contains 1487 members Entering Unmasked Estep Score: -2992441.500000 Penalty: 4987.325684 Iteration 81Q: 3 clusters Score -2992442 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21794 members Mstep: Class 2 contains 1480 members Entering Unmasked Estep Score: -2992439.750000 Penalty: 4987.325684 Iteration 82Q: 3 clusters Score -2992440 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21801 members Mstep: Class 2 contains 1473 members Entering Unmasked Estep Score: -2992448.000000 Penalty: 4987.325684 Iteration 83Q: 3 clusters Score -2992448 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21809 members Mstep: Class 2 contains 1465 members Entering Unmasked Estep Score: -2992442.500000 Penalty: 4987.325684 Iteration 84Q: 3 clusters Score -2992442 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21812 members Mstep: Class 2 contains 1462 members Entering Unmasked Estep Score: -2992445.500000 Penalty: 4987.325684 Iteration 85Q: 3 clusters Score -2992446 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21814 members Mstep: Class 2 contains 1460 members Entering Unmasked Estep Score: -2992446.500000 Penalty: 4987.325684 Iteration 86Q: 3 clusters Score -2992446 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21815 members Mstep: Class 2 contains 1459 members Entering Unmasked Estep Score: -2992444.500000 Penalty: 4987.325684 Iteration 87Q: 3 clusters Score -2992444 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21816 members Mstep: Class 2 contains 1458 members Entering Unmasked Estep Score: -2992443.750000 Penalty: 4987.325684 Iteration 88Q: 3 clusters Score -2992444 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21818 members Mstep: Class 2 contains 1456 members Entering Unmasked Estep Score: -2992446.750000 Penalty: 4987.325684 Iteration 89Q: 3 clusters Score -2992447 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21819 members Mstep: Class 2 contains 1455 members Entering Unmasked Estep Score: -2992445.250000 Penalty: 4987.325684 Iteration 90Q: 3 clusters Score -2992445 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21823 members Mstep: Class 2 contains 1451 members Entering Unmasked Estep Score: -2992444.250000 Penalty: 4987.325684 Iteration 91Q: 3 clusters Score -2992444 nChanged 8 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21829 members Mstep: Class 2 contains 1445 members Entering Unmasked Estep Score: -2992448.500000 Penalty: 4987.325684 Iteration 92Q: 3 clusters Score -2992448 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21836 members Mstep: Class 2 contains 1438 members Entering Unmasked Estep Score: -2992452.500000 Penalty: 4987.325684 Iteration 93Q: 3 clusters Score -2992452 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21842 members Mstep: Class 2 contains 1432 members Entering Unmasked Estep Score: -2992456.000000 Penalty: 4987.325684 Iteration 94Q: 3 clusters Score -2992456 nChanged 6 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21848 members Mstep: Class 2 contains 1426 members Entering Unmasked Estep Score: -2992456.000000 Penalty: 4987.325684 Iteration 95Q: 3 clusters Score -2992456 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21852 members Mstep: Class 2 contains 1422 members Entering Unmasked Estep Score: -2992456.250000 Penalty: 4987.325684 Iteration 96Q: 3 clusters Score -2992456 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21859 members Mstep: Class 2 contains 1415 members Entering Unmasked Estep Score: -2992463.500000 Penalty: 4987.325684 Iteration 97Q: 3 clusters Score -2992464 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21866 members Mstep: Class 2 contains 1408 members Entering Unmasked Estep Score: -2992461.500000 Penalty: 4987.325684 Iteration 98Q: 3 clusters Score -2992462 nChanged 9 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21875 members Mstep: Class 2 contains 1399 members Entering Unmasked Estep Score: -2992462.000000 Penalty: 4987.325684 Iteration 99Q: 3 clusters Score -2992462 nChanged 7 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21882 members Mstep: Class 2 contains 1392 members Entering Unmasked Estep Score: -2992469.250000 Penalty: 4987.325684 Iteration 100F: 3 clusters Score -2992469 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21885 members Mstep: Class 2 contains 1389 members Entering Unmasked Estep Score: -2992469.500000 Penalty: 4987.325684 Iteration 101Q: 3 clusters Score -2992470 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21888 members Mstep: Class 2 contains 1386 members Entering Unmasked Estep Score: -2992473.500000 Penalty: 4987.325684 Iteration 102Q: 3 clusters Score -2992474 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21892 members Mstep: Class 2 contains 1382 members Entering Unmasked Estep Score: -2992474.750000 Penalty: 4987.325684 Iteration 103Q: 3 clusters Score -2992475 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21897 members Mstep: Class 2 contains 1377 members Entering Unmasked Estep Score: -2992474.750000 Penalty: 4987.325684 Iteration 104Q: 3 clusters Score -2992475 nChanged 5 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21900 members Mstep: Class 2 contains 1374 members Entering Unmasked Estep Score: -2992474.250000 Penalty: 4987.325684 Iteration 105Q: 3 clusters Score -2992474 nChanged 4 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21904 members Mstep: Class 2 contains 1370 members Entering Unmasked Estep Score: -2992476.000000 Penalty: 4987.325684 Iteration 106Q: 3 clusters Score -2992476 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21905 members Mstep: Class 2 contains 1369 members Entering Unmasked Estep Score: -2992480.500000 Penalty: 4987.325684 Iteration 107Q: 3 clusters Score -2992480 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21908 members Mstep: Class 2 contains 1366 members Entering Unmasked Estep Score: -2992477.500000 Penalty: 4987.325684 Iteration 108Q: 3 clusters Score -2992478 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21909 members Mstep: Class 2 contains 1365 members Entering Unmasked Estep Score: -2992476.250000 Penalty: 4987.325684 Iteration 109Q: 3 clusters Score -2992476 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21910 members Mstep: Class 2 contains 1364 members Entering Unmasked Estep Score: -2992478.000000 Penalty: 4987.325684 Iteration 110Q: 3 clusters Score -2992478 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21912 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -2992479.750000 Penalty: 4987.325684 Iteration 111Q: 3 clusters Score -2992480 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21912 members Mstep: Class 2 contains 1362 members Entering Unmasked Estep Score: -2992479.500000 Penalty: 4987.325684 Iteration 112Q: 3 clusters Score -2992480 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21913 members Mstep: Class 2 contains 1361 members Entering Unmasked Estep Score: -2992480.500000 Penalty: 4987.325684 Iteration 113Q: 3 clusters Score -2992480 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21914 members Mstep: Class 2 contains 1360 members Entering Unmasked Estep Score: -2992481.000000 Penalty: 4987.325684 Iteration 114Q: 3 clusters Score -2992481 nChanged 1 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21915 members Mstep: Class 2 contains 1359 members Entering Unmasked Estep Score: -2992481.500000 Penalty: 4987.325684 Iteration 115Q: 3 clusters Score -2992482 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21918 members Mstep: Class 2 contains 1356 members Entering Unmasked Estep Score: -2992481.250000 Penalty: 4987.325684 Iteration 116Q: 3 clusters Score -2992481 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21920 members Mstep: Class 2 contains 1354 members Entering Unmasked Estep Score: -2992485.250000 Penalty: 4987.325684 Iteration 117Q: 3 clusters Score -2992485 nChanged 3 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21923 members Mstep: Class 2 contains 1351 members Entering Unmasked Estep Score: -2992487.500000 Penalty: 4987.325684 Iteration 118Q: 3 clusters Score -2992488 nChanged 2 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21925 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -2992486.750000 Penalty: 4987.325684 Iteration 119Q: 3 clusters Score -2992487 nChanged 0 Entering Unmasked Mstep Mstep: Class 0 contains 0 members Mstep: Class 1 contains 21925 members Mstep: Class 2 contains 1349 members Entering Unmasked Estep Score: -2992486.750000 Penalty: 4987.325684 Iteration 120F: 3 clusters Score -2992487 nChanged 0 --- Evaluating fit on full set of 1336431 points --- Entering Unmasked Estep Score: -167345168.000000 Penalty: 87454.187500 25->26 Clusters: Score -167345168.000000, best is -167522448.000000 Main iterations: 0 (time per=infms) Total iterations: 27977 (time per=203.745924ms) Iterations metric 2: 1127055097856.000000 (time per=5.057605ns) Iterations metric 3: 33810051760128.000000 (time per=168.594823ps) That took 5700.199707 seconds.